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results.txt
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x_train shape: (3894, 512)
3894 train samples
974 test samples
Train on 3894 samples, validate on 974 samples
Epoch 1/20
128/3894 [..............................] - ETA: 10s - loss: 2.3940 - acc: 0.07811024/3894 [======>.......................] - ETA: 1s - loss: 2.2385 - acc: 0.1631 1920/3894 [=============>................] - ETA: 0s - loss: 2.1578 - acc: 0.20522816/3894 [====================>.........] - ETA: 0s - loss: 2.0709 - acc: 0.25283712/3894 [===========================>..] - ETA: 0s - loss: 2.0106 - acc: 0.27483894/3894 [==============================] - 0s - loss: 1.9933 - acc: 0.2843 - val_loss: 1.4916 - val_acc: 0.4754
Epoch 2/20
128/3894 [..............................] - ETA: 0s - loss: 1.7246 - acc: 0.33591024/3894 [======>.......................] - ETA: 0s - loss: 1.6292 - acc: 0.42481920/3894 [=============>................] - ETA: 0s - loss: 1.6123 - acc: 0.43702816/3894 [====================>.........] - ETA: 0s - loss: 1.5236 - acc: 0.46803712/3894 [===========================>..] - ETA: 0s - loss: 1.4620 - acc: 0.49253894/3894 [==============================] - 0s - loss: 1.4592 - acc: 0.4918 - val_loss: 1.1741 - val_acc: 0.6016
Epoch 3/20
128/3894 [..............................] - ETA: 0s - loss: 1.2039 - acc: 0.56251024/3894 [======>.......................] - ETA: 0s - loss: 1.2509 - acc: 0.58111792/3894 [============>.................] - ETA: 0s - loss: 1.2152 - acc: 0.58982688/3894 [===================>..........] - ETA: 0s - loss: 1.1801 - acc: 0.59523584/3894 [==========================>...] - ETA: 0s - loss: 1.1711 - acc: 0.59713894/3894 [==============================] - 0s - loss: 1.1607 - acc: 0.6012 - val_loss: 1.0656 - val_acc: 0.6335
Epoch 4/20
128/3894 [..............................] - ETA: 0s - loss: 1.0852 - acc: 0.60161024/3894 [======>.......................] - ETA: 0s - loss: 1.1244 - acc: 0.59471920/3894 [=============>................] - ETA: 0s - loss: 1.0369 - acc: 0.63072816/3894 [====================>.........] - ETA: 0s - loss: 0.9804 - acc: 0.65593712/3894 [===========================>..] - ETA: 0s - loss: 0.9671 - acc: 0.66223894/3894 [==============================] - 0s - loss: 0.9647 - acc: 0.6646 - val_loss: 0.8128 - val_acc: 0.7413
Epoch 5/20
128/3894 [..............................] - ETA: 0s - loss: 0.9053 - acc: 0.71091024/3894 [======>.......................] - ETA: 0s - loss: 0.8708 - acc: 0.70801920/3894 [=============>................] - ETA: 0s - loss: 0.8612 - acc: 0.71152688/3894 [===================>..........] - ETA: 0s - loss: 0.8828 - acc: 0.70653584/3894 [==========================>...] - ETA: 0s - loss: 0.8563 - acc: 0.71683894/3894 [==============================] - 0s - loss: 0.8518 - acc: 0.7175 - val_loss: 0.6584 - val_acc: 0.7659
Epoch 6/20
128/3894 [..............................] - ETA: 0s - loss: 0.7130 - acc: 0.80471024/3894 [======>.......................] - ETA: 0s - loss: 0.7495 - acc: 0.74711920/3894 [=============>................] - ETA: 0s - loss: 0.7556 - acc: 0.74482816/3894 [====================>.........] - ETA: 0s - loss: 0.7865 - acc: 0.73623712/3894 [===========================>..] - ETA: 0s - loss: 0.7682 - acc: 0.74433894/3894 [==============================] - 0s - loss: 0.7652 - acc: 0.7437 - val_loss: 0.6165 - val_acc: 0.7834
Epoch 7/20
