Layer (type)                 Output Shape              Param #
=================================================================
conv2d (Conv2D)              (None, 220, 220, 12)      912
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 110, 110, 12)      0
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 106, 106, 12)      3612
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 53, 53, 12)        0
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 51, 51, 14)        1526
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 49, 49, 14)        1778
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 24, 24, 14)        0
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 22, 22, 18)        2286      
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 20, 20, 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, 20)                3980
_________________________________________________________________
dense_1 (Dense)              (None, 27)                567
=================================================================
Total params: 25,559
Trainable params: 25,559
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_OOO.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.
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Train for 2257.2890625 steps, validate for 4.61328125 steps
Epoch 1/10
2258/2257 [==============================] - 21464s 10s/step - loss: 1.9286 - acc: 0.4130 - val_loss: 1.4286 - val_acc: 0.6164
Epoch 2/10
2258/2257 [==============================] - 21506s 10s/step - loss: 0.9612 - acc: 0.6953 - val_loss: 1.1445 - val_acc: 0.6977
Epoch 3/10
2258/2257 [==============================] - 21622s 10s/step - loss: 0.7326 - acc: 0.7673 - val_loss: 0.9651 - val_acc: 0.7612
Epoch 4/10
2258/2257 [==============================] - 21703s 10s/step - loss: 0.6048 - acc: 0.8098 - val_loss: 0.9096 - val_acc: 0.7748
Epoch 5/10
2258/2257 [==============================] - 21510s 10s/step - loss: 0.5242 - acc: 0.8361 - val_loss: 0.8848 - val_acc: 0.7815
Epoch 6/10
2258/2257 [==============================] - 21496s 10s/step - loss: 0.4701 - acc: 0.8541 - val_loss: 0.8484 - val_acc: 0.7976
Epoch 7/10
2258/2257 [==============================] - 21562s 10s/step - loss: 0.4274 - acc: 0.8686 - val_loss: 0.7215 - val_acc: 0.8120
Epoch 8/10
2258/2257 [==============================] - 21560s 10s/step - loss: 0.3956 - acc: 0.8791 - val_loss: 0.7674 - val_acc: 0.8129
Epoch 9/10
2258/2257 [==============================] - 21542s 10s/step - loss: 0.3700 - acc: 0.8876 - val_loss: 0.7866 - val_acc: 0.8205
Epoch 10/10
2258/2257 [==============================] - 21618s 10s/step - loss: 0.3463 - acc: 0.8949 - val_loss: 0.7524 - val_acc: 0.8357
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.2024 - acc: 0.7489
validating on MX data
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2/2 [==============================] - 5s 2s/step - loss: 0.8678 - acc: 0.8626
 ************************** initial training done **************************
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 21488s 10s/step - loss: 0.3317 - acc: 0.9000 - val_loss: 0.6857 - val_acc: 0.8400
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.0573 - acc: 0.7577
validating on MX data
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2/2 [==============================] - 5s 2s/step - loss: 0.7300 - 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 [==============================] - 21506s 10s/step - loss: 0.3180 - acc: 0.9041 - val_loss: 0.7364 - val_acc: 0.8340
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.1439 - acc: 0.7489
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.6616 - 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 [==============================] - 21568s 10s/step - loss: 0.3053 - acc: 0.9084 - val_loss: 0.5988 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9901 - acc: 0.7739
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7547 - 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 [==============================] - 21558s 10s/step - loss: 0.2911 - acc: 0.9132 - val_loss: 0.6985 - val_acc: 0.8467
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9712 - acc: 0.7724
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7524 - 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 [==============================] - 21546s 10s/step - loss: 0.2817 - acc: 0.9163 - val_loss: 0.6724 - val_acc: 0.8450
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.8991 - acc: 0.7856
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.6734 - 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 [==============================] - 21564s 10s/step - loss: 0.2708 - acc: 0.9192 - val_loss: 0.7311 - val_acc: 0.8425
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0363 - acc: 0.7900
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7531 - 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 [==============================] - 21581s 10s/step - loss: 0.2644 - acc: 0.9212 - val_loss: 0.6028 - val_acc: 0.8730
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.0673 - acc: 0.7518
