Training
Train on 363861 samples, validate on 40429 samples
Epoch 1/50
363861/363861 [==============================] - 1497s - loss: 0.5062 - acc: 0.7768 - val_loss: 0.4659 - val_acc: 0.8061
Epoch 2/50
363861/363861 [==============================] - 1508s - loss: 0.4541 - acc: 0.8098 - val_loss: 0.4446 - val_acc: 0.8161
Epoch 3/50
363861/363861 [==============================] - 1518s - loss: 0.4349 - acc: 0.8212 - val_loss: 0.4396 - val_acc: 0.8216
Epoch 4/50
363861/363861 [==============================] - 1508s - loss: 0.4208 - acc: 0.8292 - val_loss: 0.4321 - val_acc: 0.8229
Epoch 5/50
363861/363861 [==============================] - 1517s - loss: 0.4105 - acc: 0.8351 - val_loss: 0.4278 - val_acc: 0.8242
Epoch 6/50
363861/363861 [==============================] - 1505s - loss: 0.4017 - acc: 0.8402 - val_loss: 0.4281 - val_acc: 0.8250
Epoch 7/50
363861/363861 [==============================] - 1500s - loss: 0.3948 - acc: 0.8441 - val_loss: 0.4244 - val_acc: 0.8273
Epoch 8/50
363861/363861 [==============================] - 1502s - loss: 0.3883 - acc: 0.8477 - val_loss: 0.4229 - val_acc: 0.8296
Epoch 9/50
363861/363861 [==============================] - 1502s - loss: 0.3824 - acc: 0.8513 - val_loss: 0.4221 - val_acc: 0.8299
Epoch 10/50
363861/363861 [==============================] - 1509s - loss: 0.3769 - acc: 0.8546 - val_loss: 0.4213 - val_acc: 0.8309
Epoch 11/50
363861/363861 [==============================] - 1502s - loss: 0.3716 - acc: 0.8570 - val_loss: 0.4207 - val_acc: 0.8298
Epoch 12/50
363861/363861 [==============================] - 1506s - loss: 0.3673 - acc: 0.8596 - val_loss: 0.4196 - val_acc: 0.8317
Epoch 13/50
363861/363861 [==============================] - 1499s - loss: 0.3637 - acc: 0.8618 - val_loss: 0.4188 - val_acc: 0.8333
Epoch 14/50
363861/363861 [==============================] - 1501s - loss: 0.3593 - acc: 0.8645 - val_loss: 0.4171 - val_acc: 0.8352
Epoch 15/50
363861/363861 [==============================] - 1497s - loss: 0.3550 - acc: 0.8667 - val_loss: 0.4170 - val_acc: 0.8352
Epoch 16/50
363861/363861 [==============================] - 1501s - loss: 0.3524 - acc: 0.8680 - val_loss: 0.4159 - val_acc: 0.8355
Epoch 17/50
363861/363861 [==============================] - 1511s - loss: 0.3492 - acc: 0.8696 - val_loss: 0.4181 - val_acc: 0.8352
Epoch 18/50
363861/363861 [==============================] - 1512s - loss: 0.3465 - acc: 0.8713 - val_loss: 0.4178 - val_acc: 0.8341
Epoch 19/50
363861/363861 [==============================] - 1519s - loss: 0.3441 - acc: 0.8727 - val_loss: 0.4182 - val_acc: 0.8360
Epoch 20/50
363861/363861 [==============================] - 1502s - loss: 0.3414 - acc: 0.8741 - val_loss: 0.4178 - val_acc: 0.8368
Epoch 21/50
363861/363861 [==============================] - 1502s - loss: 0.3388 - acc: 0.8750 - val_loss: 0.4179 - val_acc: 0.8368
Epoch 22/50
363861/363861 [==============================] - 1508s - loss: 0.3365 - acc: 0.8764 - val_loss: 0.4176 - val_acc: 0.8350
Epoch 00021: early stopping
Training
Train on 363861 samples, validate on 40429 samples
Epoch 1/50
363861/363861 [==============================] - 457s - loss: 0.3159 - acc: 0.8643 - val_loss: 0.3776 - val_acc: 0.8342
Epoch 2/50
363861/363861 [==============================] - 451s - loss: 0.3028 - acc: 0.8699 - val_loss: 0.3795 - val_acc: 0.8379
Epoch 3/50
363861/363861 [==============================] - 454s - loss: 0.3016 - acc: 0.8707 - val_loss: 0.3746 - val_acc: 0.8371
Epoch 4/50
363861/363861 [==============================] - 451s - loss: 0.3014 - acc: 0.8709 - val_loss: 0.3783 - val_acc: 0.8364
Epoch 5/50
363861/363861 [==============================] - 454s - loss: 0.3007 - acc: 0.8713 - val_loss: 0.3737 - val_acc: 0.8359
Epoch 6/50
363861/363861 [==============================] - 456s - loss: 0.2998 - acc: 0.8713 - val_loss: 0.3810 - val_acc: 0.8382
Epoch 7/50
363861/363861 [==============================] - 452s - loss: 0.2997 - acc: 0.8720 - val_loss: 0.3771 - val_acc: 0.8364
Epoch 8/50
363861/363861 [==============================] - 452s - loss: 0.3005 - acc: 0.8715 - val_loss: 0.3771 - val_acc: 0.8366
Epoch 9/50
363861/363861 [==============================] - 454s - loss: 0.3006 - acc: 0.8716 - val_loss: 0.3774 - val_acc: 0.8378
Epoch 10/50
363861/363861 [==============================] - 451s - loss: 0.2993 - acc: 0.8718 - val_loss: 0.3785 - val_acc: 0.8367
Epoch 11/50
363861/363861 [==============================] - 455s - loss: 0.2994 - acc: 0.8716 - val_loss: 0.3764 - val_acc: 0.8379
Epoch 00010: early stopping
2345792/2345796 [============================>.] - ETA: 0s