_________________________________________________________________
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, 10)                1990
_________________________________________________________________
dense_1 (Dense)              (None, 27)                297
=================================================================
Total params: 20,419
Trainable params: 20,419
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_QQQ.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 [==============================] - 13033s 6s/step - loss: 2.3547 - acc: 0.2879 - val_loss: 1.4823 - val_acc: 0.5699
Epoch 2/10
2258/2257 [==============================] - 12984s 6s/step - loss: 1.0525 - acc: 0.6641 - val_loss: 1.0333 - val_acc: 0.7240
Epoch 3/10
2258/2257 [==============================] - 13026s 6s/step - loss: 0.7833 - acc: 0.7525 - val_loss: 0.7774 - val_acc: 0.7968
Epoch 4/10
2258/2257 [==============================] - 13020s 6s/step - loss: 0.6416 - acc: 0.7984 - val_loss: 0.8041 - val_acc: 0.8002
Epoch 5/10
2258/2257 [==============================] - 13024s 6s/step - loss: 0.5530 - acc: 0.8277 - val_loss: 0.7115 - val_acc: 0.8196
Epoch 6/10
2258/2257 [==============================] - 13029s 6s/step - loss: 0.4953 - acc: 0.8469 - val_loss: 0.6695 - val_acc: 0.8332
Epoch 7/10
2258/2257 [==============================] - 13033s 6s/step - loss: 0.4518 - acc: 0.8611 - val_loss: 0.6770 - val_acc: 0.8273
Epoch 8/10
2258/2257 [==============================] - 13002s 6s/step - loss: 0.4184 - acc: 0.8723 - val_loss: 0.6451 - val_acc: 0.8290
Epoch 9/10
2258/2257 [==============================] - 13009s 6s/step - loss: 0.3923 - acc: 0.8799 - val_loss: 0.7130 - val_acc: 0.8434
Epoch 10/10
2258/2257 [==============================] - 13013s 6s/step - loss: 0.3710 - acc: 0.8874 - val_loss: 0.6465 - val_acc: 0.8527
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 0.9089 - acc: 0.7577
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 0.8626 - acc: 0.9269
 ************************** initial training done **************************
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 13010s 6s/step - loss: 0.3524 - acc: 0.8933 - val_loss: 0.7371 - val_acc: 0.8281
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 0.9676 - 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: 0.9871 - acc: 0.9064
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 [==============================] - 13025s 6s/step - loss: 0.3388 - acc: 0.8976 - val_loss: 0.6638 - val_acc: 0.8417
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.1744 - acc: 0.7239
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 0.9115 - acc: 0.9094
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 [==============================] - 13021s 6s/step - loss: 0.3272 - acc: 0.9008 - val_loss: 0.6610 - val_acc: 0.8620
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9682 - 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: 1.0303 - acc: 0.9327
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 [==============================] - 13010s 6s/step - loss: 0.3132 - acc: 0.9049 - val_loss: 0.6830 - 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: 1.1374 - acc: 0.7474
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 0.9208 - acc: 0.9211
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 [==============================] - 12995s 6s/step - loss: 0.3061 - acc: 0.9076 - val_loss: 0.6630 - 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: 1.1213 - 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: 1.0414 - acc: 0.9269
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 [==============================] - 12976s 6s/step - loss: 0.2970 - acc: 0.9104 - val_loss: 0.6289 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0067 - 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: 1.0431 - acc: 0.9240
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 [==============================] - 12993s 6s/step - loss: 0.2885 - acc: 0.9132 - val_loss: 0.6456 - val_acc: 0.8544
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 0.9924 - 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: 0.9290 - acc: 0.9006
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 [==============================] - 13011s 6s/step - loss: 0.2791 - acc: 0.9162 - val_loss: 0.6801 - val_acc: 0.8620
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.2521 - 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: 1.1144 - acc: 0.9181
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 [==============================] - 13028s 6s/step - loss: 0.2737 - acc: 0.9175 - val_loss: 0.6101 - val_acc: 0.8586
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.1008 - acc: 0.7239
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0159 - acc: 0.9064
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 [==============================] - 13003s 6s/step - loss: 0.2665 - acc: 0.9201 - val_loss: 0.6383 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0812 - 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: 1.1228 - acc: 0.9152
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 [==============================] - 13007s 6s/step - loss: 0.2618 - acc: 0.9217 - val_loss: 0.6469 - val_acc: 0.8721
validating on TU data
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3/3 [==============================] - 7s 2s/step - loss: 1.0276 - acc: 0.7606
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0588 - acc: 0.9064
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 [==============================] - 12976s 6s/step - loss: 0.2555 - acc: 0.9233 - val_loss: 0.6159 - val_acc: 0.8815
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9372 - 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: 1.0652 - acc: 0.9064
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 [==============================] - 12972s 6s/step - loss: 0.2523 - acc: 0.9245 - val_loss: 0.6289 - val_acc: 0.8840
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9778 - acc: 0.7856
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 0.9800 - acc: 0.9152
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 [==============================] - 12985s 6s/step - loss: 0.2478 - acc: 0.9261 - val_loss: 0.5922 - val_acc: 0.8848
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9506 - acc: 0.7841
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 0.9346 - acc: 0.9152
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 [==============================] - 13020s 6s/step - loss: 0.2436 - acc: 0.9270 - val_loss: 0.6326 - val_acc: 0.8823
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0581 - 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: 1.0841 - acc: 0.9094
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 [==============================] - 12977s 6s/step - loss: 0.2397 - acc: 0.9289 - val_loss: 0.6238 - val_acc: 0.8704
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0033 - acc: 0.7871
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0566 - acc: 0.9298
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 [==============================] - 12987s 6s/step - loss: 0.2359 - acc: 0.9300 - val_loss: 0.6162 - val_acc: 0.8823
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.8733 - acc: 0.7900
