_________________________________________________________________
Layer (type)                 Output Shape              Param #
=================================================================
conv2d (Conv2D)              (None, 222, 222, 12)      336       
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 111, 111, 12)      0
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 109, 109, 12)      1308
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 54, 54, 12)        0
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 52, 52, 14)        1526
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 50, 50, 14)        1778
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 25, 25, 14)        0
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 23, 23, 18)        2286
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 21, 21, 18)        2934
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 10, 10, 18)        0
_________________________________________________________________
conv2d_6 (Conv2D)            (None, 8, 8, 22)          3586      
_________________________________________________________________
conv2d_7 (Conv2D)            (None, 6, 6, 22)          4378
_________________________________________________________________
max_pooling2d_4 (MaxPooling2 (None, 3, 3, 22)          0
_________________________________________________________________
flatten (Flatten)            (None, 198)               0
_________________________________________________________________
dropout (Dropout)            (None, 198)               0
_________________________________________________________________
dense (Dense)                (None, 12)                2388
_________________________________________________________________
dense_1 (Dense)              (None, 27)                351
=================================================================
Total params: 20,871
Trainable params: 20,871
Non-trainable params: 0
_________________________________________________________________
None
compiling model
Found 577866 images belonging to 27 classes.
Found 1181 images belonging to 27 classes.
Found 681 images belonging to 27 classes.
Found 342 images belonging to 27 classes.
WARNING:tensorflow:From c:\science\znakovka\CNN3\CNN_RRR.py:64: Model.fit_generator (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.
Instructions for updating:
Please use Model.fit, which supports generators.
WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
Epoch 1/10
2258/2257 [==============================] - 13133s 6s/step - loss: 1.8052 - acc: 0.4494 - val_loss: 1.2491 - val_acc: 0.6562
Epoch 2/10
2258/2257 [==============================] - 13112s 6s/step - loss: 0.8860 - acc: 0.7201 - val_loss: 1.0506 - val_acc: 0.7367
Epoch 3/10
2258/2257 [==============================] - 13092s 6s/step - loss: 0.6820 - acc: 0.7866 - val_loss: 0.9494 - val_acc: 0.7798
Epoch 4/10
2258/2257 [==============================] - 13117s 6s/step - loss: 0.5722 - acc: 0.8223 - val_loss: 0.9101 - val_acc: 0.7993
Epoch 5/10
2258/2257 [==============================] - 13100s 6s/step - loss: 0.5021 - acc: 0.8447 - val_loss: 0.8534 - val_acc: 0.8019
Epoch 6/10
2258/2257 [==============================] - 13118s 6s/step - loss: 0.4528 - acc: 0.8609 - val_loss: 0.8929 - val_acc: 0.7900
Epoch 7/10
2258/2257 [==============================] - 13155s 6s/step - loss: 0.4134 - acc: 0.8733 - val_loss: 0.8385 - val_acc: 0.8196
Epoch 8/10
2258/2257 [==============================] - 13136s 6s/step - loss: 0.3853 - acc: 0.8820 - val_loss: 0.8503 - val_acc: 0.8213
Epoch 9/10
2258/2257 [==============================] - 13124s 6s/step - loss: 0.3642 - acc: 0.8890 - val_loss: 0.8162 - val_acc: 0.8290
Epoch 10/10
2258/2257 [==============================] - 13142s 6s/step - loss: 0.3477 - acc: 0.8938 - val_loss: 0.7579 - val_acc: 0.8408
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.0722 - acc: 0.7342
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0913 - acc: 0.8801
 ************************** initial training done **************************
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13109s 6s/step - loss: 0.3318 - acc: 0.8989 - val_loss: 0.7830 - val_acc: 0.8493
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.0145 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0851 - acc: 0.8655
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13101s 6s/step - loss: 0.3175 - acc: 0.9036 - val_loss: 0.7463 - val_acc: 0.8450
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.0214 - acc: 0.7621
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1565 - acc: 0.8830
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13106s 6s/step - loss: 0.3061 - acc: 0.9070 - val_loss: 0.8965 - val_acc: 0.8349
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1114 - acc: 0.7518
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.4114 - acc: 0.8655
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13095s 6s/step - loss: 0.2994 - acc: 0.9096 - val_loss: 0.7968 - val_acc: 0.8484
