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output.log
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output.log
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Using Theano backend.
ERROR (theano.sandbox.cuda): ERROR: Not using GPU. Initialisation of device gpu failed:
initCnmemLoading data...
(238, 'train sequences')
(2510, 'test sequences')
Pad sequences (samples x time)
('X_train shape:', (238, 100))
('X_test shape:', (2510, 100))
Build model...
Train...
Train on 238 samples, validate on 2510 samples
Epoch 1/15
32/238 [===>..........................] - ETA: 0s - loss: 0.7210 - acc: 0.3438 64/238 [=======>......................] - ETA: 0s - loss: 0.6632 - acc: 0.3750 96/238 [===========>..................] - ETA: 0s - loss: 0.6414 - acc: 0.3958128/238 [===============>..............] - ETA: 0s - loss: 0.5957 - acc: 0.3984160/238 [===================>..........] - ETA: 0s - loss: 0.5285 - acc: 0.4250192/238 [=======================>......] - ETA: 0s - loss: 0.4811 - acc: 0.4323224/238 [===========================>..] - ETA: 0s - loss: 0.4427 - acc: 0.4152238/238 [==============================] - 3s - loss: 0.4323 - acc: 0.4118 - val_loss: 0.1066 - val_acc: 1.0000
Epoch 2/15
32/238 [===>..........................] - ETA: 0s - loss: -0.4411 - acc: 0.5000 64/238 [=======>......................] - ETA: 0s - loss: -0.4137 - acc: 0.4375 96/238 [===========>..................] - ETA: 0s - loss: -0.3527 - acc: 0.4271128/238 [===============>..............] - ETA: 0s - loss: -0.1696 - acc: 0.4453160/238 [===================>..........] - ETA: 0s - loss: -0.3076 - acc: 0.4188192/238 [=======================>......] - ETA: 0s - loss: -0.3271 - acc: 0.4635224/238 [===========================>..] - ETA: 0s - loss: -0.3689 - acc: 0.4375238/238 [==============================] - 3s - loss: -0.4329 - acc: 0.4412 - val_loss: 0.0105 - val_acc: 1.0000
Epoch 3/15
32/238 [===>..........................] - ETA: 0s - loss: -0.1664 - acc: 0.4688 64/238 [=======>......................] - ETA: 0s - loss: -0.7224 - acc: 0.4219 96/238 [===========>..................] - ETA: 0s - loss: -1.0957 - acc: 0.4271128/238 [===============>..............] - ETA: 0s - loss: -1.1165 - acc: 0.4531160/238 [===================>..........] - ETA: 0s - loss: -1.0788 - acc: 0.4688192/238 [=======================>......] - ETA: 0s - loss: -0.8633 - acc: 0.4635224/238 [===========================>..] - ETA: 0s - loss: -0.8084 - acc: 0.4420238/238 [==============================] - 3s - loss: -0.8125 - acc: 0.4412 - val_loss: 0.0011 - val_acc: 1.0000
Epoch 4/15
32/238 [===>..........................] - ETA: 0s - loss: -2.4953 - acc: 0.3750 64/238 [=======>......................] - ETA: 0s - loss: -1.0658 - acc: 0.4062 96/238 [===========>..................] - ETA: 0s - loss: -1.1230 - acc: 0.4479128/238 [===============>..............] - ETA: 0s - loss: -1.1003 - acc: 0.4766160/238 [===================>..........] - ETA: 0s - loss: -1.3875 - acc: 0.4625192/238 [=======================>......] - ETA: 0s - loss: -1.2309 - acc: 0.4323224/238 [===========================>..] - ETA: 0s - loss: -1.2613 - acc: 0.4196238/238 [==============================] - 3s - loss: -1.2254 - acc: 0.4412 - val_loss: 1.1373e-04 - val_acc: 1.0000
Epoch 5/15
32/238 [===>..........................] - ETA: 0s - loss: -1.3672 - acc: 0.4062 64/238 [=======>......................] - ETA: 0s - loss: -2.2923 - acc: 0.3906 96/238 [===========>..................] - ETA: 0s - loss: -1.5372 - acc: 0.4271128/238 [===============>..............] - ETA: 0s - loss: -1.5123 - acc: 0.4609160/238 [===================>..........] - ETA: 0s - loss: -1.5539 - acc: 0.4562192/238 [=======================>......] - ETA: 0s - loss: -1.6190 - acc: 0.4531224/238 [===========================>..] - ETA: 0s - loss: -1.5658 - acc: 0.4509238/238 [==============================] - 3s - loss: -1.5694 - acc: 0.4412 - val_loss: 1.0908e-05 - val_acc: 1.0000