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1094 - acc: 0.9327
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 [==============================] - 12973s 6s/step - loss: 0.2314 - acc: 0.9309 - val_loss: 0.5875 - val_acc: 0.8789
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.8903 - 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: 1.2110 - acc: 0.9064
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 [==============================] - 12968s 6s/step - loss: 0.2277 - acc: 0.9321 - val_loss: 0.6173 - val_acc: 0.8747
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9325 - 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: 1.1298 - acc: 0.9269
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 [==============================] - 12984s 6s/step - loss: 0.2269 - acc: 0.9325 - val_loss: 0.7564 - val_acc: 0.8671
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9574 - 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: 1.2103 - acc: 0.9094
WARNING:tensorflow:sample_weight modes were coerced from
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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 [==============================] - 12981s 6s/step - loss: 0.2226 - acc: 0.9342 - val_loss: 0.7799 - val_acc: 0.8704
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 1.0176 - 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: 1.0072 - acc: 0.9211
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 [==============================] - 12979s 6s/step - loss: 0.2209 - acc: 0.9344 - val_loss: 0.7271 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9998 - 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: 1.2738 - acc: 0.9123
WARNING:tensorflow:sample_weight modes were coerced from
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    to
  ['...']
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 [==============================] - 12972s 6s/step - loss: 0.2185 - acc: 0.9349 - val_loss: 0.6315 - 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: 0.9006 - acc: 0.7988
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.1423 - 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 [==============================] - 12979s 6s/step - loss: 0.2155 - acc: 0.9358 - val_loss: 0.7014 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.9454 - acc: 0.7930
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0391 - acc: 0.9181
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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  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 12974s 6s/step - loss: 0.2132 - acc: 0.9369 - val_loss: 0.6538 - val_acc: 0.8882
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 7s 2s/step - loss: 0.8785 - acc: 0.7974
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 3s 2s/step - loss: 1.0467 - 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 [==============================] - 12983s 6s/step - loss: 0.2107 - acc: 0.9375 - val_loss: 0.6544 - val_acc: 0.8831
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0068 - acc: 0.7680
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.2085 - acc: 0.9211
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 [==============================] - 12986s 6s/step - loss: 0.2068 - acc: 0.9388 - val_loss: 0.6950 - val_acc: 0.8781
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.1521 - acc: 0.7753
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1478 - 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 [==============================] - 12983s 6s/step - loss: 0.2068 - acc: 0.9388 - val_loss: 0.6691 - val_acc: 0.8713
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9665 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0430 - acc: 0.9152
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 [==============================] - 13010s 6s/step - loss: 0.2042 - acc: 0.9394 - val_loss: 0.6946 - val_acc: 0.8755
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9193 - acc: 0.7577
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0971 - acc: 0.9152
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 [==============================] - 12999s 6s/step - loss: 0.2025 - acc: 0.9401 - val_loss: 0.6781 - val_acc: 0.8764
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9929 - acc: 0.7753
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0635 - 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 [==============================] - 13020s 6s/step - loss: 0.2012 - acc: 0.9403 - val_loss: 0.6618 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.1950 - acc: 0.7592
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1074 - acc: 0.9152
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 [==============================] - 12990s 6s/step - loss: 0.1994 - acc: 0.9412 - val_loss: 0.7562 - val_acc: 0.8865
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.1297 - acc: 0.7856
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1765 - 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 [==============================] - 12996s 6s/step - loss: 0.1964 - acc: 0.9419 - val_loss: 0.6852 - val_acc: 0.8798
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0445 - acc: 0.7548
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0390 - 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 [==============================] - 13008s 6s/step - loss: 0.1974 - acc: 0.9419 - val_loss: 0.6938 - val_acc: 0.8721
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0005 - acc: 0.7812
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1442 - 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 [==============================] - 13025s 6s/step - loss: 0.1933 - acc: 0.9435 - val_loss: 0.5619 - val_acc: 0.8925
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9726 - acc: 0.7739
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 0.9899 - acc: 0.9211
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 [==============================] - 12997s 6s/step - loss: 0.1938 - acc: 0.9429 - val_loss: 0.7358 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 0.9980 - acc: 0.7636
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0398 - 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 [==============================] - 13002s 6s/step - loss: 0.1922 - acc: 0.9434 - val_loss: 0.6476 - val_acc: 0.8798
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0756 - acc: 0.7680
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0534 - 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 [==============================] - 13000s 6s/step - loss: 0.1889 - acc: 0.9441 - val_loss: 0.6174 - val_acc: 0.8899
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.1120 - acc: 0.7636
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.1559 - acc: 0.8947
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 [==============================] - 13005s 6s/step - loss: 0.1902 - acc: 0.9441 - val_loss: 0.7017 - val_acc: 0.8823
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 7s 2s/step - loss: 1.0372 - acc: 0.7592
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 3s 2s/step - loss: 1.0805 - acc: 0.8918
 ************************** training done **************************