add experiment 6

.gitignore

@@ -626,3 +626,4 @@ get_started_workspace.ipynb
 datacsv
 lrfinder
 submission.csv
+apex

apex.sh

@@ -0,0 +1,9 @@
+#!/bin/sh
+rm -rf apex
+git clone https://github.com/NVIDIA/apex
+cd apex
+pip install -v --no-cache-dir ./
+cd ..  
+mv apex/apex apex1
+rm -rf apex
+mv apex1 apex

experiment3.ipynb

@@ -16,8 +16,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "^C\n",
-      "\u001b[31mOperation cancelled by user\u001b[0m\n",
+      "\u001b[31mmenpo 0.8.1 has requirement matplotlib<2.0,>=1.4, but you'll have matplotlib 3.0.2 which is incompatible.\u001b[0m\n",
+      "\u001b[31mmenpo 0.8.1 has requirement pillow<5.0,>=3.0, but you'll have pillow 5.4.1 which is incompatible.\u001b[0m\n",
+      "\u001b[31mmenpo 0.8.1 has requirement scipy<1.0,>=0.16, but you'll have scipy 1.2.0 which is incompatible.\u001b[0m\n",
       "\u001b[33mYou are using pip version 10.0.1, however version 19.2.2 is available.\n",
       "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
      ]
@@ -29,24 +30,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
     "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
    },
-   "outputs": [
-    {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'ignite'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-2-76a4b8081bf2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtorchvision\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransforms\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mignite\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mEvents\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     18\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mscripts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mignite\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mcreate_supervised_evaluator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_supervised_trainer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mignite\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mLoss\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAccuracy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'ignite'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import sys\n",
     "import os\n",