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result.txt
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Finished feature extraction from 920 files
[['Bronchiectasis' 'Bronchiolitis' 'COPD' 'Healthy' 'Pneumonia' 'URTI']
['16' '13' '793' '35' '37' '23']]
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d (Conv2D) (None, 39, 861, 16) 80
max_pooling2d (MaxPooling2D (None, 19, 430, 16) 0
)
dropout (Dropout) (None, 19, 430, 16) 0
conv2d_1 (Conv2D) (None, 18, 429, 32) 2080
max_pooling2d_1 (MaxPooling (None, 9, 214, 32) 0
2D)
dropout_1 (Dropout) (None, 9, 214, 32) 0
conv2d_2 (Conv2D) (None, 8, 213, 64) 8256
max_pooling2d_2 (MaxPooling (None, 4, 106, 64) 0
2D)
dropout_2 (Dropout) (None, 4, 106, 64) 0
conv2d_3 (Conv2D) (None, 3, 105, 128) 32896
max_pooling2d_3 (MaxPooling (None, 1, 52, 128) 0
2D)
dropout_3 (Dropout) (None, 1, 52, 128) 0
global_average_pooling2d (G (None, 128) 0
lobalAveragePooling2D)
dense (Dense) (None, 6) 774
=================================================================
Total params: 44,086
Trainable params: 44,086
Non-trainable params: 0
_________________________________________________________________
1/6 [====>.........................] - ETA: 1s - loss: 2.1890 - accuracy: 0.8438
3/6 [==============>...............] - ETA: 0s - loss: 1.9214 - accuracy: 0.8958
5/6 [========================>.....] - ETA: 0s - loss: 2.1695 - accuracy: 0.8750
6/6 [==============================] - 0s 31ms/step - loss: 2.2917 - accuracy: 0.8641
Pre-training accuracy: 86.4130%
Epoch 1/300
1/6 [====>.........................] - ETA: 5s - loss: 1.7552 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 4.0042 - accuracy: 0.5547
3/6 [==============>...............] - ETA: 1s - loss: 3.5012 - accuracy: 0.6641
4/6 [===================>..........] - ETA: 0s - loss: 3.5725 - accuracy: 0.7129
5/6 [========================>.....] - ETA: 0s - loss: 3.7765 - accuracy: 0.6219
6/6 [==============================] - ETA: 0s - loss: 3.8229 - accuracy: 0.6521
Epoch 1: val_accuracy improved from -inf to 0.86413, saving model to mymodel2_01.h5
6/6 [==============================] - 3s 404ms/step - loss: 3.8229 - accuracy: 0.6521 - val_loss: 2.6884 - val_accuracy: 0.8641
Epoch 2/300
1/6 [====>.........................] - ETA: 1s - loss: 3.9469 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 4.7383 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 4.3490 - accuracy: 0.8776
4/6 [===================>..........] - ETA: 0s - loss: 4.4500 - accuracy: 0.8398
5/6 [========================>.....] - ETA: 0s - loss: 4.1321 - accuracy: 0.8328
6/6 [==============================] - ETA: 0s - loss: 3.9856 - accuracy: 0.8336
Epoch 2: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 384ms/step - loss: 3.9856 - accuracy: 0.8336 - val_loss: 1.6351 - val_accuracy: 0.8641
Epoch 3/300
1/6 [====>.........................] - ETA: 1s - loss: 3.3010 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 3.3265 - accuracy: 0.7930
3/6 [==============>...............] - ETA: 1s - loss: 3.0379 - accuracy: 0.7266
4/6 [===================>..........] - ETA: 0s - loss: 2.5790 - accuracy: 0.7695
5/6 [========================>.....] - ETA: 0s - loss: 2.6753 - accuracy: 0.7828
6/6 [==============================] - ETA: 0s - loss: 2.4497 - accuracy: 0.7995
Epoch 3: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 387ms/step - loss: 2.4497 - accuracy: 0.7995 - val_loss: 1.3139 - val_accuracy: 0.8587
Epoch 4/300
1/6 [====>.........................] - ETA: 1s - loss: 1.3286 - accuracy: 0.9219
2/6 [=========>....................] - ETA: 1s - loss: 1.5488 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 1.7195 - accuracy: 0.8828
4/6 [===================>..........] - ETA: 0s - loss: 1.8077 - accuracy: 0.8672
5/6 [========================>.....] - ETA: 0s - loss: 1.8288 - accuracy: 0.8516
6/6 [==============================] - ETA: 0s - loss: 1.7728 - accuracy: 0.8390
Epoch 4: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 392ms/step - loss: 1.7728 - accuracy: 0.8390 - val_loss: 1.2032 - val_accuracy: 0.7174
Epoch 5/300
1/6 [====>.........................] - ETA: 1s - loss: 0.9961 - accuracy: 0.8594
2/6 [=========>....................] - ETA: 1s - loss: 1.0912 - accuracy: 0.8477
3/6 [==============>...............] - ETA: 1s - loss: 1.0651 - accuracy: 0.8464
4/6 [===================>..........] - ETA: 0s - loss: 1.0222 - accuracy: 0.8418
5/6 [========================>.....] - ETA: 0s - loss: 0.9642 - accuracy: 0.8438
6/6 [==============================] - ETA: 0s - loss: 0.9253 - accuracy: 0.8431
Epoch 5: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 387ms/step - loss: 0.9253 - accuracy: 0.8431 - val_loss: 1.1108 - val_accuracy: 0.7120
Epoch 6/300
1/6 [====>.........................] - ETA: 1s - loss: 0.9787 - accuracy: 0.7031
2/6 [=========>....................] - ETA: 1s - loss: 0.9073 - accuracy: 0.7500
3/6 [==============>...............] - ETA: 1s - loss: 0.7945 - accuracy: 0.7839
4/6 [===================>..........] - ETA: 0s - loss: 0.8159 - accuracy: 0.8027
5/6 [========================>.....] - ETA: 0s - loss: 0.8131 - accuracy: 0.8141
6/6 [==============================] - ETA: 0s - loss: 0.8100 - accuracy: 0.8186
Epoch 6: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 387ms/step - loss: 0.8100 - accuracy: 0.8186 - val_loss: 0.9522 - val_accuracy: 0.7663
Epoch 7/300
1/6 [====>.........................] - ETA: 1s - loss: 0.6605 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.6433 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.6702 - accuracy: 0.8620
4/6 [===================>..........] - ETA: 0s - loss: 0.6143 - accuracy: 0.8730
5/6 [========================>.....] - ETA: 0s - loss: 0.6603 - accuracy: 0.8578
6/6 [==============================] - ETA: 0s - loss: 0.6620 - accuracy: 0.8527
Epoch 7: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 392ms/step - loss: 0.6620 - accuracy: 0.8527 - val_loss: 1.1324 - val_accuracy: 0.6467
Epoch 8/300
1/6 [====>.........................] - ETA: 1s - loss: 0.6419 - accuracy: 0.8438
2/6 [=========>....................] - ETA: 1s - loss: 0.7488 - accuracy: 0.8164
3/6 [==============>...............] - ETA: 1s - loss: 0.6632 - accuracy: 0.8385
4/6 [===================>..........] - ETA: 0s - loss: 0.6439 - accuracy: 0.8496
5/6 [========================>.....] - ETA: 0s - loss: 0.6287 - accuracy: 0.8531
6/6 [==============================] - ETA: 0s - loss: 0.6053 - accuracy: 0.8608
Epoch 8: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 396ms/step - loss: 0.6053 - accuracy: 0.8608 - val_loss: 0.9554 - val_accuracy: 0.7554
Epoch 9/300
1/6 [====>.........................] - ETA: 1s - loss: 0.6810 - accuracy: 0.8438
2/6 [=========>....................] - ETA: 1s - loss: 0.5456 - accuracy: 0.8594
3/6 [==============>...............] - ETA: 1s - loss: 0.5390 - accuracy: 0.8568
4/6 [===================>..........] - ETA: 0s - loss: 0.5290 - accuracy: 0.8594