Epoch 6/15
32/238 [===>..........................] - ETA: 0s - loss: -1.7829 - acc: 0.4688 64/238 [=======>......................] - ETA: 0s - loss: -2.7927 - acc: 0.4062 96/238 [===========>..................] - ETA: 0s - loss: -3.0494 - acc: 0.4062128/238 [===============>..............] - ETA: 0s - loss: -2.4883 - acc: 0.4297160/238 [===================>..........] - ETA: 0s - loss: -2.4261 - acc: 0.4562192/238 [=======================>......] - ETA: 0s - loss: -2.1565 - acc: 0.4219224/238 [===========================>..] - ETA: 0s - loss: -1.7115 - acc: 0.4420238/238 [==============================] - 3s - loss: -1.9211 - acc: 0.4412 - val_loss: 1.6093e-06 - val_acc: 1.0000
Epoch 7/15
32/238 [===>..........................] - ETA: 0s - loss: -5.5233 - acc: 0.3750 64/238 [=======>......................] - ETA: 0s - loss: -4.9598 - acc: 0.4531 96/238 [===========>..................] - ETA: 0s - loss: -3.1762 - acc: 0.4375128/238 [===============>..............] - ETA: 0s - loss: -2.2534 - acc: 0.4453160/238 [===================>..........] - ETA: 0s - loss: -2.2648 - acc: 0.4313192/238 [=======================>......] - ETA: 0s - loss: -2.3489 - acc: 0.4531224/238 [===========================>..] - ETA: 0s - loss: -2.0710 - acc: 0.4375238/238 [==============================] - 3s - loss: -2.1118 - acc: 0.4412 - val_loss: 4.1723e-07 - val_acc: 1.0000
Epoch 8/15
32/238 [===>..........................] - ETA: 0s - loss: -4.1939 - acc: 0.4062 64/238 [=======>......................] - ETA: 0s - loss: -4.7700 - acc: 0.3594 96/238 [===========>..................] - ETA: 0s - loss: -2.7733 - acc: 0.3854128/238 [===============>..............] - ETA: 0s - loss: -2.9066 - acc: 0.4062160/238 [===================>..........] - ETA: 0s - loss: -3.1860 - acc: 0.4188192/238 [=======================>......] - ETA: 0s - loss: -3.0690 - acc: 0.4479224/238 [===========================>..] - ETA: 0s - loss: -2.3878 - acc: 0.4464238/238 [==============================] - 3s - loss: -2.4306 - acc: 0.4412 - val_loss: 1.7881e-07 - val_acc: 1.0000
Epoch 9/15
32/238 [===>..........................] - ETA: 0s - loss: -2.4974 - acc: 0.4688 64/238 [=======>......................] - ETA: 0s - loss: -2.8275 - acc: 0.3906 96/238 [===========>..................] - ETA: 0s - loss: -3.1551 - acc: 0.4062128/238 [===============>..............] - ETA: 0s - loss: -3.1008 - acc: 0.4297160/238 [===================>..........] - ETA: 0s - loss: -2.8250 - acc: 0.4437192/238 [=======================>......] - ETA: 0s - loss: -2.6581 - acc: 0.4427224/238 [===========================>..] - ETA: 0s - loss: -2.4712 - acc: 0.4375238/238 [==============================] - 3s - loss: -2.5174 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
Epoch 10/15
32/238 [===>..........................] - ETA: 0s - loss: -2.6029 - acc: 0.3438 64/238 [=======>......................] - ETA: 0s - loss: -2.3159 - acc: 0.3906 96/238 [===========>..................] - ETA: 0s - loss: -2.3547 - acc: 0.4583128/238 [===============>..............] - ETA: 0s - loss: -3.0929 - acc: 0.4141160/238 [===================>..........] - ETA: 0s - loss: -3.1338 - acc: 0.4125192/238 [=======================>......] - ETA: 0s - loss: -2.3648 - acc: 0.4427224/238 [===========================>..] - ETA: 0s - loss: -2.4230 - acc: 0.4509238/238 [==============================] - 3s - loss: -2.5380 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
Epoch 11/15
