Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #
=================================================================
conv2d (Conv2D)              (None, 222, 222, 12)      336
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 220, 220, 12)      1308
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 110, 110, 12)      0
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 108, 108, 12)      1308
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 106, 106, 12)      1308
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 53, 53, 12)        0
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 51, 51, 14)        1526
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 49, 49, 14)        1778
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 24, 24, 14)        0
_________________________________________________________________
conv2d_6 (Conv2D)            (None, 22, 22, 18)        2286
_________________________________________________________________
conv2d_7 (Conv2D)            (None, 20, 20, 18)        2934
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 10, 10, 18)        0
_________________________________________________________________
conv2d_8 (Conv2D)            (None, 8, 8, 22)          3586
_________________________________________________________________
conv2d_9 (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: 25,295
Trainable params: 25,295
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_PPP.py:66: 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 [==============================] - 30296s 13s/step - loss: 2.3636 - acc: 0.2925 - val_loss: 1.5089 - val_acc: 0.5817
Epoch 2/10
2258/2257 [==============================] - 30262s 13s/step - loss: 0.9485 - acc: 0.6988 - val_loss: 1.1532 - val_acc: 0.6842
Epoch 3/10
2258/2257 [==============================] - 30279s 13s/step - loss: 0.6983 - acc: 0.7774 - val_loss: 0.9376 - val_acc: 0.7612
Epoch 4/10
2258/2257 [==============================] - 30241s 13s/step - loss: 0.5744 - acc: 0.8175 - val_loss: 1.0455 - val_acc: 0.7477
Epoch 5/10
2258/2257 [==============================] - 30250s 13s/step - loss: 0.4954 - acc: 0.8431 - val_loss: 0.8173 - val_acc: 0.7798
Epoch 6/10
2258/2257 [==============================] - 30617s 14s/step - loss: 0.4385 - acc: 0.8626 - val_loss: 0.8980 - val_acc: 0.7714
Epoch 7/10
2258/2257 [==============================] - 30320s 13s/step - loss: 0.3994 - acc: 0.8754 - val_loss: 0.8102 - val_acc: 0.8027
Epoch 8/10
2258/2257 [==============================] - 30611s 14s/step - loss: 0.3657 - acc: 0.8862 - val_loss: 0.7539 - val_acc: 0.7993
Epoch 9/10
2258/2257 [==============================] - 30415s 13s/step - loss: 0.3390 - acc: 0.8955 - val_loss: 0.8221 - val_acc: 0.8044
Epoch 10/10
2258/2257 [==============================] - 30275s 13s/step - loss: 0.3219 - acc: 0.9012 - val_loss: 0.8547 - val_acc: 0.7951
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9867 - acc: 0.7372
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.5976 - acc: 0.8977
 ************************** initial training done **************************
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 30209s 13s/step - loss: 0.3037 - acc: 0.9075 - val_loss: 0.8275 - val_acc: 0.8010
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 1.0055 - acc: 0.7577
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.7072 - acc: 0.8889
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 30254s 13s/step - loss: 0.2916 - acc: 0.9114 - val_loss: 0.7788 - val_acc: 0.8120
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9958 - acc: 0.7489
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.6229 - acc: 0.9006
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 30223s 13s/step - loss: 0.2777 - acc: 0.9155 - val_loss: 0.7940 - val_acc: 0.8154
validating on TU data
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3/3 [==============================] - 12s 4s/step - loss: 0.7940 - acc: 0.7915
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5999 - 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 [==============================] - 30230s 13s/step - loss: 0.2705 - acc: 0.9186 - val_loss: 0.8944 - val_acc: 0.7985
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9402 - acc: 0.7841
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.5411 - acc: 0.9240
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Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 30241s 13s/step - loss: 0.2598 - acc: 0.9220 - val_loss: 0.8986 - val_acc: 0.7968
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 1.0122 - acc: 0.7651
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.6484 - acc: 0.9064
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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 [==============================] - 30348s 13s/step - loss: 0.2500 - acc: 0.9251 - val_loss: 0.7731 - val_acc: 0.8273
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9940 - acc: 0.7562
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.5921 - 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 [==============================] - 30308s 13s/step - loss: 0.2434 - acc: 0.9275 - val_loss: 0.8032 - val_acc: 0.8222
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8979 - acc: 0.7680
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.6700 - 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 [==============================] - 30217s 13s/step - loss: 0.2377 - acc: 0.9293 - val_loss: 0.7562 - val_acc: 0.8205
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8898 - acc: 0.7724
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.6863 - 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 [==============================] - 30256s 13s/step - loss: 0.2330 - acc: 0.9309 - val_loss: 0.7269 - val_acc: 0.8408
