Using TensorFlow backend. _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= input_1 (InputLayer) (None, 10) 0 _________________________________________________________________ embedding_1 (Embedding) (None, 10, 50) 20000050 _________________________________________________________________ lstm_1 (LSTM) (None, 10, 128) 91648 _________________________________________________________________ dropout_1 (Dropout) (None, 10, 128) 0 _________________________________________________________________ lstm_2 (LSTM) (None, 128) 131584 _________________________________________________________________ dropout_2 (Dropout) (None, 128) 0 _________________________________________________________________ dense_1 (Dense) (None, 5) 645 _________________________________________________________________ activation_1 (Activation) (None, 5) 0 ================================================================= Total params: 20,223,927 Trainable params: 20,223,927 Non-trainable params: 0 _________________________________________________________________ Epoch 1/100 32/132 [======>.......................] - ETA: 9s - loss: 1.6110 - acc: 0.1562 64/132 [=============>................] - ETA: 3s - loss: 1.6109 - acc: 0.2031 96/132 [====================>.........] - ETA: 1s - loss: 1.6087 - acc: 0.2188 128/132 [============================>.] - ETA: 0s - loss: 1.6059 - acc: 0.2109 132/132 [==============================] - 4s - loss: 1.6064 - acc: 0.2045 Epoch 2/100 32/132 [======>.......................] - ETA: 1s - loss: 1.5886 - acc: 0.2812 64/132 [=============>................] - ETA: 0s - loss: 1.5849 - acc: 0.2969 96/132 [====================>.........] - ETA: 0s - loss: 1.5857 - acc: 0.2917 128/132 [============================>.] - ETA: 0s - loss: 1.5870 - acc: 0.2578 132/132 [==============================] - 1s - loss: 1.5879 - acc: 0.2500 Epoch 3/100 32/132 [======>.......................] - ETA: 1s - loss: 1.5650 - acc: 0.3125 64/132 [=============>................] - ETA: 0s - loss: 1.5714 - acc: 0.2812 96/132 [====================>.........] - ETA: 0s - loss: 1.5678 - acc: 0.2812 128/132 [============================>.] - ETA: 0s - loss: 1.5725 - acc: 0.2734 132/132 [==============================] - 1s - loss: 1.5705 - acc: 0.2803 Epoch 4/100 32/132 [======>.......................] - ETA: 1s - loss: 1.5390 - acc: 0.3750 64/132 [=============>................] - ETA: 0s - loss: 1.5487 - acc: 0.2969 96/132 [====================>.........] - ETA: 0s - loss: 1.5593 - acc: 0.2917 128/132 [============================>.] - ETA: 0s - loss: 1.5492 - acc: 0.3203 132/132 [==============================] - 1s - loss: 1.5499 - acc: 0.3182 Epoch 5/100 32/132 [======>.......................] - ETA: 1s - loss: 1.5823 - acc: 0.1875 64/132 [=============>................] - ETA: 0s - loss: 1.5357 - acc: 0.2969 96/132 [====================>.........] - ETA: 0s - loss: 1.5215 - acc: 0.3229 128/132 [============================>.] - ETA: 0s - loss: 1.5292 - acc: 0.3047 132/132 [==============================] - 1s - loss: 1.5284 - acc: 0.3030 Epoch 6/100 32/132 [======>.......................] - ETA: 1s - loss: 1.5120 - acc: 0.3750 64/132 [=============>................] - ETA: 0s - loss: 1.5124 - acc: 0.3750 96/132 [====================>.........] - ETA: 0s - loss: 1.5064 - acc: 0.3958 128/132 [============================>.] - ETA: 0s - loss: 1.4946 - acc: 0.4219 132/132 [==============================] - 1s - loss: 1.4969 - acc: 0.4242 Epoch 7/100 32/132 [======>.......................] - ETA: 1s - loss: 1.4440 - acc: 0.6250 64/132 [=============>................] - ETA: 0s - loss: 1.4580 - acc: 0.6094 96/132 [====================>.........] - ETA: 0s - loss: 1.4217 - acc: 0.6875 128/132 [============================>.] - ETA: 0s - loss: 1.4279 - acc: 0.6641 132/132 [==============================] - 1s - loss: 1.4289 - acc: 0.6591 Epoch 8/100 32/132 [======>.......................] - ETA: 1s - loss: 1.3983 - acc: 0.5312 64/132 [=============>................] - ETA: 0s - loss: 1.3677 - acc: 0.6250 96/132 [====================>.........] - ETA: 0s - loss: 1.3906 - acc: 0.5729 128/132 [============================>.] - ETA: 0s - loss: 1.3589 - acc: 0.6250 132/132 [==============================] - 1s - loss: 1.3526 - acc: 0.6364 Epoch 9/100 32/132 [======>.......................] - ETA: 1s - loss: 1.2865 - acc: 0.6562 64/132 [=============>................] - ETA: 0s - loss: 1.3323 - acc: 0.5938 96/132 [====================>.........] - ETA: 0s - loss: 1.3101 - acc: 0.6354 128/132 [============================>.] - ETA: 0s - loss: 1.3253 - acc: 0.6172 132/132 [==============================] - 1s - loss: 1.3201 - acc: 0.6212 Epoch 10/100 32/132 [======>.......................] - ETA: 1s - loss: 1.1444 - acc: 0.8125 64/132 [=============>................] - ETA: 0s - loss: 1.2507 - acc: 0.7031 96/132 [====================>.........] - ETA: 0s - loss: 1.2383 - acc: 0.7292 128/132 [============================>.] - ETA: 0s - loss: 1.2956 - acc: 0.6641 132/132 [==============================] - 1s - loss: 1.2887 - acc: 0.6742 Epoch 11/100 32/132 [======>.......................] - ETA: 1s - loss: 1.3402 - acc: 0.6250 64/132 [=============>................] - ETA: 0s - loss: 1.2675 - acc: 0.7031 96/132 [====================>.........] - ETA: 0s - loss: 1.2674 - acc: 0.6979 128/132 [============================>.] - ETA: 0s - loss: 1.2573 - acc: 0.7109 132/132 [==============================] - 1s - loss: 1.2549 - acc: 0.7121 Epoch 12/100 32/132 [======>.......................] - ETA: 1s - loss: 1.1769 - acc: 0.7500 64/132 [=============>................] - ETA: 0s - loss: 1.2068 - acc: 0.7031 96/132 [====================>.........] - ETA: 0s - loss: 1.1878 - acc: 0.7396 128/132 [============================>.] - ETA: 0s - loss: 1.1859 - acc: 0.7500 132/132 [==============================] - 1s - loss: 1.1867 - acc: 0.7500 Epoch 13/100 32/132 [======>.......................] - ETA: 1s - loss: 1.2614 - acc: 0.6562 64/132 [=============>................] - ETA: 0s - loss: 1.2463 - acc: 0.6719 96/132 [====================>.........] - ETA: 0s - loss: 1.1755 - acc: 0.7708 128/132 [============================>.] - ETA: 0s - loss: 1.1707 - acc: 0.7891 132/132 [==============================] - 1s - loss: 1.1676 - acc: 0.7955 Epoch 14/100 32/132 [======>.......................] - ETA: 1s - loss: 1.1018 - acc: 0.8438 64/132 [=============>................] - ETA: 0s - loss: 1.1023 - acc: 0.8594 96/132 [====================>.........] - ETA: 0s - loss: 1.0986 - acc: 0.8438 128/132 [============================>.] - ETA: 0s - loss: 1.1000 - acc: 0.8359 132/132 [==============================] - 1s - loss: 1.1016 - acc: 0.8333 Epoch 15/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9773 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 1.0589 - acc: 0.8750 96/132 [====================>.........] - ETA: 0s - loss: 1.0603 - acc: 0.8750 128/132 [============================>.] - ETA: 0s - loss: 1.0750 - acc: 0.8594 132/132 [==============================] - 1s - loss: 1.0841 - acc: 0.8485 Epoch 16/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0691 - acc: 0.8125 64/132 [=============>................] - ETA: 0s - loss: 1.0919 - acc: 0.7969 96/132 [====================>.........] - ETA: 0s - loss: 1.0976 - acc: 0.8021 128/132 [============================>.] - ETA: 0s - loss: 1.0869 - acc: 0.8125 132/132 [==============================] - 1s - loss: 1.0882 - acc: 0.8106 Epoch 17/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0107 - acc: 0.9062 64/132 [=============>................] - ETA: 0s - loss: 1.0141 - acc: 0.9062 96/132 [====================>.........] - ETA: 0s - loss: 1.0472 - acc: 0.8646 128/132 [============================>.] - ETA: 0s - loss: 1.0565 - acc: 0.8594 132/132 [==============================] - 1s - loss: 1.0591 - acc: 0.8561 Epoch 18/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0870 - acc: 0.8125 64/132 [=============>................] - ETA: 0s - loss: 1.0563 - acc: 0.8438 96/132 [====================>.........] - ETA: 0s - loss: 1.0448 - acc: 0.8542 128/132 [============================>.] - ETA: 0s - loss: 1.0371 - acc: 0.8672 132/132 [==============================] - 1s - loss: 1.0411 - acc: 0.8636 Epoch 19/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0418 - acc: 0.9062 64/132 [=============>................] - ETA: 0s - loss: 1.0060 - acc: 0.9219 96/132 [====================>.........] - ETA: 0s - loss: 1.0116 - acc: 0.9062 128/132 [============================>.] - ETA: 0s - loss: 1.0203 - acc: 0.8984 132/132 [==============================] - 1s - loss: 1.0210 - acc: 0.9015 Epoch 20/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9618 - acc: 0.9375 64/132 [=============>................] - ETA: 0s - loss: 1.0052 - acc: 0.9062 96/132 [====================>.........] - ETA: 0s - loss: 1.0218 - acc: 0.8854 128/132 [============================>.] - ETA: 0s - loss: 0.9944 - acc: 0.9141 132/132 [==============================] - 1s - loss: 1.0045 - acc: 0.9015 Epoch 21/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0099 - acc: 0.9062 64/132 [=============>................] - ETA: 0s - loss: 1.0130 - acc: 0.9062 96/132 [====================>.........] - ETA: 0s - loss: 1.0018 - acc: 0.9062 128/132 [============================>.] - ETA: 0s - loss: 1.0217 - acc: 0.8828 132/132 [==============================] - 1s - loss: 1.0182 - acc: 0.8864 Epoch 22/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0491 - acc: 0.8125 64/132 [=============>................] - ETA: 0s - loss: 1.0259 - acc: 0.8594 96/132 [====================>.........] - ETA: 0s - loss: 1.0118 - acc: 0.8854 128/132 [============================>.] - ETA: 0s - loss: 0.9971 - acc: 0.9062 132/132 [==============================] - 1s - loss: 1.0031 - acc: 0.9015 Epoch 23/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0781 - acc: 0.8125 64/132 [=============>................] - ETA: 0s - loss: 1.0278 - acc: 0.8750 96/132 [====================>.........] - ETA: 0s - loss: 1.0070 - acc: 0.8958 128/132 [============================>.] - ETA: 0s - loss: 1.0201 - acc: 0.8906 132/132 [==============================] - 1s - loss: 1.0240 - acc: 0.8864 Epoch 24/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9438 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9818 - acc: 0.9375 96/132 [====================>.........] - ETA: 0s - loss: 1.0437 - acc: 0.8750 128/132 [============================>.] - ETA: 0s - loss: 1.0647 - acc: 0.8438 132/132 [==============================] - 1s - loss: 1.0620 - acc: 0.8485 Epoch 25/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0179 - acc: 0.9062 64/132 [=============>................] - ETA: 0s - loss: 1.0567 - acc: 0.8438 96/132 [====================>.........] - ETA: 0s - loss: 1.0201 - acc: 0.8854 128/132 [============================>.] - ETA: 0s - loss: 1.0312 - acc: 0.8750 132/132 [==============================] - 1s - loss: 1.0278 - acc: 0.8788 Epoch 26/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0394 - acc: 0.8750 64/132 [=============>................] - ETA: 0s - loss: 1.0779 - acc: 0.8438 96/132 [====================>.........] - ETA: 0s - loss: 1.0326 - acc: 0.8854 128/132 [============================>.] - ETA: 0s - loss: 1.0286 - acc: 0.8984 132/132 [==============================] - 1s - loss: 1.0251 - acc: 0.9015 Epoch 27/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0472 - acc: 0.8750 64/132 [=============>................] - ETA: 0s - loss: 1.0472 - acc: 0.8750 96/132 [====================>.........] - ETA: 0s - loss: 1.0172 - acc: 0.9062 128/132 [============================>.] - ETA: 0s - loss: 1.0032 - acc: 0.9141 132/132 [==============================] - 1s - loss: 1.0002 - acc: 0.9167 Epoch 28/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0802 - acc: 0.8125 64/132 [=============>................] - ETA: 0s - loss: 1.0256 - acc: 0.8750 96/132 [====================>.........] - ETA: 0s - loss: 1.0079 - acc: 0.8958 128/132 [============================>.] - ETA: 0s - loss: 0.9832 - acc: 0.9219 132/132 [==============================] - 1s - loss: 0.9818 - acc: 0.9242 Epoch 29/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9486 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9443 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9687 - acc: 0.9479 128/132 [============================>.] - ETA: 0s - loss: 0.9653 - acc: 0.9453 132/132 [==============================] - 1s - loss: 0.9636 - acc: 0.9470 Epoch 30/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9130 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9463 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9565 - acc: 0.9583 128/132 [============================>.] - ETA: 0s - loss: 0.9531 - acc: 0.9609 132/132 [==============================] - 1s - loss: 0.9517 - acc: 0.9621 Epoch 31/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9711 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9545 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9461 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9489 - acc: 0.9609 132/132 [==============================] - 1s - loss: 0.9476 - acc: 0.9621 Epoch 32/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9075 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9713 - acc: 0.9375 96/132 [====================>.........] - ETA: 0s - loss: 0.9913 - acc: 0.9167 128/132 [============================>.] - ETA: 0s - loss: 1.0047 - acc: 0.8984 132/132 [==============================] - 1s - loss: 1.0088 - acc: 0.8939 Epoch 33/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9402 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9353 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9411 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9466 - acc: 0.9688 132/132 [==============================] - 1s - loss: 0.9455 - acc: 0.9697 Epoch 34/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9927 - acc: 0.9375 64/132 [=============>................] - ETA: 0s - loss: 1.0200 - acc: 0.9062 96/132 [====================>.........] - ETA: 0s - loss: 1.0068 - acc: 0.9167 128/132 [============================>.] - ETA: 0s - loss: 0.9949 - acc: 0.9219 132/132 [==============================] - 1s - loss: 0.9923 - acc: 0.9242 Epoch 35/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9363 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9241 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9515 - acc: 0.9583 128/132 [============================>.] - ETA: 0s - loss: 0.9551 - acc: 0.9531 132/132 [==============================] - 1s - loss: 0.9691 - acc: 0.9394 Epoch 36/100 32/132 [======>.......................] - ETA: 1s - loss: 1.0112 - acc: 0.9062 64/132 [=============>................] - ETA: 0s - loss: 0.9643 - acc: 0.9531 96/132 [====================>.........] - ETA: 0s - loss: 0.9799 - acc: 0.9271 128/132 [============================>.] - ETA: 0s - loss: 0.9904 - acc: 0.9141 132/132 [==============================] - 1s - loss: 0.9878 - acc: 0.9167 Epoch 37/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9537 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9308 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9434 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9411 - acc: 0.9688 132/132 [==============================] - 1s - loss: 0.9478 - acc: 0.9621 Epoch 38/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9839 - acc: 0.9375 64/132 [=============>................] - ETA: 0s - loss: 0.9606 - acc: 0.9531 96/132 [====================>.........] - ETA: 0s - loss: 0.9691 - acc: 0.9375 128/132 [============================>.] - ETA: 0s - loss: 0.9573 - acc: 0.9453 132/132 [==============================] - 1s - loss: 0.9558 - acc: 0.9470 Epoch 39/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9203 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9289 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9220 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9276 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9345 - acc: 0.9773 Epoch 40/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9156 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9463 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9411 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9400 - acc: 0.9688 132/132 [==============================] - 1s - loss: 0.9390 - acc: 0.9697 Epoch 41/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9613 - acc: 0.9375 64/132 [=============>................] - ETA: 0s - loss: 0.9494 - acc: 0.9531 96/132 [====================>.........] - ETA: 0s - loss: 0.9442 - acc: 0.9583 128/132 [============================>.] - ETA: 0s - loss: 0.9346 - acc: 0.9688 132/132 [==============================] - 1s - loss: 0.9413 - acc: 0.9621 Epoch 42/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9056 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9135 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9144 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9282 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9275 - acc: 0.9773 Epoch 43/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9070 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9210 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9266 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9245 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9240 - acc: 0.9848 Epoch 