128/3894 [..............................] - ETA: 0s - loss: 0.7506 - acc: 0.75781024/3894 [======>.......................] - ETA: 0s - loss: 0.7777 - acc: 0.74611920/3894 [=============>................] - ETA: 0s - loss: 0.7371 - acc: 0.76152816/3894 [====================>.........] - ETA: 0s - loss: 0.7219 - acc: 0.76603712/3894 [===========================>..] - ETA: 0s - loss: 0.7163 - acc: 0.76403894/3894 [==============================] - 0s - loss: 0.7167 - acc: 0.7648 - val_loss: 0.6631 - val_acc: 0.7710
Epoch 8/20
128/3894 [..............................] - ETA: 0s - loss: 0.7734 - acc: 0.75001024/3894 [======>.......................] - ETA: 0s - loss: 0.7078 - acc: 0.76661920/3894 [=============>................] - ETA: 0s - loss: 0.6714 - acc: 0.76352816/3894 [====================>.........] - ETA: 0s - loss: 0.6772 - acc: 0.76423712/3894 [===========================>..] - ETA: 0s - loss: 0.6579 - acc: 0.77343894/3894 [==============================] - 0s - loss: 0.6538 - acc: 0.7753 - val_loss: 0.5415 - val_acc: 0.8080
Epoch 9/20
128/3894 [..............................] - ETA: 0s - loss: 0.6162 - acc: 0.78911024/3894 [======>.......................] - ETA: 0s - loss: 0.6119 - acc: 0.79001920/3894 [=============>................] - ETA: 0s - loss: 0.6249 - acc: 0.78752816/3894 [====================>.........] - ETA: 0s - loss: 0.6247 - acc: 0.78553712/3894 [===========================>..] - ETA: 0s - loss: 0.6245 - acc: 0.78483894/3894 [==============================] - 0s - loss: 0.6222 - acc: 0.7863 - val_loss: 0.6233 - val_acc: 0.7875
Epoch 10/20
128/3894 [..............................] - ETA: 0s - loss: 0.7441 - acc: 0.75001024/3894 [======>.......................] - ETA: 0s - loss: 0.6430 - acc: 0.78031920/3894 [=============>................] - ETA: 0s - loss: 0.5980 - acc: 0.80002816/3894 [====================>.........] - ETA: 0s - loss: 0.6028 - acc: 0.79833712/3894 [===========================>..] - ETA: 0s - loss: 0.5778 - acc: 0.80363894/3894 [==============================] - 0s - loss: 0.5794 - acc: 0.8025 - val_loss: 0.5315 - val_acc: 0.8296
Epoch 11/20
128/3894 [..............................] - ETA: 0s - loss: 0.4719 - acc: 0.83591024/3894 [======>.......................] - ETA: 0s - loss: 0.4917 - acc: 0.83301920/3894 [=============>................] - ETA: 0s - loss: 0.5297 - acc: 0.82762816/3894 [====================>.........] - ETA: 0s - loss: 0.5290 - acc: 0.82463712/3894 [===========================>..] - ETA: 0s - loss: 0.5229 - acc: 0.82273894/3894 [==============================] - 0s - loss: 0.5223 - acc: 0.8249 - val_loss: 0.6018 - val_acc: 0.7947
Epoch 12/20
128/3894 [..............................] - ETA: 0s - loss: 0.5562 - acc: 0.80471024/3894 [======>.......................] - ETA: 0s - loss: 0.5829 - acc: 0.80271920/3894 [=============>................] - ETA: 0s - loss: 0.5557 - acc: 0.81512688/3894 [===================>..........] - ETA: 0s - loss: 0.5341 - acc: 0.82253584/3894 [==========================>...] - ETA: 0s - loss: 0.5240 - acc: 0.82783894/3894 [==============================] - 0s - loss: 0.5315 - acc: 0.8236 - val_loss: 0.6382 - val_acc: 0.7752
Epoch 13/20
128/3894 [..............................] - ETA: 0s - loss: 0.6690 - acc: 0.77341024/3894 [======>.......................] - ETA: 0s - loss: 0.4908 - acc: 0.83401920/3894 [=============>................] - ETA: 0s - loss: 0.4994 - acc: 0.83542816/3894 [====================>.........] - ETA: 0s - loss: 0.4978 - acc: 0.83633712/3894 [===========================>..] - ETA: 0s - loss: 0.4871 - acc: 0.83943894/3894 [==============================] - 0s - loss: 0.4947 - acc: 0.8377 - val_loss: 0.5385 - val_acc: 0.8162
Epoch 14/20