5/6 [========================>.....] - ETA: 0s - loss: 0.5302 - accuracy: 0.8594
6/6 [==============================] - ETA: 0s - loss: 0.5560 - accuracy: 0.8527
Epoch 9: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 406ms/step - loss: 0.5560 - accuracy: 0.8527 - val_loss: 0.9709 - val_accuracy: 0.7772
Epoch 10/300
1/6 [====>.........................] - ETA: 1s - loss: 0.7356 - accuracy: 0.8047
2/6 [=========>....................] - ETA: 1s - loss: 0.6580 - accuracy: 0.8242
3/6 [==============>...............] - ETA: 1s - loss: 0.6479 - accuracy: 0.8203
4/6 [===================>..........] - ETA: 0s - loss: 0.5909 - accuracy: 0.8301
5/6 [========================>.....] - ETA: 0s - loss: 0.5569 - accuracy: 0.8391
6/6 [==============================] - ETA: 0s - loss: 0.5371 - accuracy: 0.8458
Epoch 10: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 403ms/step - loss: 0.5371 - accuracy: 0.8458 - val_loss: 0.8999 - val_accuracy: 0.7554
Epoch 11/300
1/6 [====>.........................] - ETA: 1s - loss: 0.4567 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.4948 - accuracy: 0.8750
3/6 [==============>...............] - ETA: 1s - loss: 0.4891 - accuracy: 0.8750
4/6 [===================>..........] - ETA: 0s - loss: 0.5041 - accuracy: 0.8691
5/6 [========================>.....] - ETA: 0s - loss: 0.5309 - accuracy: 0.8531
6/6 [==============================] - ETA: 0s - loss: 0.5270 - accuracy: 0.8527
Epoch 11: val_accuracy did not improve from 0.86413
6/6 [==============================] - 3s 423ms/step - loss: 0.5270 - accuracy: 0.8527 - val_loss: 0.9184 - val_accuracy: 0.7391
Epoch 12/300
1/6 [====>.........................] - ETA: 2s - loss: 0.5448 - accuracy: 0.8359
2/6 [=========>....................] - ETA: 1s - loss: 0.5296 - accuracy: 0.8438
3/6 [==============>...............] - ETA: 1s - loss: 0.5237 - accuracy: 0.8490
4/6 [===================>..........] - ETA: 0s - loss: 0.5340 - accuracy: 0.8438
5/6 [========================>.....] - ETA: 0s - loss: 0.5157 - accuracy: 0.8500
6/6 [==============================] - ETA: 0s - loss: 0.4932 - accuracy: 0.8540
Epoch 12: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 410ms/step - loss: 0.4932 - accuracy: 0.8540 - val_loss: 0.7721 - val_accuracy: 0.7989
Epoch 13/300
1/6 [====>.........................] - ETA: 2s - loss: 0.6460 - accuracy: 0.8047
2/6 [=========>....................] - ETA: 1s - loss: 0.5526 - accuracy: 0.8203
3/6 [==============>...............] - ETA: 1s - loss: 0.5405 - accuracy: 0.8333
4/6 [===================>..........] - ETA: 0s - loss: 0.5247 - accuracy: 0.8340
5/6 [========================>.....] - ETA: 0s - loss: 0.5033 - accuracy: 0.8406
6/6 [==============================] - ETA: 0s - loss: 0.4941 - accuracy: 0.8445
Epoch 13: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 410ms/step - loss: 0.4941 - accuracy: 0.8445 - val_loss: 0.7901 - val_accuracy: 0.7826
Epoch 14/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3980 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.4415 - accuracy: 0.8750
3/6 [==============>...............] - ETA: 1s - loss: 0.4857 - accuracy: 0.8542
4/6 [===================>..........] - ETA: 0s - loss: 0.4666 - accuracy: 0.8613
5/6 [========================>.....] - ETA: 0s - loss: 0.4629 - accuracy: 0.8578
6/6 [==============================] - ETA: 0s - loss: 0.4539 - accuracy: 0.8595
Epoch 14: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 412ms/step - loss: 0.4539 - accuracy: 0.8595 - val_loss: 0.7874 - val_accuracy: 0.7826
Epoch 15/300
1/6 [====>.........................] - ETA: 2s - loss: 0.5547 - accuracy: 0.8516
2/6 [=========>....................] - ETA: 1s - loss: 0.5168 - accuracy: 0.8516
3/6 [==============>...............] - ETA: 1s - loss: 0.5280 - accuracy: 0.8359
4/6 [===================>..........] - ETA: 0s - loss: 0.5048 - accuracy: 0.8438
5/6 [========================>.....] - ETA: 0s - loss: 0.5001 - accuracy: 0.8422
6/6 [==============================] - ETA: 0s - loss: 0.4920 - accuracy: 0.8472
Epoch 15: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 410ms/step - loss: 0.4920 - accuracy: 0.8472 - val_loss: 0.6495 - val_accuracy: 0.8043
Epoch 16/300
1/6 [====>.........................] - ETA: 2s - loss: 0.5564 - accuracy: 0.8281
2/6 [=========>....................] - ETA: 1s - loss: 0.4580 - accuracy: 0.8594
3/6 [==============>...............] - ETA: 1s - loss: 0.4529 - accuracy: 0.8594
4/6 [===================>..........] - ETA: 0s - loss: 0.4132 - accuracy: 0.8711
5/6 [========================>.....] - ETA: 0s - loss: 0.4155 - accuracy: 0.8687
6/6 [==============================] - ETA: 0s - loss: 0.4359 - accuracy: 0.8636
Epoch 16: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 412ms/step - loss: 0.4359 - accuracy: 0.8636 - val_loss: 0.6563 - val_accuracy: 0.7935
Epoch 17/300
1/6 [====>.........................] - ETA: 2s - loss: 0.4439 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.4416 - accuracy: 0.8672
3/6 [==============>...............] - ETA: 1s - loss: 0.4085 - accuracy: 0.8750
4/6 [===================>..........] - ETA: 0s - loss: 0.4142 - accuracy: 0.8770
5/6 [========================>.....] - ETA: 0s - loss: 0.4392 - accuracy: 0.8672
6/6 [==============================] - ETA: 0s - loss: 0.4352 - accuracy: 0.8677
Epoch 17: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 411ms/step - loss: 0.4352 - accuracy: 0.8677 - val_loss: 0.6526 - val_accuracy: 0.8043
Epoch 18/300
1/6 [====>.........................] - ETA: 2s - loss: 0.4373 - accuracy: 0.8594
2/6 [=========>....................] - ETA: 1s - loss: 0.4238 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.3914 - accuracy: 0.8802
4/6 [===================>..........] - ETA: 0s - loss: 0.4128 - accuracy: 0.8730
5/6 [========================>.....] - ETA: 0s - loss: 0.4413 - accuracy: 0.8656
6/6 [==============================] - ETA: 0s - loss: 0.4400 - accuracy: 0.8677
Epoch 18: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 415ms/step - loss: 0.4400 - accuracy: 0.8677 - val_loss: 0.5915 - val_accuracy: 0.8207
Epoch 19/300
1/6 [====>.........................] - ETA: 2s - loss: 0.4619 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.4375 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.4086 - accuracy: 0.8802
4/6 [===================>..........] - ETA: 0s - loss: 0.4695 - accuracy: 0.8613
5/6 [========================>.....] - ETA: 0s - loss: 0.4706 - accuracy: 0.8531
6/6 [==============================] - ETA: 0s - loss: 0.4532 - accuracy: 0.8568
Epoch 19: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 412ms/step - loss: 0.4532 - accuracy: 0.8568 - val_loss: 0.6128 - val_accuracy: 0.8043
Epoch 20/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3552 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.4615 - accuracy: 0.8672
3/6 [==============>...............] - ETA: 1s - loss: 0.4154 - accuracy: 0.8724