32/238 [===>..........................] - ETA: 0s - loss: -2.9931 - acc: 0.4375 64/238 [=======>......................] - ETA: 0s - loss: -3.1739 - acc: 0.4531 96/238 [===========>..................] - ETA: 0s - loss: -2.7029 - acc: 0.4271128/238 [===============>..............] - ETA: 0s - loss: -3.2756 - acc: 0.4141160/238 [===================>..........] - ETA: 0s - loss: -3.3105 - acc: 0.4125192/238 [=======================>......] - ETA: 0s - loss: -2.6124 - acc: 0.4167224/238 [===========================>..] - ETA: 0s - loss: -2.3233 - acc: 0.4509238/238 [==============================] - 3s - loss: -2.5835 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
Epoch 12/15
32/238 [===>..........................] - ETA: 0s - loss: -1.9028 - acc: 0.5000 64/238 [=======>......................] - ETA: 0s - loss: -1.4830 - acc: 0.4688 96/238 [===========>..................] - ETA: 0s - loss: -2.3076 - acc: 0.4792128/238 [===============>..............] - ETA: 0s - loss: -2.6912 - acc: 0.4688160/238 [===================>..........] - ETA: 0s - loss: -2.0606 - acc: 0.4813192/238 [=======================>......] - ETA: 0s - loss: -2.4453 - acc: 0.4583224/238 [===========================>..] - ETA: 0s - loss: -2.4010 - acc: 0.4375238/238 [==============================] - 3s - loss: -2.5991 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
Epoch 13/15
32/238 [===>..........................] - ETA: 0s - loss: -3.1423 - acc: 0.3750 64/238 [=======>......................] - ETA: 0s - loss: -3.0793 - acc: 0.4062 96/238 [===========>..................] - ETA: 0s - loss: -1.9439 - acc: 0.4271128/238 [===============>..............] - ETA: 0s - loss: -1.6986 - acc: 0.4297160/238 [===================>..........] - ETA: 0s - loss: -2.1231 - acc: 0.4313192/238 [=======================>......] - ETA: 0s - loss: -1.8603 - acc: 0.4479224/238 [===========================>..] - ETA: 0s - loss: -2.2965 - acc: 0.4464238/238 [==============================] - 3s - loss: -2.6343 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
Epoch 14/15
32/238 [===>..........................] - ETA: 0s - loss: -3.5464 - acc: 0.4688 64/238 [=======>......................] - ETA: 0s - loss: -3.2305 - acc: 0.4531 96/238 [===========>..................] - ETA: 0s - loss: -1.9742 - acc: 0.4375128/238 [===============>..............] - ETA: 0s - loss: -2.1804 - acc: 0.4219160/238 [===================>..........] - ETA: 0s - loss: -2.1896 - acc: 0.4313192/238 [=======================>......] - ETA: 0s - loss: -2.6463 - acc: 0.4323224/238 [===========================>..] - ETA: 0s - loss: -2.7583 - acc: 0.4286238/238 [==============================] - 3s - loss: -2.5306 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
Epoch 15/15
32/238 [===>..........................] - ETA: 0s - loss: -2.5413 - acc: 0.5312 64/238 [=======>......................] - ETA: 0s - loss: -5.4544 - acc: 0.4062 96/238 [===========>..................] - ETA: 0s - loss: -3.4890 - acc: 0.4479128/238 [===============>..............] - ETA: 0s - loss: -3.1192 - acc: 0.4609160/238 [===================>..........] - ETA: 0s - loss: -3.0792 - acc: 0.4688192/238 [=======================>......] - ETA: 0s - loss: -2.9827 - acc: 0.4792224/238 [===========================>..] - ETA: 0s - loss: -2.5452 - acc: 0.4554238/238 [==============================] - 3s - loss: -2.5961 - acc: 0.4412 - val_loss: 1.1921e-07 - val_acc: 1.0000
