2019-01-19 23:41:54.972574: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 7823 MB memory) -> physical GPU (device: 0, name: GeForce GTX 1080 Ti, pci bus id: 0000:01:00.0, compute capability: 6.1)
Train on 1435 samples, validate on 144 samples
Epoch 1/20
1435/1435 [==============================] - 2s 2ms/step - loss: 0.3436 - acc: 0.8379 - val_loss: 0.1925 - val_acc: 0.9097
Epoch 2/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.1982 - acc: 0.9051 - val_loss: 0.1458 - val_acc: 0.9375
Epoch 3/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.1539 - acc: 0.9317 - val_loss: 0.1043 - val_acc: 0.9653
Epoch 4/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.1189 - acc: 0.9554 - val_loss: 0.0739 - val_acc: 0.9792
Epoch 5/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0971 - acc: 0.9638 - val_loss: 0.0568 - val_acc: 0.9833
Epoch 6/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0835 - acc: 0.9686 - val_loss: 0.0461 - val_acc: 0.9875
Epoch 7/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0738 - acc: 0.9720 - val_loss: 0.0396 - val_acc: 0.9931
Epoch 8/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0664 - acc: 0.9745 - val_loss: 0.0347 - val_acc: 0.9931
Epoch 9/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0603 - acc: 0.9763 - val_loss: 0.0301 - val_acc: 0.9944
Epoch 10/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0549 - acc: 0.9784 - val_loss: 0.0261 - val_acc: 0.9944
Epoch 11/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0501 - acc: 0.9805 - val_loss: 0.0227 - val_acc: 0.9931
Epoch 12/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0469 - acc: 0.9819 - val_loss: 0.0202 - val_acc: 0.9944
Epoch 13/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0428 - acc: 0.9829 - val_loss: 0.0187 - val_acc: 0.9931
Epoch 14/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0398 - acc: 0.9843 - val_loss: 0.0172 - val_acc: 0.9931
Epoch 15/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0377 - acc: 0.9851 - val_loss: 0.0158 - val_acc: 0.9944
Epoch 16/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0357 - acc: 0.9866 - val_loss: 0.0145 - val_acc: 0.9944
Epoch 17/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0333 - acc: 0.9875 - val_loss: 0.0134 - val_acc: 0.9958
Epoch 18/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0314 - acc: 0.9884 - val_loss: 0.0125 - val_acc: 0.9958
Epoch 19/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0301 - acc: 0.9877 - val_loss: 0.0114 - val_acc: 0.9958
Epoch 20/20
1435/1435 [==============================] - 2s 1ms/step - loss: 0.0290 - acc: 0.9884 - val_loss: 0.0109 - val_acc: 0.9972
1435/1435 [==============================] - 0s 62us/step
Test sample 117, actual label is [1 0 0 1 0] but predicted as [1 0 0 1 1]
Test sample 137, actual label is [1 0 0 0 1] but predicted as [1 0 0 1 1]
Accuracy is 0.9861
testing done