128/3894 [..............................] - ETA: 0s - loss: 0.5977 - acc: 0.79691024/3894 [======>.......................] - ETA: 0s - loss: 0.5198 - acc: 0.81541920/3894 [=============>................] - ETA: 0s - loss: 0.5054 - acc: 0.82502816/3894 [====================>.........] - ETA: 0s - loss: 0.4773 - acc: 0.83563712/3894 [===========================>..] - ETA: 0s - loss: 0.4699 - acc: 0.83843894/3894 [==============================] - 0s - loss: 0.4744 - acc: 0.8374 - val_loss: 0.5993 - val_acc: 0.8060
Epoch 15/20
128/3894 [..............................] - ETA: 0s - loss: 0.4576 - acc: 0.82811024/3894 [======>.......................] - ETA: 0s - loss: 0.5048 - acc: 0.82911920/3894 [=============>................] - ETA: 0s - loss: 0.4490 - acc: 0.85162816/3894 [====================>.........] - ETA: 0s - loss: 0.4484 - acc: 0.85373712/3894 [===========================>..] - ETA: 0s - loss: 0.4530 - acc: 0.84733894/3894 [==============================] - 0s - loss: 0.4506 - acc: 0.8477 - val_loss: 0.4711 - val_acc: 0.8409
Epoch 16/20
128/3894 [..............................] - ETA: 0s - loss: 0.4399 - acc: 0.83591024/3894 [======>.......................] - ETA: 0s - loss: 0.3867 - acc: 0.86911920/3894 [=============>................] - ETA: 0s - loss: 0.4098 - acc: 0.86562816/3894 [====================>.........] - ETA: 0s - loss: 0.4157 - acc: 0.86613712/3894 [===========================>..] - ETA: 0s - loss: 0.4093 - acc: 0.86583894/3894 [==============================] - 0s - loss: 0.4066 - acc: 0.8667 - val_loss: 0.4290 - val_acc: 0.8532
Epoch 17/20
128/3894 [..............................] - ETA: 0s - loss: 0.4284 - acc: 0.84381024/3894 [======>.......................] - ETA: 0s - loss: 0.4020 - acc: 0.86911920/3894 [=============>................] - ETA: 0s - loss: 0.3787 - acc: 0.86612816/3894 [====================>.........] - ETA: 0s - loss: 0.3887 - acc: 0.86433712/3894 [===========================>..] - ETA: 0s - loss: 0.3951 - acc: 0.86313894/3894 [==============================] - 0s - loss: 0.4034 - acc: 0.8595 - val_loss: 0.5221 - val_acc: 0.8265
Epoch 18/20
128/3894 [..............................] - ETA: 0s - loss: 0.4866 - acc: 0.82811024/3894 [======>.......................] - ETA: 0s - loss: 0.3908 - acc: 0.88671920/3894 [=============>................] - ETA: 0s - loss: 0.3892 - acc: 0.88232816/3894 [====================>.........] - ETA: 0s - loss: 0.3789 - acc: 0.88143712/3894 [===========================>..] - ETA: 0s - loss: 0.3720 - acc: 0.87933894/3894 [==============================] - 0s - loss: 0.3713 - acc: 0.8796 - val_loss: 0.5019 - val_acc: 0.8480
Epoch 19/20
128/3894 [..............................] - ETA: 0s - loss: 0.3871 - acc: 0.87501024/3894 [======>.......................] - ETA: 0s - loss: 0.3536 - acc: 0.87501920/3894 [=============>................] - ETA: 0s - loss: 0.3586 - acc: 0.87402816/3894 [====================>.........] - ETA: 0s - loss: 0.3475 - acc: 0.87893712/3894 [===========================>..] - ETA: 0s - loss: 0.3515 - acc: 0.88173894/3894 [==============================] - 0s - loss: 0.3547 - acc: 0.8798 - val_loss: 0.5185 - val_acc: 0.8296
Epoch 20/20
128/3894 [..............................] - ETA: 0s - loss: 0.4865 - acc: 0.81251024/3894 [======>.......................] - ETA: 0s - loss: 0.3816 - acc: 0.87891920/3894 [=============>................] - ETA: 0s - loss: 0.3722 - acc: 0.87712816/3894 [====================>.........] - ETA: 0s - loss: 0.3675 - acc: 0.88003712/3894 [===========================>..] - ETA: 0s - loss: 0.3696 - acc: 0.87933894/3894 [==============================] - 0s - loss: 0.3664 - acc: 0.8806 - val_loss: 0.4289 - val_acc: 0.8634
Test loss: 0.428866136643
Test accuracy: 0.863449692481
['acc', 'loss', 'val_acc', 'val_loss']