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7117 - 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 [==============================] - 21517s 10s/step - loss: 0.2611 - acc: 0.9227 - val_loss: 0.6160 - val_acc: 0.8645
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9119 - acc: 0.7724
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8736 - 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 [==============================] - 21510s 10s/step - loss: 0.2533 - acc: 0.9249 - val_loss: 0.7015 - val_acc: 0.8459
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9615 - acc: 0.7841
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8147 - acc: 0.8772
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 [==============================] - 21488s 10s/step - loss: 0.2488 - acc: 0.9266 - val_loss: 0.7452 - val_acc: 0.8332
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9311 - acc: 0.7724
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8541 - acc: 0.8509
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 [==============================] - 21569s 10s/step - loss: 0.2463 - acc: 0.9275 - val_loss: 0.6112 - val_acc: 0.8662
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9557 - acc: 0.7812
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8107 - acc: 0.8772
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 [==============================] - 21497s 10s/step - loss: 0.2406 - acc: 0.9290 - val_loss: 0.6438 - val_acc: 0.8620
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9746 - acc: 0.7621
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8226 - acc: 0.8772
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 [==============================] - 21488s 10s/step - loss: 0.2368 - acc: 0.9301 - val_loss: 0.5984 - val_acc: 0.8476
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.0000 - acc: 0.7606
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.9908 - 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 [==============================] - 21527s 10s/step - loss: 0.2358 - acc: 0.9307 - val_loss: 0.6692 - val_acc: 0.8484
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0406 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8733 - 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 [==============================] - 21543s 10s/step - loss: 0.2282 - acc: 0.9328 - val_loss: 0.6101 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9785 - acc: 0.7856
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7364 - 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 [==============================] - 21505s 10s/step - loss: 0.2262 - acc: 0.9337 - val_loss: 0.6861 - val_acc: 0.8544
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0308 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.1417 - 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 [==============================] - 21519s 10s/step - loss: 0.2212 - acc: 0.9351 - val_loss: 0.7024 - val_acc: 0.8603
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.1294 - acc: 0.7665
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0283 - 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 [==============================] - 21516s 10s/step - loss: 0.2155 - acc: 0.9369 - val_loss: 0.5377 - val_acc: 0.8823
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.8984 - acc: 0.7739
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7601 - acc: 0.8713
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 [==============================] - 21509s 10s/step - loss: 0.2130 - acc: 0.9381 - val_loss: 0.6341 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9142 - acc: 0.7812
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7945 - 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 [==============================] - 21497s 10s/step - loss: 0.2131 - acc: 0.9377 - val_loss: 0.6586 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.1414 - acc: 0.7680
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8736 - 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 [==============================] - 21500s 10s/step - loss: 0.2083 - acc: 0.9393 - val_loss: 0.6385 - val_acc: 0.8611
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.1037 - acc: 0.7621
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8695 - 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 [==============================] - 21491s 10s/step - loss: 0.2076 - acc: 0.9398 - val_loss: 0.5973 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0570 - acc: 0.7489
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8632 - 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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    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 21505s 10s/step - loss: 0.2046 - acc: 0.9406 - val_loss: 0.6222 - val_acc: 0.8527
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0681 - acc: 0.7753
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8410 - 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 [==============================] - 21517s 10s/step - loss: 0.2029 - acc: 0.9409 - val_loss: 0.5812 - val_acc: 0.8679
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9687 - acc: 0.7680