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.7689 - acc: 0.7885
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5313 - 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 [==============================] - 30281s 13s/step - loss: 0.2274 - acc: 0.9327 - val_loss: 0.6642 - val_acc: 0.8374
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8643 - acc: 0.7827
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.6432 - 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 [==============================] - 30317s 13s/step - loss: 0.2196 - acc: 0.9353 - val_loss: 0.8955 - val_acc: 0.8052
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 1.1707 - acc: 0.7239
validating on MX data
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2/2 [==============================] - 6s 3s/step - loss: 0.8309 - 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 [==============================] - 30233s 13s/step - loss: 0.2182 - acc: 0.9359 - val_loss: 0.7083 - val_acc: 0.8383
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 1.0799 - acc: 0.7357
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5072 - 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 [==============================] - 30275s 13s/step - loss: 0.2128 - acc: 0.9372 - val_loss: 0.6985 - val_acc: 0.8323
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9974 - acc: 0.7724
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5214 - 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 [==============================] - 30286s 13s/step - loss: 0.2076 - acc: 0.9391 - val_loss: 0.7178 - val_acc: 0.8323
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 11s 4s/step - loss: 0.9732 - acc: 0.7548
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5673 - 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 [==============================] - 30329s 13s/step - loss: 0.2026 - acc: 0.9411 - val_loss: 0.7442 - val_acc: 0.8417
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 11s 4s/step - loss: 0.9983 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.6154 - acc: 0.9152
WARNING:tensorflow:sample_weight modes were coerced from
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WARNING:tensorflow:sample_weight modes were coerced from

do PPP16 vcetne

********** nevim odkud tohle je ******************

2258/2257 [==============================] - 30282s 13s/step - loss: 0.1588 - acc: 0.9544 - val_loss: 0.7107 - val_acc: 0.8696
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8462 - acc: 0.8267
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.6895 - 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 [==============================] - 30333s 13s/step - loss: 0.1583 - acc: 0.9547 - val_loss: 0.7752 - val_acc: 0.8467
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9802 - acc: 0.7753
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.7265 - 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 [==============================] - 30288s 13s/step - loss: 0.1567 - acc: 0.9550 - val_loss: 0.6422 - val_acc: 0.8688
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8939 - acc: 0.7959
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5511 - 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 [==============================] - 30299s 13s/step - loss: 0.1548 - acc: 0.9553 - val_loss: 0.8029 - val_acc: 0.8459
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9701 - acc: 0.7974
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.7134 - 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 [==============================] - 30674s 14s/step - loss: 0.1564 - acc: 0.9549 - val_loss: 0.7481 - val_acc: 0.8434
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 1.0464 - acc: 0.7695
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5413 - 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 [==============================] - 30685s 14s/step - loss: 0.1523 - acc: 0.9563 - val_loss: 0.6531 - val_acc: 0.8721
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8992 - acc: 0.7988
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.5433 - 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 [==============================] - 30665s 14s/step - loss: 0.1511 - acc: 0.9567 - val_loss: 0.7132 - val_acc: 0.8552
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 11s 4s/step - loss: 0.8977 - acc: 0.7841
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.6901 - 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 [==============================] - 30641s 14s/step - loss: 0.1514 - acc: 0.9568 - val_loss: 0.7111 - val_acc: 0.8628
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.8824 - acc: 0.8003
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.7736 - 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 [==============================] - 30721s 14s/step - loss: 0.1517 - acc: 0.9567 - val_loss: 0.7123 - val_acc: 0.8721
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
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3/3 [==============================] - 11s 4s/step - loss: 0.9809 - acc: 0.7548
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.6961 - 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 [==============================] - 30728s 14s/step - loss: 0.1498 - acc: 0.9570 - val_loss: 0.6367 - val_acc: 0.8628
validating on TU data
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3/3 [==============================] - 11s 4s/step - loss: 0.9921 - acc: 0.7636
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