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1090 - acc: 0.7562
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.4243 - acc: 0.8596
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13090s 6s/step - loss: 0.2900 - acc: 0.9125 - val_loss: 0.7291 - val_acc: 0.8510
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9038 - acc: 0.7651
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1858 - acc: 0.8626
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13100s 6s/step - loss: 0.2815 - acc: 0.9147 - val_loss: 0.7693 - val_acc: 0.8569
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1017 - acc: 0.7460
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1818 - acc: 0.8801
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13077s 6s/step - loss: 0.2785 - acc: 0.9159 - val_loss: 0.7561 - val_acc: 0.8552
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.0942 - acc: 0.7562
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.3409 - acc: 0.8450
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13090s 6s/step - loss: 0.2699 - acc: 0.9184 - val_loss: 0.7315 - val_acc: 0.8561
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 0.9671 - acc: 0.7915
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.2334 - acc: 0.8918
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13103s 6s/step - loss: 0.2654 - acc: 0.9200 - val_loss: 0.7621 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0042 - acc: 0.7885
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.4432 - acc: 0.8684
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13089s 6s/step - loss: 0.2598 - acc: 0.9218 - val_loss: 0.7752 - val_acc: 0.8654
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1521 - acc: 0.7739
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1869 - acc: 0.8860
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13086s 6s/step - loss: 0.2569 - acc: 0.9231 - val_loss: 0.7537 - val_acc: 0.8586
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 0.8879 - acc: 0.7592
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1608 - acc: 0.8655
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13095s 6s/step - loss: 0.2529 - acc: 0.9239 - val_loss: 0.7185 - val_acc: 0.8544
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0964 - acc: 0.7548
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.4087 - acc: 0.8743
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13093s 6s/step - loss: 0.2458 - acc: 0.9261 - val_loss: 0.6343 - val_acc: 0.8637
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9531 - acc: 0.7783
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0694 - acc: 0.8889
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13088s 6s/step - loss: 0.2448 - acc: 0.9268 - val_loss: 0.6839 - val_acc: 0.8721
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0005 - acc: 0.7665
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1910 - acc: 0.8801
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13105s 6s/step - loss: 0.2397 - acc: 0.9285 - val_loss: 0.7663 - val_acc: 0.8569
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1441 - acc: 0.7651
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.2631 - acc: 0.9035
WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13090s 6s/step - loss: 0.2359 - acc: 0.9294 - val_loss: 0.7265 - val_acc: 0.8611
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0604 - acc: 0.7636
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.2005 - acc: 0.8947
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13097s 6s/step - loss: 0.2350 - acc: 0.9296 - val_loss: 0.6522 - val_acc: 0.8688
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.4005 - acc: 0.7416
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.4554 - acc: 0.8830
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13117s 6s/step - loss: 0.2306 - acc: 0.9310 - val_loss: 0.6669 - val_acc: 0.8603
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1300 - acc: 0.7489
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.3031 - acc: 0.9123
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13079s 6s/step - loss: 0.2287 - acc: 0.9317 - val_loss: 0.6737 - val_acc: 0.8713
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.1324 - acc: 0.7709
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.3500 - acc: 0.8743
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13076s 6s/step - loss: 0.2233 - acc: 0.9331 - val_loss: 0.6379 - val_acc: 0.8764
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.8655 - acc: 0.8062
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1197 - acc: 0.8860
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13070s 6s/step - loss: 0.2215 - acc: 0.9339 - val_loss: 0.6160 - val_acc: 0.8806
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9413 - acc: 0.7944
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.3586 - acc: 0.8830
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13096s 6s/step - loss: 0.2187 - acc: 0.9346 - val_loss: 0.8145 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0822 - acc: 0.7504