4/6 [===================>..........] - ETA: 0s - loss: 0.4332 - accuracy: 0.8652
5/6 [========================>.....] - ETA: 0s - loss: 0.4177 - accuracy: 0.8656
6/6 [==============================] - ETA: 0s - loss: 0.4163 - accuracy: 0.8677
Epoch 20: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 412ms/step - loss: 0.4163 - accuracy: 0.8677 - val_loss: 0.6859 - val_accuracy: 0.7935
Epoch 21/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3220 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.3400 - accuracy: 0.9062
3/6 [==============>...............] - ETA: 1s - loss: 0.3715 - accuracy: 0.8932
4/6 [===================>..........] - ETA: 0s - loss: 0.3678 - accuracy: 0.8965
5/6 [========================>.....] - ETA: 0s - loss: 0.3916 - accuracy: 0.8859
6/6 [==============================] - ETA: 0s - loss: 0.4357 - accuracy: 0.8731
Epoch 21: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 410ms/step - loss: 0.4357 - accuracy: 0.8731 - val_loss: 0.5963 - val_accuracy: 0.8370
Epoch 22/300
1/6 [====>.........................] - ETA: 1s - loss: 0.4178 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.3770 - accuracy: 0.8867
3/6 [==============>...............] - ETA: 1s - loss: 0.3594 - accuracy: 0.8802
4/6 [===================>..........] - ETA: 0s - loss: 0.3495 - accuracy: 0.8809
5/6 [========================>.....] - ETA: 0s - loss: 0.3806 - accuracy: 0.8719
6/6 [==============================] - ETA: 0s - loss: 0.3985 - accuracy: 0.8677
Epoch 22: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 413ms/step - loss: 0.3985 - accuracy: 0.8677 - val_loss: 0.6168 - val_accuracy: 0.8152
Epoch 23/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3348 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.3988 - accuracy: 0.8672
3/6 [==============>...............] - ETA: 1s - loss: 0.3876 - accuracy: 0.8724
4/6 [===================>..........] - ETA: 0s - loss: 0.3905 - accuracy: 0.8711
5/6 [========================>.....] - ETA: 0s - loss: 0.3988 - accuracy: 0.8672
6/6 [==============================] - ETA: 0s - loss: 0.3929 - accuracy: 0.8663
Epoch 23: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 407ms/step - loss: 0.3929 - accuracy: 0.8663 - val_loss: 0.6162 - val_accuracy: 0.8152
Epoch 24/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3717 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.4405 - accuracy: 0.8555
3/6 [==============>...............] - ETA: 1s - loss: 0.4066 - accuracy: 0.8672
4/6 [===================>..........] - ETA: 0s - loss: 0.3949 - accuracy: 0.8711
5/6 [========================>.....] - ETA: 0s - loss: 0.3931 - accuracy: 0.8750
6/6 [==============================] - ETA: 0s - loss: 0.3806 - accuracy: 0.8813
Epoch 24: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 407ms/step - loss: 0.3806 - accuracy: 0.8813 - val_loss: 0.5789 - val_accuracy: 0.8207
Epoch 25/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3207 - accuracy: 0.9062
2/6 [=========>....................] - ETA: 1s - loss: 0.3174 - accuracy: 0.8867
3/6 [==============>...............] - ETA: 1s - loss: 0.3692 - accuracy: 0.8724
4/6 [===================>..........] - ETA: 0s - loss: 0.3711 - accuracy: 0.8730
5/6 [========================>.....] - ETA: 0s - loss: 0.3606 - accuracy: 0.8781
6/6 [==============================] - ETA: 0s - loss: 0.3828 - accuracy: 0.8704
Epoch 25: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 408ms/step - loss: 0.3828 - accuracy: 0.8704 - val_loss: 0.6411 - val_accuracy: 0.7989
Epoch 26/300
1/6 [====>.........................] - ETA: 1s - loss: 0.4208 - accuracy: 0.8438
2/6 [=========>....................] - ETA: 1s - loss: 0.3573 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.3565 - accuracy: 0.8724
4/6 [===================>..........] - ETA: 0s - loss: 0.3698 - accuracy: 0.8711
5/6 [========================>.....] - ETA: 0s - loss: 0.3718 - accuracy: 0.8687
6/6 [==============================] - ETA: 0s - loss: 0.3932 - accuracy: 0.8595
Epoch 26: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 407ms/step - loss: 0.3932 - accuracy: 0.8595 - val_loss: 0.6513 - val_accuracy: 0.7880
Epoch 27/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2960 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.4490 - accuracy: 0.8398
3/6 [==============>...............] - ETA: 1s - loss: 0.4027 - accuracy: 0.8672
4/6 [===================>..........] - ETA: 0s - loss: 0.3961 - accuracy: 0.8652
5/6 [========================>.....] - ETA: 0s - loss: 0.4162 - accuracy: 0.8625
6/6 [==============================] - ETA: 0s - loss: 0.4252 - accuracy: 0.8622
Epoch 27: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 408ms/step - loss: 0.4252 - accuracy: 0.8622 - val_loss: 0.5097 - val_accuracy: 0.8533
Epoch 28/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3489 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.3483 - accuracy: 0.8906
3/6 [==============>...............] - ETA: 1s - loss: 0.3181 - accuracy: 0.8984
4/6 [===================>..........] - ETA: 0s - loss: 0.3895 - accuracy: 0.8711
5/6 [========================>.....] - ETA: 0s - loss: 0.3573 - accuracy: 0.8828
6/6 [==============================] - ETA: 0s - loss: 0.3619 - accuracy: 0.8799
Epoch 28: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 407ms/step - loss: 0.3619 - accuracy: 0.8799 - val_loss: 0.5416 - val_accuracy: 0.8261
Epoch 29/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3140 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.3343 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.3655 - accuracy: 0.8854
4/6 [===================>..........] - ETA: 0s - loss: 0.3665 - accuracy: 0.8770
5/6 [========================>.....] - ETA: 0s - loss: 0.3692 - accuracy: 0.8750
6/6 [==============================] - ETA: 0s - loss: 0.3738 - accuracy: 0.8745
Epoch 29: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 408ms/step - loss: 0.3738 - accuracy: 0.8745 - val_loss: 0.6532 - val_accuracy: 0.7826
Epoch 30/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3503 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.3836 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.3742 - accuracy: 0.8672
4/6 [===================>..........] - ETA: 0s - loss: 0.3693 - accuracy: 0.8672
5/6 [========================>.....] - ETA: 0s - loss: 0.3813 - accuracy: 0.8687
6/6 [==============================] - ETA: 0s - loss: 0.3815 - accuracy: 0.8690
Epoch 30: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 406ms/step - loss: 0.3815 - accuracy: 0.8690 - val_loss: 0.5541 - val_accuracy: 0.8370
Epoch 31/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3752 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.4064 - accuracy: 0.8672
3/6 [==============>...............] - ETA: 1s - loss: 0.4099 - accuracy: 0.8646
4/6 [===================>..........] - ETA: 0s - loss: 0.3945 - accuracy: 0.8730