44/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9102 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9230 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9259 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9274 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9267 - acc: 0.9773 Epoch 45/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9059 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9214 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9163 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9215 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9210 - acc: 0.9848 Epoch 46/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9389 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9226 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9282 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9232 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9226 - acc: 0.9848 Epoch 47/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9067 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9083 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9178 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9219 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9214 - acc: 0.9848 Epoch 48/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9057 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9320 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9231 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9193 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9189 - acc: 0.9848 Epoch 49/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9054 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9055 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9060 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9144 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9142 - acc: 0.9924 Epoch 50/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9369 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9227 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9171 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9144 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9142 - acc: 0.9924 Epoch 51/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9376 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9219 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9167 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9139 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9136 - acc: 0.9924 Epoch 52/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9346 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9278 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9212 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9173 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9170 - acc: 0.9848 Epoch 53/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9365 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9348 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9356 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9281 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9274 - acc: 0.9773 Epoch 54/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9352 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9361 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9319 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9255 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9248 - acc: 0.9773 Epoch 55/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9157 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9133 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9130 - acc: 0.9924 Epoch 56/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9365 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9209 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9158 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9149 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9147 - acc: 0.9924 Epoch 57/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9367 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9212 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9262 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9212 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9208 - acc: 0.9848 Epoch 58/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9445 - acc: 0.9375 64/132 [=============>................] - ETA: 0s - loss: 0.9250 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9292 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9234 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9229 - acc: 0.9773 Epoch 59/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9072 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9064 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9164 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9189 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9185 - acc: 0.9848 Epoch 60/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9065 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9078 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9072 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9152 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9218 - acc: 0.9848 Epoch 61/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9387 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9404 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9421 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9380 - acc: 0.9688 132/132 [==============================] - 1s - loss: 0.9370 - acc: 0.9697 Epoch 62/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9375 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9223 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9309 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9262 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9256 - acc: 0.9848 Epoch 63/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9483 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9436 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9413 - acc: 0.9688 128/132 [============================>.] - ETA: 0s - loss: 0.9323 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9314 - acc: 0.9773 Epoch 64/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9055 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9207 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9278 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9298 - acc: 0.9766 132/132 [==============================] - 1s - loss: 0.9291 - acc: 0.9773 Epoch 65/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9213 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9136 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9204 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9168 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9164 - acc: 0.9848 Epoch 66/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9056 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9369 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9281 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9224 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9219 - acc: 0.9848 Epoch 67/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9367 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9306 - acc: 0.9688 96/132 [====================>.........] - ETA: 0s - loss: 0.9222 - acc: 0.9792 128/132 [============================>.] - ETA: 0s - loss: 0.9180 - acc: 0.9844 132/132 [==============================] - 1s - loss: 0.9177 - acc: 0.9848 Epoch 68/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9053 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9055 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9149 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9124 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9122 - acc: 0.9924 Epoch 69/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9211 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9158 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9138 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9135 - acc: 0.9924 Epoch 70/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9057 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9228 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9175 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9172 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9168 - acc: 0.9924 Epoch 71/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9206 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9157 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9132 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9130 - acc: 0.9924 Epoch 72/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9051 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9055 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9157 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9132 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9130 - acc: 0.9924 Epoch 73/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9056 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9204 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9153 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9130 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9127 - acc: 0.9924 Epoch 74/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9058 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9056 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9055 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9132 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9130 - acc: 0.9924 Epoch 75/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9053 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9209 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9157 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9132 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9129 - acc: 0.9924 Epoch 76/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9066 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9059 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9157 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9131 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9129 - acc: 0.9924 Epoch 77/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9050 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9051 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9147 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 78/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9053 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9053 - acc: 1.0000 132/132 [==============================] - 1s - loss: 0.9128 - acc: 0.9924 Epoch 79/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9148 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9124 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9122 - acc: 0.9924 Epoch 80/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9336 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9195 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9147 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9124 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 81/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9355 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9203 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9154 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9130 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9127 - acc: 0.9924 Epoch 82/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9360 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9207 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9155 