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2/2 [==============================] - 6s 3s/step - loss: 0.9107 - 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 [==============================] - 30665s 14s/step - loss: 0.1504 - acc: 0.9574 - val_loss: 0.6638 - val_acc: 0.8552
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 1.1060 - acc: 0.7636
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7152 - 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 [==============================] - 30663s 14s/step - loss: 0.1485 - acc: 0.9577 - val_loss: 0.6818 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.9498 - acc: 0.7797
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7900 - acc: 0.9181
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 [==============================] - 30720s 14s/step - loss: 0.1491 - acc: 0.9574 - val_loss: 0.7827 - val_acc: 0.8586
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.9475 - acc: 0.7900
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6695 - 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 [==============================] - 30779s 14s/step - loss: 0.1478 - acc: 0.9579 - val_loss: 0.6407 - val_acc: 0.8688
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.8167 - acc: 0.7974
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6679 - 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 [==============================] - 30704s 14s/step - loss: 0.1473 - acc: 0.9581 - val_loss: 0.7917 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 1.0151 - acc: 0.7915
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6585 - 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 [==============================] - 30635s 14s/step - loss: 0.1460 - acc: 0.9587 - val_loss: 0.7185 - val_acc: 0.8654
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9987 - acc: 0.7885
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.8547 - 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 [==============================] - 30738s 14s/step - loss: 0.1439 - acc: 0.9590 - val_loss: 0.6545 - val_acc: 0.8620
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.9593 - acc: 0.7915
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6748 - 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 [==============================] - 30667s 14s/step - loss: 0.1435 - acc: 0.9591 - val_loss: 0.7050 - val_acc: 0.8645
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.9249 - acc: 0.7827
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.8931 - acc: 0.9181
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 [==============================] - 30559s 14s/step - loss: 0.1426 - acc: 0.9593 - val_loss: 0.6011 - val_acc: 0.8730
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 1.0274 - acc: 0.7900
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5860 - 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 [==============================] - 31022s 14s/step - loss: 0.1421 - acc: 0.9598 - val_loss: 0.7117 - val_acc: 0.8781
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9900 - acc: 0.7930
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6463 - 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 [==============================] - 30744s 14s/step - loss: 0.1429 - acc: 0.9597 - val_loss: 0.5961 - val_acc: 0.8738
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8712 - acc: 0.7768
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5555 - 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 [==============================] - 30829s 14s/step - loss: 0.1390 - acc: 0.9606 - val_loss: 0.6786 - val_acc: 0.8620
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 1.0826 - acc: 0.8032
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6649 - acc: 0.9181
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 [==============================] - 31301s 14s/step - loss: 0.1417 - acc: 0.9596 - val_loss: 0.5743 - val_acc: 0.8857
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9620 - acc: 0.7944
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5403 - 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 [==============================] - 31745s 14s/step - loss: 0.1389 - acc: 0.9604 - val_loss: 0.6501 - val_acc: 0.8654
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9143 - acc: 0.7856
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6391 - 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 [==============================] - 32180s 14s/step - loss: 0.1392 - acc: 0.9606 - val_loss: 0.6994 - val_acc: 0.8476
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.7835 - acc: 0.8179
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6835 - 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 [==============================] - 30762s 14s/step - loss: 0.1390 - acc: 0.9606 - val_loss: 0.7039 - val_acc: 0.8561
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8957 - acc: 0.7944
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6310 - 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 [==============================] - 30706s 14s/step - loss: 0.1374 - acc: 0.9612 - val_loss: 0.7055 - val_acc: 0.8561
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.8405 - acc: 0.8032
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7456 - 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 [==============================] - 30644s 14s/step - loss: 0.1376 - acc: 0.9609 - val_loss: 0.6744 - val_acc: 0.8671
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8541 - acc: 0.8135
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5523 - 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 [==============================] - 30605s 14s/step - loss: 0.1368 - acc: 0.9612 - val_loss: 0.6459 - val_acc: 0.8789