5/6 [========================>.....] - ETA: 0s - loss: 0.3833 - accuracy: 0.8750
6/6 [==============================] - ETA: 0s - loss: 0.3685 - accuracy: 0.8799
Epoch 31: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 407ms/step - loss: 0.3685 - accuracy: 0.8799 - val_loss: 0.5105 - val_accuracy: 0.8424
Epoch 32/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3436 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.4144 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.3765 - accuracy: 0.8854
4/6 [===================>..........] - ETA: 0s - loss: 0.3828 - accuracy: 0.8750
5/6 [========================>.....] - ETA: 0s - loss: 0.3808 - accuracy: 0.8750
6/6 [==============================] - ETA: 0s - loss: 0.3697 - accuracy: 0.8786
Epoch 32: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 408ms/step - loss: 0.3697 - accuracy: 0.8786 - val_loss: 0.5796 - val_accuracy: 0.8043
Epoch 33/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3527 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.3796 - accuracy: 0.8672
3/6 [==============>...............] - ETA: 1s - loss: 0.4171 - accuracy: 0.8594
4/6 [===================>..........] - ETA: 0s - loss: 0.3775 - accuracy: 0.8730
5/6 [========================>.....] - ETA: 0s - loss: 0.3758 - accuracy: 0.8734
6/6 [==============================] - ETA: 0s - loss: 0.3572 - accuracy: 0.8772
Epoch 33: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 408ms/step - loss: 0.3572 - accuracy: 0.8772 - val_loss: 0.5504 - val_accuracy: 0.8152
Epoch 34/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3466 - accuracy: 0.8672
2/6 [=========>....................] - ETA: 1s - loss: 0.3326 - accuracy: 0.8867
3/6 [==============>...............] - ETA: 1s - loss: 0.3626 - accuracy: 0.8776
4/6 [===================>..........] - ETA: 0s - loss: 0.3521 - accuracy: 0.8770
5/6 [========================>.....] - ETA: 0s - loss: 0.3629 - accuracy: 0.8766
6/6 [==============================] - ETA: 0s - loss: 0.3557 - accuracy: 0.8745
Epoch 34: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 406ms/step - loss: 0.3557 - accuracy: 0.8745 - val_loss: 0.5109 - val_accuracy: 0.8533
Epoch 35/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3015 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.3382 - accuracy: 0.8789
3/6 [==============>...............] - ETA: 1s - loss: 0.3130 - accuracy: 0.8854
4/6 [===================>..........] - ETA: 0s - loss: 0.3156 - accuracy: 0.8906
5/6 [========================>.....] - ETA: 0s - loss: 0.3219 - accuracy: 0.8891
6/6 [==============================] - ETA: 0s - loss: 0.3446 - accuracy: 0.8813
Epoch 35: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 408ms/step - loss: 0.3446 - accuracy: 0.8813 - val_loss: 0.5209 - val_accuracy: 0.8207
Epoch 36/300
1/6 [====>.........................] - ETA: 1s - loss: 0.4585 - accuracy: 0.8281
2/6 [=========>....................] - ETA: 1s - loss: 0.3417 - accuracy: 0.8672
3/6 [==============>...............] - ETA: 1s - loss: 0.3108 - accuracy: 0.8828
4/6 [===================>..........] - ETA: 0s - loss: 0.3518 - accuracy: 0.8730
5/6 [========================>.....] - ETA: 0s - loss: 0.3509 - accuracy: 0.8766
6/6 [==============================] - ETA: 0s - loss: 0.3417 - accuracy: 0.8799
Epoch 36: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 406ms/step - loss: 0.3417 - accuracy: 0.8799 - val_loss: 0.5502 - val_accuracy: 0.8152
Epoch 37/300
1/6 [====>.........................] - ETA: 2s - loss: 0.4442 - accuracy: 0.8359
2/6 [=========>....................] - ETA: 1s - loss: 0.3876 - accuracy: 0.8594
3/6 [==============>...............] - ETA: 1s - loss: 0.3827 - accuracy: 0.8568
4/6 [===================>..........] - ETA: 0s - loss: 0.3548 - accuracy: 0.8652
5/6 [========================>.....] - ETA: 0s - loss: 0.3274 - accuracy: 0.8781
6/6 [==============================] - ETA: 0s - loss: 0.3286 - accuracy: 0.8772
Epoch 37: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 403ms/step - loss: 0.3286 - accuracy: 0.8772 - val_loss: 0.5001 - val_accuracy: 0.8533
Epoch 38/300
1/6 [====>.........................] - ETA: 2s - loss: 0.4784 - accuracy: 0.8516
2/6 [=========>....................] - ETA: 1s - loss: 0.4044 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.3619 - accuracy: 0.8828
4/6 [===================>..........] - ETA: 0s - loss: 0.3489 - accuracy: 0.8828
5/6 [========================>.....] - ETA: 0s - loss: 0.3198 - accuracy: 0.8953
6/6 [==============================] - ETA: 0s - loss: 0.3305 - accuracy: 0.8895
Epoch 38: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 405ms/step - loss: 0.3305 - accuracy: 0.8895 - val_loss: 0.4836 - val_accuracy: 0.8533
Epoch 39/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3644 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.3871 - accuracy: 0.8711
3/6 [==============>...............] - ETA: 1s - loss: 0.3407 - accuracy: 0.8880
4/6 [===================>..........] - ETA: 0s - loss: 0.3473 - accuracy: 0.8809
5/6 [========================>.....] - ETA: 0s - loss: 0.3353 - accuracy: 0.8859
6/6 [==============================] - ETA: 0s - loss: 0.3389 - accuracy: 0.8799
Epoch 39: val_accuracy did not improve from 0.86413
6/6 [==============================] - 2s 404ms/step - loss: 0.3389 - accuracy: 0.8799 - val_loss: 0.5383 - val_accuracy: 0.8098
Epoch 40/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3526 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.3610 - accuracy: 0.8750
3/6 [==============>...............] - ETA: 1s - loss: 0.3627 - accuracy: 0.8698
4/6 [===================>..........] - ETA: 0s - loss: 0.3497 - accuracy: 0.8750
5/6 [========================>.....] - ETA: 0s - loss: 0.3301 - accuracy: 0.8859
6/6 [==============================] - ETA: 0s - loss: 0.3317 - accuracy: 0.8881
Epoch 40: val_accuracy improved from 0.86413 to 0.86957, saving model to mymodel2_40.h5
6/6 [==============================] - 2s 410ms/step - loss: 0.3317 - accuracy: 0.8881 - val_loss: 0.4579 - val_accuracy: 0.8696
Epoch 41/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2919 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.3140 - accuracy: 0.8789
3/6 [==============>...............] - ETA: 1s - loss: 0.3081 - accuracy: 0.8854
4/6 [===================>..........] - ETA: 0s - loss: 0.3288 - accuracy: 0.8809
5/6 [========================>.....] - ETA: 0s - loss: 0.3373 - accuracy: 0.8797
6/6 [==============================] - ETA: 0s - loss: 0.3384 - accuracy: 0.8799
Epoch 41: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 409ms/step - loss: 0.3384 - accuracy: 0.8799 - val_loss: 0.4858 - val_accuracy: 0.8370
Epoch 42/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2808 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.2788 - accuracy: 0.9023
3/6 [==============>...............] - ETA: 1s - loss: 0.3282 - accuracy: 0.8906