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9129 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9127 - acc: 0.9924 Epoch 83/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9051 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9194 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9147 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 84/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9060 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9200 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9151 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9127 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9124 - acc: 0.9924 Epoch 85/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9053 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9055 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9055 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 86/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9054 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9152 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9126 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9124 - acc: 0.9924 Epoch 87/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9053 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9054 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9155 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9129 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9126 - acc: 0.9924 Epoch 88/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9359 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9204 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9154 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9128 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9126 - acc: 0.9924 Epoch 89/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9051 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9051 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9051 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9052 - acc: 1.0000 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 90/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9055 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9053 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 91/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9201 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9151 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9126 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9124 - acc: 0.9924 Epoch 92/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9052 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9052 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9052 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9126 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9124 - acc: 0.9924 Epoch 93/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9050 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9050 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9147 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 94/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9348 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9202 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9153 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9128 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9126 - acc: 0.9924 Epoch 95/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9054 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9052 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9051 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9124 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9122 - acc: 0.9924 Epoch 96/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9338 - acc: 0.9688 64/132 [=============>................] - ETA: 0s - loss: 0.9194 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9147 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 97/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9051 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9147 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9123 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9121 - acc: 0.9924 Epoch 98/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9050 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9053 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9149 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9124 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9122 - acc: 0.9924 Epoch 99/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9051 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9192 - acc: 0.9844 96/132 [====================>.........] - ETA: 0s - loss: 0.9145 - acc: 0.9896 128/132 [============================>.] - ETA: 0s - loss: 0.9122 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9120 - acc: 0.9924 Epoch 100/100 32/132 [======>.......................] - ETA: 1s - loss: 0.9051 - acc: 1.0000 64/132 [=============>................] - ETA: 0s - loss: 0.9051 - acc: 1.0000 96/132 [====================>.........] - ETA: 0s - loss: 0.9051 - acc: 1.0000 128/132 [============================>.] - ETA: 0s - loss: 0.9121 - acc: 0.9922 132/132 [==============================] - 1s - loss: 0.9119 - acc: 0.9924 32/56 [================>.............] - ETA: 0s Test accuracy = 0.839285714286 Expected emoji:😄 prediction: he got a very nice raise ❤️ Expected emoji:😞 prediction: work is hard 😄 Expected emoji:😞 prediction: This girl is messing with me ❤️ Expected emoji:😞 prediction: work is horrible 😄 Expected emoji:😄 prediction: you brighten my day ❤️ Expected emoji:😞 prediction: she is a bully 😄 Expected emoji:😞 prediction: My life is so boring ❤️ Expected emoji:😄 prediction: will you be my valentine ❤️ Expected emoji:😞 prediction: go away ⚾ very happy 😄 Process finished with exit code 0