32/2510 [..............................] - ETA: 2s 64/2510 [..............................] - ETA: 2s 96/2510 [>.............................] - ETA: 2s 128/2510 [>.............................] - ETA: 2s 160/2510 [>.............................] - ETA: 2s 192/2510 [=>............................] - ETA: 2s 224/2510 [=>............................] - ETA: 2s 256/2510 [==>...........................] - ETA: 2s 288/2510 [==>...........................] - ETA: 2s 320/2510 [==>...........................] - ETA: 2s 352/2510 [===>..........................] - ETA: 2s 384/2510 [===>..........................] - ETA: 2s 416/2510 [===>..........................] - ETA: 1s 448/2510 [====>.........................] - ETA: 1s 480/2510 [====>.........................] - ETA: 1s 512/2510 [=====>........................] - ETA: 1s 544/2510 [=====>........................] - ETA: 1s 576/2510 [=====>........................] - ETA: 1s 608/2510 [======>.......................] - ETA: 1s 640/2510 [======>.......................] - ETA: 1s 672/2510 [=======>......................] - ETA: 1s 704/2510 [=======>......................] - ETA: 1s 736/2510 [=======>......................] - ETA: 1s 768/2510 [========>.....................] - ETA: 1s 800/2510 [========>.....................] - ETA: 1s 832/2510 [========>.....................] - ETA: 1s 864/2510 [=========>....................] - ETA: 1s 896/2510 [=========>....................] - ETA: 1s 928/2510 [==========>...................] - ETA: 1s 960/2510 [==========>...................] - ETA: 1s 992/2510 [==========>...................] - ETA: 1s1024/2510 [===========>..................] - ETA: 1s1056/2510 [===========>..................] - ETA: 1s1088/2510 [============>.................] - ETA: 1s1120/2510 [============>.................] - ETA: 1s1152/2510 [============>.................] - ETA: 1s1184/2510 [=============>................] - ETA: 1s1216/2510 [=============>................] - ETA: 1s1248/2510 [=============>................] - ETA: 1s1280/2510 [==============>...............] - ETA: 1s1312/2510 [==============>...............] - ETA: 1s1344/2510 [===============>..............] - ETA: 1s1376/2510 [===============>..............] - ETA: 1s1408/2510 [===============>..............] - ETA: 1s1440/2510 [================>.............] - ETA: 1s1472/2510 [================>.............] - ETA: 0s1504/2510 [================>.............] - ETA: 0s1536/2510 [=================>............] - ETA: 0s1568/2510 [=================>............] - ETA: 0s1600/2510 [==================>...........] - ETA: 0s1632/2510 [==================>...........] - ETA: 0s1664/2510 [==================>...........] - ETA: 0s1696/2510 [===================>..........] - ETA: 0s1728/2510 [===================>..........] - ETA: 0s1760/2510 [====================>.........] - ETA: 0s1792/2510 [====================>.........] - ETA: 0s1824/2510 [====================>.........] - ETA: 0s1856/2510 [=====================>........] - ETA: 0s1888/2510 [=====================>........] - ETA: 0s1920/2510 [=====================>........] - ETA: 0s1952/2510 [======================>.......] - ETA: 0s1984/2510 [======================>.......] - ETA: 0s2016/2510 [=======================>......] - ETA: 0s2048/2510 [=======================>......] - ETA: 0s2080/2510 [=======================>......] - ETA: 0s2112/2510 [========================>.....] - ETA: 0s2144/2510 [========================>.....] - ETA: 0s2176/2510 [=========================>....] - ETA: 0s2208/2510 [=========================>....] - ETA: 0s2240/2510 [=========================>....] - ETA: 0s2272/2510 [==========================>...] - ETA: 0s2304/2510 [==========================>...] - ETA: 0s2336/2510 [==========================>...] - ETA: 0s2368/2510 [===========================>..] - ETA: 0s2400/2510 [===========================>..] - ETA: 0s2432/2510 [============================>.] - ETA: 0s2464/2510 [============================>.] - ETA: 0s2496/2510 [============================>.] - ETA: 0s2510/2510 [==============================] - 2s
('Test score:', 1.1920930376163597e-07)
('Test accuracy:', 1.0)