4/6 [===================>..........] - ETA: 0s - loss: 0.3196 - accuracy: 0.8887
5/6 [========================>.....] - ETA: 0s - loss: 0.3258 - accuracy: 0.8859
6/6 [==============================] - ETA: 0s - loss: 0.3200 - accuracy: 0.8868
Epoch 42: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.3200 - accuracy: 0.8868 - val_loss: 0.5020 - val_accuracy: 0.8370
Epoch 43/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3449 - accuracy: 0.8672
2/6 [=========>....................] - ETA: 1s - loss: 0.2872 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.3008 - accuracy: 0.8880
4/6 [===================>..........] - ETA: 0s - loss: 0.3341 - accuracy: 0.8809
5/6 [========================>.....] - ETA: 0s - loss: 0.3185 - accuracy: 0.8938
6/6 [==============================] - ETA: 0s - loss: 0.3094 - accuracy: 0.8950
Epoch 43: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 406ms/step - loss: 0.3094 - accuracy: 0.8950 - val_loss: 0.4804 - val_accuracy: 0.8424
Epoch 44/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2245 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.2995 - accuracy: 0.8828
3/6 [==============>...............] - ETA: 1s - loss: 0.3140 - accuracy: 0.8854
4/6 [===================>..........] - ETA: 0s - loss: 0.3068 - accuracy: 0.8906
5/6 [========================>.....] - ETA: 0s - loss: 0.3063 - accuracy: 0.8922
6/6 [==============================] - ETA: 0s - loss: 0.2903 - accuracy: 0.8977
Epoch 44: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 406ms/step - loss: 0.2903 - accuracy: 0.8977 - val_loss: 0.4704 - val_accuracy: 0.8533
Epoch 45/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2763 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.3342 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.3064 - accuracy: 0.9010
4/6 [===================>..........] - ETA: 0s - loss: 0.2859 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.3012 - accuracy: 0.8969
6/6 [==============================] - ETA: 0s - loss: 0.2939 - accuracy: 0.9004
Epoch 45: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2939 - accuracy: 0.9004 - val_loss: 0.4942 - val_accuracy: 0.8424
Epoch 46/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2358 - accuracy: 0.9062
2/6 [=========>....................] - ETA: 1s - loss: 0.2780 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.3483 - accuracy: 0.8672
4/6 [===================>..........] - ETA: 0s - loss: 0.3322 - accuracy: 0.8789
5/6 [========================>.....] - ETA: 0s - loss: 0.3228 - accuracy: 0.8844
6/6 [==============================] - ETA: 0s - loss: 0.3086 - accuracy: 0.8909
Epoch 46: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.3086 - accuracy: 0.8909 - val_loss: 0.4653 - val_accuracy: 0.8478
Epoch 47/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2831 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.2860 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.2714 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2692 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.2754 - accuracy: 0.9016
6/6 [==============================] - ETA: 0s - loss: 0.2865 - accuracy: 0.8990
Epoch 47: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 409ms/step - loss: 0.2865 - accuracy: 0.8990 - val_loss: 0.4610 - val_accuracy: 0.8478
Epoch 48/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2416 - accuracy: 0.9219
2/6 [=========>....................] - ETA: 1s - loss: 0.3145 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.3010 - accuracy: 0.8932
4/6 [===================>..........] - ETA: 0s - loss: 0.2987 - accuracy: 0.8945
5/6 [========================>.....] - ETA: 0s - loss: 0.2920 - accuracy: 0.8938
6/6 [==============================] - ETA: 0s - loss: 0.2863 - accuracy: 0.8950
Epoch 48: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.2863 - accuracy: 0.8950 - val_loss: 0.4540 - val_accuracy: 0.8587
Epoch 49/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2978 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.2663 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.2833 - accuracy: 0.8906
4/6 [===================>..........] - ETA: 0s - loss: 0.2880 - accuracy: 0.8926
5/6 [========================>.....] - ETA: 0s - loss: 0.2862 - accuracy: 0.8906
6/6 [==============================] - ETA: 0s - loss: 0.2907 - accuracy: 0.8881
Epoch 49: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.2907 - accuracy: 0.8881 - val_loss: 0.4384 - val_accuracy: 0.8696
Epoch 50/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3343 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.3205 - accuracy: 0.8906
3/6 [==============>...............] - ETA: 1s - loss: 0.2799 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2785 - accuracy: 0.8965
5/6 [========================>.....] - ETA: 0s - loss: 0.2923 - accuracy: 0.8891
6/6 [==============================] - ETA: 0s - loss: 0.2795 - accuracy: 0.8936
Epoch 50: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 409ms/step - loss: 0.2795 - accuracy: 0.8936 - val_loss: 0.4456 - val_accuracy: 0.8587
Epoch 51/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2368 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.2599 - accuracy: 0.9141
3/6 [==============>...............] - ETA: 1s - loss: 0.3178 - accuracy: 0.8828
4/6 [===================>..........] - ETA: 0s - loss: 0.2973 - accuracy: 0.8926
5/6 [========================>.....] - ETA: 0s - loss: 0.3081 - accuracy: 0.8906
6/6 [==============================] - ETA: 0s - loss: 0.2921 - accuracy: 0.9004
Epoch 51: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2921 - accuracy: 0.9004 - val_loss: 0.4339 - val_accuracy: 0.8641
Epoch 52/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2651 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.2740 - accuracy: 0.8867
3/6 [==============>...............] - ETA: 1s - loss: 0.3026 - accuracy: 0.8828
4/6 [===================>..........] - ETA: 0s - loss: 0.3011 - accuracy: 0.8867
5/6 [========================>.....] - ETA: 0s - loss: 0.2991 - accuracy: 0.8891
6/6 [==============================] - ETA: 0s - loss: 0.2938 - accuracy: 0.8909
Epoch 52: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 404ms/step - loss: 0.2938 - accuracy: 0.8909 - val_loss: 0.4487 - val_accuracy: 0.8587
Epoch 53/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3414 - accuracy: 0.8516
2/6 [=========>....................] - ETA: 1s - loss: 0.3276 - accuracy: 0.8633
3/6 [==============>...............] - ETA: 1s - loss: 0.2986 - accuracy: 0.8828
4/6 [===================>..........] - ETA: 0s - loss: 0.2725 - accuracy: 0.8887
5/6 [========================>.....] - ETA: 0s - loss: 0.2748 - accuracy: 0.8922
6/6 [==============================] - ETA: 0s - loss: 0.2752 - accuracy: 0.8936
Epoch 53: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 406ms/step - loss: 0.2752 - accuracy: 0.8936 - val_loss: 0.4426 - val_accuracy: 0.8641