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.9125 - 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 [==============================] - 21513s 10s/step - loss: 0.2008 - acc: 0.9417 - val_loss: 0.6543 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0089 - acc: 0.7783
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8513 - 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 [==============================] - 21500s 10s/step - loss: 0.2012 - acc: 0.9419 - val_loss: 0.6251 - val_acc: 0.8789
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9924 - acc: 0.7885
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8806 - 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 [==============================] - 21512s 10s/step - loss: 0.1969 - acc: 0.9428 - val_loss: 0.5607 - val_acc: 0.8755
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9551 - acc: 0.7915
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 4s 2s/step - loss: 0.9103 - 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 [==============================] - 21508s 10s/step - loss: 0.1960 - acc: 0.9432 - val_loss: 0.6541 - val_acc: 0.8704
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.1155 - acc: 0.7856
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.9858 - acc: 0.8772
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 [==============================] - 21508s 10s/step - loss: 0.1936 - acc: 0.9440 - val_loss: 0.5532 - val_acc: 0.8874
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.1449 - acc: 0.7665
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.1113 - 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 [==============================] - 21518s 10s/step - loss: 0.1926 - acc: 0.9445 - val_loss: 0.6982 - val_acc: 0.8688
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9692 - acc: 0.7783
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0704 - 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 [==============================] - 21540s 10s/step - loss: 0.1900 - acc: 0.9453 - val_loss: 0.6321 - val_acc: 0.8586
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9051 - acc: 0.7915
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8833 - 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 [==============================] - 21499s 10s/step - loss: 0.1897 - acc: 0.9451 - val_loss: 0.6769 - val_acc: 0.8738
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.1130 - acc: 0.7680
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0658 - 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 [==============================] - 21525s 10s/step - loss: 0.1862 - acc: 0.9461 - val_loss: 0.5128 - val_acc: 0.8882
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8415 - acc: 0.7944
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.7864 - 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 [==============================] - 21525s 10s/step - loss: 0.1888 - acc: 0.9456 - val_loss: 0.5907 - val_acc: 0.8637
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9417 - acc: 0.7797
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0818 - 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 [==============================] - 21519s 10s/step - loss: 0.1836 - acc: 0.9474 - val_loss: 0.6208 - val_acc: 0.8696
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9215 - acc: 0.8106
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.1634 - 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 [==============================] - 21491s 10s/step - loss: 0.1852 - acc: 0.9466 - val_loss: 0.6044 - val_acc: 0.8747
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8959 - acc: 0.7959
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0185 - 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 [==============================] - 21514s 10s/step - loss: 0.1823 - acc: 0.9473 - val_loss: 0.5718 - val_acc: 0.8679
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9473 - acc: 0.7944
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.8608 - 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 [==============================] - 21492s 10s/step - loss: 0.1809 - acc: 0.9479 - val_loss: 0.5983 - val_acc: 0.8645
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.1212 - acc: 0.7797
validating on MX data
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2/2 [==============================] - 5s 2s/step - loss: 1.0352 - acc: 0.8801

Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 21585s 10s/step - loss: 0.1801 - acc: 0.9481 - val_loss: 0.5885 - val_acc: 0.8721
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8232 - acc: 0.8018
validating on MX data
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2/2 [==============================] - 5s 2s/step - loss: 0.9727 - acc: 0.8889
 ************************** training done **************************

Total params: 25,559
Trainable params: 25,559
Non-trainable params: 0
_________________________________________________________________
None
WARNING:tensorflow:From c:\science\znakovka\CNN3\CNNCONTVUT.py:43: 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.