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.4290 - acc: 0.8801
WARNING:tensorflow:sample_weight modes were coerced from
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    to
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WARNING:tensorflow:sample_weight modes were coerced from
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    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13090s 6s/step - loss: 0.2164 - acc: 0.9359 - val_loss: 0.6560 - val_acc: 0.8874
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.8385 - acc: 0.8076
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1862 - acc: 0.8918
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13073s 6s/step - loss: 0.2121 - acc: 0.9368 - val_loss: 0.7396 - val_acc: 0.8772
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9496 - acc: 0.7827
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.2339 - acc: 0.8977
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13075s 6s/step - loss: 0.2125 - acc: 0.9368 - val_loss: 0.7536 - val_acc: 0.8611
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0690 - acc: 0.7724
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.2078 - acc: 0.8655
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13074s 6s/step - loss: 0.2083 - acc: 0.9380 - val_loss: 0.6463 - val_acc: 0.8764
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9491 - acc: 0.7797
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2978 - acc: 0.8830
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13085s 6s/step - loss: 0.2060 - acc: 0.9386 - val_loss: 0.6902 - val_acc: 0.8798
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0895 - acc: 0.7783
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2487 - acc: 0.8860
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13079s 6s/step - loss: 0.2037 - acc: 0.9395 - val_loss: 0.5780 - val_acc: 0.8781
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9412 - acc: 0.7900
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1255 - acc: 0.9123
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13130s 6s/step - loss: 0.2039 - acc: 0.9395 - val_loss: 0.6423 - val_acc: 0.8798
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0124 - acc: 0.7695
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2565 - acc: 0.9094
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13095s 6s/step - loss: 0.2012 - acc: 0.9405 - val_loss: 0.6477 - val_acc: 0.8831
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0865 - acc: 0.7900
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1903 - acc: 0.8860
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13086s 6s/step - loss: 0.2006 - acc: 0.9402 - val_loss: 0.6791 - val_acc: 0.8789
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9169 - acc: 0.7974
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2429 - acc: 0.8830
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13037s 6s/step - loss: 0.1986 - acc: 0.9413 - val_loss: 0.6402 - val_acc: 0.8738
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 0.9413 - acc: 0.7827
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2625 - acc: 0.9035
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12759s 6s/step - loss: 0.1964 - acc: 0.9415 - val_loss: 0.6386 - val_acc: 0.8755
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 0.9525 - acc: 0.7812
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1876 - acc: 0.8889
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12779s 6s/step - loss: 0.1952 - acc: 0.9418 - val_loss: 0.7125 - val_acc: 0.8789
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 1.0535 - acc: 0.7518
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1521 - acc: 0.9006
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12780s 6s/step - loss: 0.1934 - acc: 0.9430 - val_loss: 0.6562 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 0.9591 - acc: 0.8018
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2401 - acc: 0.8889
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12772s 6s/step - loss: 0.1928 - acc: 0.9427 - val_loss: 0.7585 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 1.0067 - acc: 0.7812
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2009 - acc: 0.9064
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12791s 6s/step - loss: 0.1893 - acc: 0.9440 - val_loss: 0.6291 - val_acc: 0.8899
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 0.9594 - acc: 0.7797
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1450 - acc: 0.8655
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12780s 6s/step - loss: 0.1898 - acc: 0.9439 - val_loss: 0.6878 - val_acc: 0.8874
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 1.1498 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.5239 - acc: 0.8801
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12784s 6s/step - loss: 0.1884 - acc: 0.9441 - val_loss: 0.6979 - val_acc: 0.8772
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 6s 2s/step - loss: 1.1679 - acc: 0.7709
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.4987 - acc: 0.8772