Epoch 54/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2432 - accuracy: 0.9062
2/6 [=========>....................] - ETA: 1s - loss: 0.2372 - accuracy: 0.9219
3/6 [==============>...............] - ETA: 1s - loss: 0.2404 - accuracy: 0.9141
4/6 [===================>..........] - ETA: 0s - loss: 0.2751 - accuracy: 0.9004
5/6 [========================>.....] - ETA: 0s - loss: 0.2593 - accuracy: 0.9062
6/6 [==============================] - ETA: 0s - loss: 0.2713 - accuracy: 0.9004
Epoch 54: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 406ms/step - loss: 0.2713 - accuracy: 0.9004 - val_loss: 0.4562 - val_accuracy: 0.8533
Epoch 55/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3003 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.2513 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.2504 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2503 - accuracy: 0.9102
5/6 [========================>.....] - ETA: 0s - loss: 0.2605 - accuracy: 0.8984
6/6 [==============================] - ETA: 0s - loss: 0.2747 - accuracy: 0.8922
Epoch 55: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 404ms/step - loss: 0.2747 - accuracy: 0.8922 - val_loss: 0.4400 - val_accuracy: 0.8587
Epoch 56/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3321 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.3466 - accuracy: 0.8555
3/6 [==============>...............] - ETA: 1s - loss: 0.3261 - accuracy: 0.8672
4/6 [===================>..........] - ETA: 0s - loss: 0.3006 - accuracy: 0.8848
5/6 [========================>.....] - ETA: 0s - loss: 0.2982 - accuracy: 0.8891
6/6 [==============================] - ETA: 0s - loss: 0.3054 - accuracy: 0.8881
Epoch 56: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 407ms/step - loss: 0.3054 - accuracy: 0.8881 - val_loss: 0.4270 - val_accuracy: 0.8641
Epoch 57/300
1/6 [====>.........................] - ETA: 2s - loss: 0.1958 - accuracy: 0.9297
2/6 [=========>....................] - ETA: 1s - loss: 0.2950 - accuracy: 0.8867
3/6 [==============>...............] - ETA: 1s - loss: 0.2936 - accuracy: 0.8958
4/6 [===================>..........] - ETA: 0s - loss: 0.2843 - accuracy: 0.8965
5/6 [========================>.....] - ETA: 0s - loss: 0.2884 - accuracy: 0.8938
6/6 [==============================] - ETA: 0s - loss: 0.2758 - accuracy: 0.8977
Epoch 57: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 407ms/step - loss: 0.2758 - accuracy: 0.8977 - val_loss: 0.4282 - val_accuracy: 0.8641
Epoch 58/300
1/6 [====>.........................] - ETA: 2s - loss: 0.1922 - accuracy: 0.9219
2/6 [=========>....................] - ETA: 1s - loss: 0.2914 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.2808 - accuracy: 0.9010
4/6 [===================>..........] - ETA: 0s - loss: 0.2716 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.2715 - accuracy: 0.9062
6/6 [==============================] - ETA: 0s - loss: 0.2761 - accuracy: 0.9031
Epoch 58: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 407ms/step - loss: 0.2761 - accuracy: 0.9031 - val_loss: 0.4450 - val_accuracy: 0.8533
Epoch 59/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3055 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.2505 - accuracy: 0.9219
3/6 [==============>...............] - ETA: 1s - loss: 0.2486 - accuracy: 0.9193
4/6 [===================>..........] - ETA: 0s - loss: 0.2678 - accuracy: 0.9082
5/6 [========================>.....] - ETA: 0s - loss: 0.2501 - accuracy: 0.9125
6/6 [==============================] - ETA: 0s - loss: 0.2428 - accuracy: 0.9127
Epoch 59: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2428 - accuracy: 0.9127 - val_loss: 0.4376 - val_accuracy: 0.8641
Epoch 60/300
1/6 [====>.........................] - ETA: 2s - loss: 0.1964 - accuracy: 0.9375
2/6 [=========>....................] - ETA: 1s - loss: 0.2384 - accuracy: 0.9180
3/6 [==============>...............] - ETA: 1s - loss: 0.2744 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2663 - accuracy: 0.9043
5/6 [========================>.....] - ETA: 0s - loss: 0.2479 - accuracy: 0.9094
6/6 [==============================] - ETA: 0s - loss: 0.2542 - accuracy: 0.9072
Epoch 60: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 409ms/step - loss: 0.2542 - accuracy: 0.9072 - val_loss: 0.4299 - val_accuracy: 0.8641
Epoch 61/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2281 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.2462 - accuracy: 0.9023
3/6 [==============>...............] - ETA: 1s - loss: 0.2692 - accuracy: 0.8984
4/6 [===================>..........] - ETA: 0s - loss: 0.2584 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.2570 - accuracy: 0.9062
6/6 [==============================] - ETA: 0s - loss: 0.2606 - accuracy: 0.9059
Epoch 61: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.2606 - accuracy: 0.9059 - val_loss: 0.4288 - val_accuracy: 0.8587
Epoch 62/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2639 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.2634 - accuracy: 0.9023
3/6 [==============>...............] - ETA: 1s - loss: 0.2593 - accuracy: 0.9062
4/6 [===================>..........] - ETA: 0s - loss: 0.2442 - accuracy: 0.9082
5/6 [========================>.....] - ETA: 0s - loss: 0.2521 - accuracy: 0.9062
6/6 [==============================] - ETA: 0s - loss: 0.2416 - accuracy: 0.9127
Epoch 62: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 411ms/step - loss: 0.2416 - accuracy: 0.9127 - val_loss: 0.4276 - val_accuracy: 0.8587
Epoch 63/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2551 - accuracy: 0.9062
2/6 [=========>....................] - ETA: 1s - loss: 0.2836 - accuracy: 0.8906
3/6 [==============>...............] - ETA: 1s - loss: 0.2475 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2433 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.2413 - accuracy: 0.9078
6/6 [==============================] - ETA: 0s - loss: 0.2553 - accuracy: 0.9004
Epoch 63: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 403ms/step - loss: 0.2553 - accuracy: 0.9004 - val_loss: 0.4328 - val_accuracy: 0.8533
Epoch 64/300
1/6 [====>.........................] - ETA: 1s - loss: 0.1897 - accuracy: 0.9297
2/6 [=========>....................] - ETA: 1s - loss: 0.2123 - accuracy: 0.9219
3/6 [==============>...............] - ETA: 1s - loss: 0.2362 - accuracy: 0.9141
4/6 [===================>..........] - ETA: 0s - loss: 0.2555 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.2430 - accuracy: 0.9141
6/6 [==============================] - ETA: 0s - loss: 0.2486 - accuracy: 0.9141
Epoch 64: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 404ms/step - loss: 0.2486 - accuracy: 0.9141 - val_loss: 0.4543 - val_accuracy: 0.8424
Epoch 65/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2581 - accuracy: 0.9062
2/6 [=========>....................] - ETA: 1s - loss: 0.2175 - accuracy: 0.9219