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 21791s 10s/step - loss: 0.1795 - acc: 0.9486 - val_loss: 0.5955 - val_acc: 0.8730
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9254 - acc: 0.7871
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 1.0489 - acc: 0.8772
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 [==============================] - 21496s 10s/step - loss: 0.1767 - acc: 0.9490 - val_loss: 0.5974 - val_acc: 0.8755
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8481 - acc: 0.8047
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 0.9799 - 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 [==============================] - 21490s 10s/step - loss: 0.1761 - acc: 0.9492 - val_loss: 0.6200 - val_acc: 0.8840
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.0652 - acc: 0.7783
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0968 - 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 [==============================] - 21488s 10s/step - loss: 0.1742 - acc: 0.9497 - val_loss: 0.6085 - val_acc: 0.8645
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9243 - acc: 0.7797
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 1.0698 - 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 [==============================] - 21513s 10s/step - loss: 0.1758 - acc: 0.9495 - val_loss: 0.5896 - val_acc: 0.8781
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9137 - acc: 0.8003
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0462 - 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 [==============================] - 21486s 10s/step - loss: 0.1742 - acc: 0.9501 - val_loss: 0.6241 - val_acc: 0.8696
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9071 - acc: 0.8018
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0936 - 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 [==============================] - 21506s 10s/step - loss: 0.1744 - acc: 0.9500 - val_loss: 0.5495 - val_acc: 0.8764
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9040 - acc: 0.7900
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.9293 - 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 [==============================] - 21510s 10s/step - loss: 0.1717 - acc: 0.9510 - val_loss: 0.5834 - val_acc: 0.8806
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 1.0090 - acc: 0.7930
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0724 - 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 [==============================] - 21481s 10s/step - loss: 0.1703 - acc: 0.9513 - val_loss: 0.5724 - val_acc: 0.8857
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 9s 3s/step - loss: 0.9647 - acc: 0.7841
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.9210 - 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 [==============================] - 21489s 10s/step - loss: 0.1691 - acc: 0.9516 - val_loss: 0.6479 - val_acc: 0.8704
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8874 - acc: 0.7974
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 0.9911 - 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 [==============================] - 25092s 11s/step - loss: 0.1680 - acc: 0.9518 - val_loss: 0.6409 - val_acc: 0.8586
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.0345 - acc: 0.7724
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 0.9570 - 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 [==============================] - 21523s 10s/step - loss: 0.1666 - acc: 0.9525 - val_loss: 0.6218 - val_acc: 0.8704
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9472 - acc: 0.7841
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.0120 - 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 [==============================] - 21521s 10s/step - loss: 0.1678 - acc: 0.9520 - val_loss: 0.5810 - val_acc: 0.8696
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9347 - acc: 0.7812
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 0.8274 - 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 [==============================] - 21519s 10s/step - loss: 0.1669 - acc: 0.9525 - val_loss: 0.6296 - val_acc: 0.8679
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 1.1019 - acc: 0.7944
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 1.2281 - 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 [==============================] - 21514s 10s/step - loss: 0.1662 - acc: 0.9525 - val_loss: 0.6699 - val_acc: 0.8569
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8979 - acc: 0.8164
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 5s 2s/step - loss: 1.3838 - 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 [==============================] - 21538s 10s/step - loss: 0.1653 - acc: 0.9528 - val_loss: 0.5262 - val_acc: 0.8848
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.8936 - acc: 0.7930
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 0.9694 - 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 [==============================] - 21527s 10s/step - loss: 0.1631 - acc: 0.9532 - val_loss: 0.5771 - val_acc: 0.8679
validating on TU data
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3/3 [==============================] - 9s 3s/step - loss: 0.9391 - acc: 0.7974
validating on MK data
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2/2 [==============================] - 5s 2s/step - loss: 1.1795 - 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 [==============================] - 21500s 10s/step - loss: 0.1633 - acc: 0.9537 - val_loss: 0.6233 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9810 - acc: 0.7680
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.2367 - acc: 0.8918
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 [==============================] - 21505s 10s/step - loss: 0.1625 - acc: 0.9537 - val_loss: 0.6367 - val_acc: 0.8747
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.0483 - acc: 0.7709
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.9423 - 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 [==============================] - 21520s 10s/step - loss: 0.1606 - acc: 0.9544 - val_loss: 0.5847 - val_acc: 0.8908
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.1300 - acc: 0.7797