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9077 - acc: 0.7959
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7672 - 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 [==============================] - 30634s 14s/step - loss: 0.1358 - acc: 0.9614 - val_loss: 0.7212 - val_acc: 0.8688
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8695 - acc: 0.7930
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.8162 - 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 [==============================] - 30724s 14s/step - loss: 0.1347 - acc: 0.9620 - val_loss: 0.6219 - val_acc: 0.8679
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9158 - acc: 0.8091
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7283 - acc: 0.8977
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 [==============================] - 30935s 14s/step - loss: 0.1354 - acc: 0.9618 - val_loss: 0.7781 - val_acc: 0.8340
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9112 - acc: 0.7739
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7531 - acc: 0.9123
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 30702s 14s/step - loss: 0.1342 - acc: 0.9618 - val_loss: 0.7167 - val_acc: 0.8603
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8590 - acc: 0.8003
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6484 - acc: 0.9298
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 [==============================] - 30851s 14s/step - loss: 0.1333 - acc: 0.9622 - val_loss: 0.6614 - val_acc: 0.8713
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.7999 - acc: 0.8223
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5644 - acc: 0.9181
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 [==============================] - 30658s 14s/step - loss: 0.1334 - acc: 0.9625 - val_loss: 0.8253 - val_acc: 0.8544
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 1.0206 - acc: 0.7783
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.9102 - acc: 0.8830
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
Train for 2257.2890625 steps, validate for 4.61328125 steps
2258/2257 [==============================] - 30643s 14s/step - loss: 0.1334 - acc: 0.9624 - val_loss: 0.6760 - val_acc: 0.8738
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8103 - acc: 0.8150
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.9269 - 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 [==============================] - 30667s 14s/step - loss: 0.1323 - acc: 0.9626 - val_loss: 0.7048 - val_acc: 0.8755
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8323 - acc: 0.8062
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6049 - 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 [==============================] - 30756s 14s/step - loss: 0.1312 - acc: 0.9629 - val_loss: 0.6245 - val_acc: 0.8662
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8119 - acc: 0.8120
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5673 - acc: 0.9181
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 [==============================] - 30710s 14s/step - loss: 0.1310 - acc: 0.9632 - val_loss: 0.6361 - val_acc: 0.8806
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8463 - acc: 0.8311
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.6622 - acc: 0.9181
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 [==============================] - 30684s 14s/step - loss: 0.1323 - acc: 0.9629 - val_loss: 0.6838 - val_acc: 0.8671
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.8298 - acc: 0.7988
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7378 - 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 [==============================] - 30697s 14s/step - loss: 0.1313 - acc: 0.9634 - val_loss: 0.7657 - val_acc: 0.8620
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.9157 - acc: 0.7974
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.8358 - acc: 0.8743
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 [==============================] - 30804s 14s/step - loss: 0.1291 - acc: 0.9636 - val_loss: 0.5988 - val_acc: 0.8764
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.7506 - acc: 0.8267
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5987 - 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 [==============================] - 31048s 14s/step - loss: 0.1303 - acc: 0.9633 - val_loss: 0.6808 - val_acc: 0.8628
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.9128 - acc: 0.8047
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7221 - 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 [==============================] - 31236s 14s/step - loss: 0.1300 - acc: 0.9635 - val_loss: 0.7243 - val_acc: 0.8620
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9490 - acc: 0.7841
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.8659 - 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 [==============================] - 31285s 14s/step - loss: 0.1287 - acc: 0.9635 - val_loss: 0.6198 - val_acc: 0.8721
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 11s 4s/step - loss: 0.8353 - acc: 0.7930
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.5812 - 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 [==============================] - 31389s 14s/step - loss: 0.1280 - acc: 0.9640 - val_loss: 0.7820 - val_acc: 0.8527
validating on TU data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
3/3 [==============================] - 12s 4s/step - loss: 0.9133 - acc: 0.8018
validating on MX data
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to
  ['...']
2/2 [==============================] - 6s 3s/step - loss: 0.7985 - acc: 0.9006
 ************************** training done **************************