3/6 [==============>...............] - ETA: 1s - loss: 0.2504 - accuracy: 0.9141
4/6 [===================>..........] - ETA: 0s - loss: 0.2452 - accuracy: 0.9082
5/6 [========================>.....] - ETA: 0s - loss: 0.2595 - accuracy: 0.9047
6/6 [==============================] - ETA: 0s - loss: 0.2621 - accuracy: 0.9031
Epoch 65: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 407ms/step - loss: 0.2621 - accuracy: 0.9031 - val_loss: 0.4211 - val_accuracy: 0.8587
Epoch 66/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2198 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.2058 - accuracy: 0.9219
3/6 [==============>...............] - ETA: 1s - loss: 0.2325 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2576 - accuracy: 0.8945
5/6 [========================>.....] - ETA: 0s - loss: 0.2509 - accuracy: 0.9016
6/6 [==============================] - ETA: 0s - loss: 0.2442 - accuracy: 0.9059
Epoch 66: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 406ms/step - loss: 0.2442 - accuracy: 0.9059 - val_loss: 0.4147 - val_accuracy: 0.8587
Epoch 67/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2415 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.2265 - accuracy: 0.9062
3/6 [==============>...............] - ETA: 1s - loss: 0.2583 - accuracy: 0.9062
4/6 [===================>..........] - ETA: 0s - loss: 0.2384 - accuracy: 0.9141
5/6 [========================>.....] - ETA: 0s - loss: 0.2371 - accuracy: 0.9156
6/6 [==============================] - ETA: 0s - loss: 0.2463 - accuracy: 0.9113
Epoch 67: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.2463 - accuracy: 0.9113 - val_loss: 0.4192 - val_accuracy: 0.8641
Epoch 68/300
1/6 [====>.........................] - ETA: 1s - loss: 0.1511 - accuracy: 0.9453
2/6 [=========>....................] - ETA: 1s - loss: 0.2214 - accuracy: 0.9180
3/6 [==============>...............] - ETA: 1s - loss: 0.2101 - accuracy: 0.9167
4/6 [===================>..........] - ETA: 0s - loss: 0.1952 - accuracy: 0.9258
5/6 [========================>.....] - ETA: 0s - loss: 0.2470 - accuracy: 0.9016
6/6 [==============================] - ETA: 0s - loss: 0.2437 - accuracy: 0.9045
Epoch 68: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 406ms/step - loss: 0.2437 - accuracy: 0.9045 - val_loss: 0.4309 - val_accuracy: 0.8696
Epoch 69/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3670 - accuracy: 0.8438
2/6 [=========>....................] - ETA: 1s - loss: 0.3307 - accuracy: 0.8633
3/6 [==============>...............] - ETA: 1s - loss: 0.2695 - accuracy: 0.8906
4/6 [===================>..........] - ETA: 0s - loss: 0.2591 - accuracy: 0.8965
5/6 [========================>.....] - ETA: 0s - loss: 0.2710 - accuracy: 0.8953
6/6 [==============================] - ETA: 0s - loss: 0.2537 - accuracy: 0.9004
Epoch 69: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.2537 - accuracy: 0.9004 - val_loss: 0.4657 - val_accuracy: 0.8641
Epoch 70/300
1/6 [====>.........................] - ETA: 2s - loss: 0.3847 - accuracy: 0.8672
2/6 [=========>....................] - ETA: 1s - loss: 0.3270 - accuracy: 0.8828
3/6 [==============>...............] - ETA: 1s - loss: 0.3146 - accuracy: 0.8802
4/6 [===================>..........] - ETA: 0s - loss: 0.3150 - accuracy: 0.8848
5/6 [========================>.....] - ETA: 0s - loss: 0.2824 - accuracy: 0.8984
6/6 [==============================] - ETA: 0s - loss: 0.2874 - accuracy: 0.8990
Epoch 70: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2874 - accuracy: 0.8990 - val_loss: 0.4373 - val_accuracy: 0.8641
Epoch 71/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3272 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.2704 - accuracy: 0.9102
3/6 [==============>...............] - ETA: 1s - loss: 0.2606 - accuracy: 0.9089
4/6 [===================>..........] - ETA: 0s - loss: 0.2788 - accuracy: 0.9043
5/6 [========================>.....] - ETA: 0s - loss: 0.2886 - accuracy: 0.8906
6/6 [==============================] - ETA: 0s - loss: 0.2715 - accuracy: 0.8977
Epoch 71: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 405ms/step - loss: 0.2715 - accuracy: 0.8977 - val_loss: 0.4102 - val_accuracy: 0.8641
Epoch 72/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2203 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.2880 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.2595 - accuracy: 0.9036
4/6 [===================>..........] - ETA: 0s - loss: 0.2448 - accuracy: 0.9180
5/6 [========================>.....] - ETA: 0s - loss: 0.2570 - accuracy: 0.9062
6/6 [==============================] - ETA: 0s - loss: 0.2635 - accuracy: 0.9059
Epoch 72: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2635 - accuracy: 0.9059 - val_loss: 0.4471 - val_accuracy: 0.8424
Epoch 73/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2714 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.2864 - accuracy: 0.9023
3/6 [==============>...............] - ETA: 1s - loss: 0.2534 - accuracy: 0.9115
4/6 [===================>..........] - ETA: 0s - loss: 0.2301 - accuracy: 0.9160
5/6 [========================>.....] - ETA: 0s - loss: 0.2557 - accuracy: 0.9047
6/6 [==============================] - ETA: 0s - loss: 0.2522 - accuracy: 0.9031
Epoch 73: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2522 - accuracy: 0.9031 - val_loss: 0.4110 - val_accuracy: 0.8696
Epoch 74/300
1/6 [====>.........................] - ETA: 1s - loss: 0.3304 - accuracy: 0.8672
2/6 [=========>....................] - ETA: 1s - loss: 0.2607 - accuracy: 0.9062
3/6 [==============>...............] - ETA: 1s - loss: 0.2636 - accuracy: 0.9010
4/6 [===================>..........] - ETA: 0s - loss: 0.2467 - accuracy: 0.9102
5/6 [========================>.....] - ETA: 0s - loss: 0.2622 - accuracy: 0.9031
6/6 [==============================] - ETA: 0s - loss: 0.2596 - accuracy: 0.9045
Epoch 74: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 407ms/step - loss: 0.2596 - accuracy: 0.9045 - val_loss: 0.4083 - val_accuracy: 0.8696
Epoch 75/300
1/6 [====>.........................] - ETA: 1s - loss: 0.1815 - accuracy: 0.9375
2/6 [=========>....................] - ETA: 1s - loss: 0.1904 - accuracy: 0.9336
3/6 [==============>...............] - ETA: 1s - loss: 0.2835 - accuracy: 0.9115
4/6 [===================>..........] - ETA: 0s - loss: 0.2708 - accuracy: 0.9160
5/6 [========================>.....] - ETA: 0s - loss: 0.2844 - accuracy: 0.9016
6/6 [==============================] - ETA: 0s - loss: 0.2806 - accuracy: 0.9018
Epoch 75: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2806 - accuracy: 0.9018 - val_loss: 0.4758 - val_accuracy: 0.8424
Epoch 76/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2022 - accuracy: 0.9375
2/6 [=========>....................] - ETA: 1s - loss: 0.3063 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.3055 - accuracy: 0.8958
4/6 [===================>..........] - ETA: 0s - loss: 0.3054 - accuracy: 0.8867