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0886 - acc: 0.8713
WARNING:tensorflow:sample_weight modes were coerced from
2258/2257 [==============================] - 21547s 10s/step - loss: 0.1628 - acc: 0.9535 - val_loss: 0.6717 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.2110 - acc: 0.7841
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0303 - 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 [==============================] - 21521s 10s/step - loss: 0.1586 - acc: 0.9548 - val_loss: 0.5545 - val_acc: 0.8840
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9063 - acc: 0.7944
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 4s 2s/step - loss: 0.8749 - 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 [==============================] - 21487s 10s/step - loss: 0.1588 - acc: 0.9549 - val_loss: 0.5718 - val_acc: 0.8764
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9541 - acc: 0.7930
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0519 - 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 [==============================] - 21531s 10s/step - loss: 0.1590 - acc: 0.9546 - val_loss: 0.5032 - val_acc: 0.8975
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.8503 - acc: 0.7915
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.1540 - 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 [==============================] - 21495s 10s/step - loss: 0.1589 - acc: 0.9548 - val_loss: 0.5674 - val_acc: 0.8933
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.0066 - acc: 0.7974
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0482 - 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 [==============================] - 21486s 10s/step - loss: 0.1594 - acc: 0.9548 - val_loss: 0.6118 - val_acc: 0.8671
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9992 - acc: 0.7783
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.9508 - 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 [==============================] - 21507s 10s/step - loss: 0.1572 - acc: 0.9551 - val_loss: 0.6541 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.1787 - acc: 0.7651
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0236 - acc: 0.8918
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 [==============================] - 21533s 10s/step - loss: 0.1559 - acc: 0.9557 - val_loss: 0.5544 - val_acc: 0.8823
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.1160 - acc: 0.7797
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.3777 - 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 [==============================] - 21510s 10s/step - loss: 0.1580 - acc: 0.9550 - val_loss: 0.6552 - val_acc: 0.8603
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.1943 - acc: 0.7724
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.2078 - 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 [==============================] - 21498s 10s/step - loss: 0.1558 - acc: 0.9558 - val_loss: 0.6462 - val_acc: 0.8772
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.0011 - acc: 0.7959
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.9936 - 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 [==============================] - 21508s 10s/step - loss: 0.1555 - acc: 0.9557 - val_loss: 0.5044 - val_acc: 0.8925
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9291 - acc: 0.8032
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0727 - 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 [==============================] - 21509s 10s/step - loss: 0.1551 - acc: 0.9559 - val_loss: 0.5446 - val_acc: 0.9001
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9045 - acc: 0.8164
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.7248 - 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 [==============================] - 21495s 10s/step - loss: 0.1559 - acc: 0.9554 - val_loss: 0.5398 - val_acc: 0.8925
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9636 - acc: 0.7797
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.6970 - 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 [==============================] - 21502s 10s/step - loss: 0.1542 - acc: 0.9561 - val_loss: 0.6106 - val_acc: 0.8806
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9688 - acc: 0.7871
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.8970 - 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 [==============================] - 21492s 10s/step - loss: 0.1541 - acc: 0.9567 - val_loss: 0.5499 - val_acc: 0.8899
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9396 - acc: 0.7871
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.8831 - 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 [==============================] - 21483s 10s/step - loss: 0.1535 - acc: 0.9564 - val_loss: 0.6027 - val_acc: 0.8713
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.0609 - acc: 0.7651
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.8385 - 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 [==============================] - 21501s 10s/step - loss: 0.1514 - acc: 0.9571 - val_loss: 0.5967 - val_acc: 0.8815
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.9895 - acc: 0.7783
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.1841 - acc: 0.8684
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 [==============================] - 21515s 10s/step - loss: 0.1511 - acc: 0.9570 - val_loss: 0.6411 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.0035 - acc: 0.7841
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 1.0392 - 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 [==============================] - 21492s 10s/step - loss: 0.1512 - acc: 0.9572 - val_loss: 0.5614 - val_acc: 0.8882
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 0.8677 - acc: 0.8018
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.8597 - acc: 0.8918
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 21499s 10s/step - loss: 0.1496 - acc: 0.9574 - val_loss: 0.6030 - val_acc: 0.8713
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 9s 3s/step - loss: 1.0623 - acc: 0.7827
validating on MK data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 5s 2s/step - loss: 0.9009 - acc: 0.8889
 ************************** training done **************************