5/6 [========================>.....] - ETA: 0s - loss: 0.2920 - accuracy: 0.8891
6/6 [==============================] - ETA: 0s - loss: 0.2722 - accuracy: 0.8963
Epoch 76: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 410ms/step - loss: 0.2722 - accuracy: 0.8963 - val_loss: 0.4420 - val_accuracy: 0.8587
Epoch 77/300
1/6 [====>.........................] - ETA: 1s - loss: 0.4236 - accuracy: 0.8594
2/6 [=========>....................] - ETA: 1s - loss: 0.3091 - accuracy: 0.8984
3/6 [==============>...............] - ETA: 1s - loss: 0.2741 - accuracy: 0.9010
4/6 [===================>..........] - ETA: 0s - loss: 0.2831 - accuracy: 0.8945
5/6 [========================>.....] - ETA: 0s - loss: 0.2649 - accuracy: 0.9016
6/6 [==============================] - ETA: 0s - loss: 0.2576 - accuracy: 0.9059
Epoch 77: val_accuracy did not improve from 0.86957
6/6 [==============================] - 2s 408ms/step - loss: 0.2576 - accuracy: 0.9059 - val_loss: 0.4209 - val_accuracy: 0.8533
Epoch 78/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2581 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.2659 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.2587 - accuracy: 0.8984
4/6 [===================>..........] - ETA: 0s - loss: 0.2475 - accuracy: 0.8984
5/6 [========================>.....] - ETA: 0s - loss: 0.2306 - accuracy: 0.9047
6/6 [==============================] - ETA: 0s - loss: 0.2197 - accuracy: 0.9086
Epoch 78: val_accuracy improved from 0.86957 to 0.87500, saving model to mymodel2_78.h5
6/6 [==============================] - 2s 411ms/step - loss: 0.2197 - accuracy: 0.9086 - val_loss: 0.4059 - val_accuracy: 0.8750
Epoch 79/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2310 - accuracy: 0.8984
2/6 [=========>....................] - ETA: 1s - loss: 0.2138 - accuracy: 0.9102
3/6 [==============>...............] - ETA: 1s - loss: 0.2167 - accuracy: 0.9167
4/6 [===================>..........] - ETA: 0s - loss: 0.2187 - accuracy: 0.9160
5/6 [========================>.....] - ETA: 0s - loss: 0.2211 - accuracy: 0.9156
6/6 [==============================] - ETA: 0s - loss: 0.2173 - accuracy: 0.9127
Epoch 79: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 407ms/step - loss: 0.2173 - accuracy: 0.9127 - val_loss: 0.4104 - val_accuracy: 0.8696
Epoch 80/300
1/6 [====>.........................] - ETA: 2s - loss: 0.1831 - accuracy: 0.9375
2/6 [=========>....................] - ETA: 1s - loss: 0.1881 - accuracy: 0.9414
3/6 [==============>...............] - ETA: 1s - loss: 0.1978 - accuracy: 0.9349
4/6 [===================>..........] - ETA: 0s - loss: 0.2210 - accuracy: 0.9258
5/6 [========================>.....] - ETA: 0s - loss: 0.2185 - accuracy: 0.9234
6/6 [==============================] - ETA: 0s - loss: 0.2189 - accuracy: 0.9222
Epoch 80: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 406ms/step - loss: 0.2189 - accuracy: 0.9222 - val_loss: 0.3983 - val_accuracy: 0.8750
Epoch 81/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2695 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.2806 - accuracy: 0.8789
3/6 [==============>...............] - ETA: 1s - loss: 0.2507 - accuracy: 0.8932
4/6 [===================>..........] - ETA: 0s - loss: 0.2538 - accuracy: 0.8984
5/6 [========================>.....] - ETA: 0s - loss: 0.2438 - accuracy: 0.9031
6/6 [==============================] - ETA: 0s - loss: 0.2316 - accuracy: 0.9086
Epoch 81: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 413ms/step - loss: 0.2316 - accuracy: 0.9086 - val_loss: 0.4067 - val_accuracy: 0.8641
Epoch 82/300
1/6 [====>.........................] - ETA: 1s - loss: 0.1389 - accuracy: 0.9609
2/6 [=========>....................] - ETA: 1s - loss: 0.1936 - accuracy: 0.9258
3/6 [==============>...............] - ETA: 1s - loss: 0.2007 - accuracy: 0.9245
4/6 [===================>..........] - ETA: 0s - loss: 0.2035 - accuracy: 0.9219
5/6 [========================>.....] - ETA: 0s - loss: 0.2030 - accuracy: 0.9203
6/6 [==============================] - ETA: 0s - loss: 0.2128 - accuracy: 0.9154
Epoch 82: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 410ms/step - loss: 0.2128 - accuracy: 0.9154 - val_loss: 0.4102 - val_accuracy: 0.8696
Epoch 83/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2173 - accuracy: 0.9141
2/6 [=========>....................] - ETA: 1s - loss: 0.1747 - accuracy: 0.9336
3/6 [==============>...............] - ETA: 1s - loss: 0.1731 - accuracy: 0.9297
4/6 [===================>..........] - ETA: 0s - loss: 0.1851 - accuracy: 0.9238
5/6 [========================>.....] - ETA: 0s - loss: 0.2055 - accuracy: 0.9172
6/6 [==============================] - ETA: 0s - loss: 0.2063 - accuracy: 0.9195
Epoch 83: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 407ms/step - loss: 0.2063 - accuracy: 0.9195 - val_loss: 0.4049 - val_accuracy: 0.8587
Epoch 84/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2631 - accuracy: 0.8828
2/6 [=========>....................] - ETA: 1s - loss: 0.2025 - accuracy: 0.9141
3/6 [==============>...............] - ETA: 1s - loss: 0.2289 - accuracy: 0.8958
4/6 [===================>..........] - ETA: 0s - loss: 0.2191 - accuracy: 0.9062
5/6 [========================>.....] - ETA: 0s - loss: 0.2311 - accuracy: 0.9062
6/6 [==============================] - ETA: 0s - loss: 0.2150 - accuracy: 0.9141
Epoch 84: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 407ms/step - loss: 0.2150 - accuracy: 0.9141 - val_loss: 0.4009 - val_accuracy: 0.8696
Epoch 85/300
1/6 [====>.........................] - ETA: 1s - loss: 0.2287 - accuracy: 0.8906
2/6 [=========>....................] - ETA: 1s - loss: 0.2217 - accuracy: 0.9102
3/6 [==============>...............] - ETA: 1s - loss: 0.2472 - accuracy: 0.9010
4/6 [===================>..........] - ETA: 0s - loss: 0.2510 - accuracy: 0.8984
5/6 [========================>.....] - ETA: 0s - loss: 0.2147 - accuracy: 0.9156
6/6 [==============================] - ETA: 0s - loss: 0.2129 - accuracy: 0.9181
Epoch 85: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 408ms/step - loss: 0.2129 - accuracy: 0.9181 - val_loss: 0.4175 - val_accuracy: 0.8587
Epoch 86/300
1/6 [====>.........................] - ETA: 2s - loss: 0.2834 - accuracy: 0.8750
2/6 [=========>....................] - ETA: 1s - loss: 0.2441 - accuracy: 0.8945
3/6 [==============>...............] - ETA: 1s - loss: 0.2248 - accuracy: 0.9115
4/6 [===================>..........] - ETA: 0s - loss: 0.2041 - accuracy: 0.9219
5/6 [========================>.....] - ETA: 0s - loss: 0.2018 - accuracy: 0.9187
6/6 [==============================] - ETA: 0s - loss: 0.2084 - accuracy: 0.9154
Epoch 86: val_accuracy did not improve from 0.87500
6/6 [==============================] - 2s 409ms/step - loss: 0.2084 - accuracy: 0.9154 - val_loss: 0.4093 - val_accuracy: 0.8696
Epoch 87/300
1/6 [====>.........................] - ETA: 2s - loss: 0.1540 - accuracy: 0.9375