cross validation

In [1]:
import os
os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID"   # see issue #152
os.environ["CUDA_VISIBLE_DEVICES"] = "1"

import pandas as pd
import tensorflow as tf
import theano
import keras 

import numpy as np
import matplotlib.pyplot as plt
from time import time
Using TensorFlow backend.
In [2]:
from tensorflow.python.client import device_lib
print(device_lib.list_local_devices())
[name: "/cpu:0"
device_type: "CPU"
memory_limit: 268435456
locality {
}
incarnation: 8251680336568528501
]

data preprocessing

In [3]:
df = pd.read_csv('../Artificial_Neural_Networks/Churn_Modelling.csv')
print df.shape
X = df.iloc[:,3:-1].values
y = df.iloc[:,-1].values

# Encoding the Independent Variable
from sklearn.preprocessing import LabelEncoder, OneHotEncoder
labelencoder_X_1 = LabelEncoder()
X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])
labelencoder_X_2 = LabelEncoder()
X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])

onehotencoder = OneHotEncoder(categorical_features = [1])
X = onehotencoder.fit_transform(X).toarray()
print X.shape

# remove one dummy variable to avoid dummy variable trap
X = X[:, 1:]
print X.shape
(10000, 14)
(10000, 12)
(10000, 11)

train test split & feature scaling

In [4]:
S = lambda *x: [i.shape for i in x]

from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)
# print S(X_train,X_test, y_train, y_test)

from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
# fit on training set
X_train = sc.fit_transform(X_train)
# only transform on test set
X_test = sc.transform(X_test)
print S(X_train,X_test, y_train, y_test)
[(8000, 11), (2000, 11), (8000,), (2000,)]

build k-fold func ANN

Dropout and GridSearch (parameter tuning)

In [5]:
from keras.layers import Dropout

from keras.models import Sequential
from keras.layers import Dense

from keras.wrappers.scikit_learn import KerasClassifier
# k-fold cross validation
from sklearn.model_selection import GridSearchCV
In [6]:
def build_classifier(opt, P, h1, h2):
    classifier = Sequential()
    # first hidden layer
    # classifier.add(Dense(units = 6, input_shape=(11,),  kernel_initializer='uniform', activation='relu'))
    classifier.add(Dense(units = h1, input_dim=11,  kernel_initializer='uniform', activation='relu'))
    # Dropout
    classifier.add(Dropout(rate= P))
    
    # second hidden layer
    classifier.add(Dense(units = h2,  kernel_initializer='he_uniform', activation='relu'))
    # Dropout
    classifier.add(Dropout(rate= P))    
    
    # ouput layer
    classifier.add(Dense(units = 1,  kernel_initializer='he_uniform', activation='sigmoid'))
    # compiling the ANN
    classifier.compile(optimizer= opt, loss='binary_crossentropy', metrics= ['accuracy'])
#     print classifier.summary()
    return classifier

classifier = KerasClassifier(build_fn= build_classifier)
In [7]:
# parameters = {
#     'batch_size':[16, 32, 64],
#     'nb_epoch':[ 100, 300],
#     'opt':['adam'],
#     'P':[0.01],
#     'h1':[6, 12, 24],
#     'h2':[3, 6, 12]
# }
In [8]:
parameters = {
    'batch_size':[16, 32, 64],
    'nb_epoch':[ 100, 200],
    'opt':['adam'],
    'P':[0.01, 0.1],
    'h1':[24, 48, 96],
    'h2':[12, 48]
}
In [9]:
grid_sesarch = GridSearchCV(estimator= classifier, param_grid= parameters, 
                           scoring= 'accuracy', cv= 10, n_jobs=-1)
In [10]:
if __name__ == "__main__":
    import sys
    from time import time
    start = time()
    grid = grid_sesarch.fit(X_train, y_train)
    eclipse = time()-start
    print 'used: {:.2f} s'.format(eclipse)
    
    best_parameters = grid.best_params_
    best_accuracy = grid.best_score_
Epoch 1/10
Epoch 1/10
Epoch 1/10
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4604 - acc: 0.8021     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4624 - acc: 0.8008     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4637 - acc: 0.8037     

Epoch 2/10
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3781 - acc: 0.8447     
Epoch 3/10
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3697 - acc: 0.8490
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3684 - acc: 0.8500     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3695 - acc: 0.8475     
 320/7200 [>.............................] - ETA: 1s - loss: 0.3554 - acc: 0.8469Epoch 3/10
6800/7200 [===========================>..] - ETA: 0s - loss: 0.3491 - acc: 0.8556
7056/7200 [============================>.] - ETA: 0s - loss: 0.3578 - acc: 0.8527Epoch 4/10
6832/7200 [===========================>..] - ETA: 0s - loss: 0.3508 - acc: 0.8558
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8547     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8557     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8544     
Epoch 5/10
  16/7200 [..............................] - ETA: 1s - loss: 0.2129 - acc: 0.9375
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8571     
Epoch 5/10
  16/7200 [..............................] - ETA: 0s - loss: 0.4225 - acc: 0.8750
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8592     
Epoch 6/10
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3391 - acc: 0.8604
  16/7200 [..............................] - ETA: 1s - loss: 0.1988 - acc: 0.9375Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8593     
 704/7200 [=>............................] - ETA: 0s - loss: 0.3360 - acc: 0.8594Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3424 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3410 - acc: 0.8611     
7040/7200 [============================>.] - ETA: 0s - loss: 0.3398 - acc: 0.8622Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8624     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3465 - acc: 0.8608     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3395 - acc: 0.8592     
5600/7200 [======================>.......] - ETA: 0s - loss: 0.3463 - acc: 0.8561Epoch 8/10
  16/7200 [..............................] - ETA: 1s - loss: 0.3146 - acc: 0.8750
7008/7200 [============================>.] - ETA: 0s - loss: 0.3400 - acc: 0.8602Epoch 8/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3452 - acc: 0.8564
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3452 - acc: 0.8574     
Epoch 8/10
5728/7200 [======================>.......] - ETA: 0s - loss: 0.3381 - acc: 0.8579
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8607     Epoch 9/10

Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8576     
1280/7200 [====>.........................] - ETA: 0s - loss: 0.3192 - acc: 0.8758Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3395 - acc: 0.8632     
Epoch 10/10
  16/7200 [..............................] - ETA: 1s - loss: 0.4230 - acc: 0.8125
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8628     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8593     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3384 - acc: 0.8600     
7088/7200 [============================>.] - ETA: 0s - loss: 0.3390 - acc: 0.8616
7200/7200 [==============================] - 1s - loss: 0.3383 - acc: 0.8619     
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8583     
6272/7200 [=========================>....] - ETA: 0sEpoch 1/10
Epoch 1/10
Epoch 1/10
 256/7200 [>.............................] - ETA: 4s - loss: 0.6657 - acc: 0.7656 Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4571 - acc: 0.7992     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4575 - acc: 0.7990     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4570 - acc: 0.8006     
 288/7200 [>.............................] - ETA: 1s - loss: 0.3809 - acc: 0.8507Epoch 2/10
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3870 - acc: 0.8281
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3732 - acc: 0.8478     
Epoch 3/10
5840/7200 [=======================>......] - ETA: 0s - loss: 0.3775 - acc: 0.8459
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3763 - acc: 0.8468     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3711 - acc: 0.8492     
1184/7200 [===>..........................] - ETA: 1s - loss: 0.3546 - acc: 0.8514Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3517 - acc: 0.8572     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3527 - acc: 0.8578     
Epoch 4/10
1072/7200 [===>..........................] - ETA: 1s - loss: 0.3326 - acc: 0.8666
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3569 - acc: 0.8554     
 592/7200 [=>............................] - ETA: 1s - loss: 0.3518 - acc: 0.8463Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3466 - acc: 0.8561     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3479 - acc: 0.8554     
Epoch 5/10
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3539 - acc: 0.8506
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8546     
 656/7200 [=>............................] - ETA: 1s - loss: 0.3355 - acc: 0.8613Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8600     
7152/7200 [============================>.] - ETA: 0s - loss: 0.3449 - acc: 0.8586Epoch 6/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3409 - acc: 0.8615
Epoch 6/10
 656/7200 [=>............................] - ETA: 1s - loss: 0.3106 - acc: 0.8704
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3487 - acc: 0.8560     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3412 - acc: 0.8607     
Epoch 7/10
  16/7200 [..............................] - ETA: 0s - loss: 0.2965 - acc: 0.8750
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3388 - acc: 0.8579     
 368/7200 [>.............................] - ETA: 1s - loss: 0.3044 - acc: 0.8723Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8628     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8611     
  16/7200 [..............................] - ETA: 0s - loss: 0.1580 - acc: 1.0000Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8622     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8606     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3385 - acc: 0.8618     

Epoch 9/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3406 - acc: 0.8626Epoch 9/10
 640/7200 [=>............................] - ETA: 1s - loss: 0.3235 - acc: 0.8703
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8628     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8622     
Epoch 10/10
6512/7200 [==========================>...] - ETA: 0s - loss: 0.3341 - acc: 0.8639
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8617     
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3337 - acc: 0.8640Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8621     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3372 - acc: 0.8637     
7200/7200 [==============================] - 1s - loss: 0.3396 - acc: 0.8615     
7200/7200 [==============================] - 1s - loss: 0.3364 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.3340 - acc: 0.8617     
6576/7200 [==========================>...] - ETA: 0sEpoch 1/10
  16/7200 [..............................] - ETA: 59s - loss: 0.6816 - acc: 0.6875Epoch 1/10
 288/7200 [>.............................] - ETA: 4s - loss: 0.6597 - acc: 0.7326 Epoch 1/10
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4416 - acc: 0.8108     
5712/7200 [======================>.......] - ETA: 0s - loss: 0.4554 - acc: 0.8097Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4464 - acc: 0.8124     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4457 - acc: 0.8143     Epoch 2/10

1696/7200 [======>.......................] - ETA: 0s - loss: 0.3716 - acc: 0.8384
Epoch 2/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3682 - acc: 0.8484
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3680 - acc: 0.8488     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3719 - acc: 0.8490     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3687 - acc: 0.8490     
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3663 - acc: 0.8516Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8586     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3527 - acc: 0.8590     
Epoch 4/10
 256/7200 [>.............................] - ETA: 1s - loss: 0.3105 - acc: 0.8828
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3548 - acc: 0.8567     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3404 - acc: 0.8601     
Epoch 5/10
6576/7200 [==========================>...] - ETA: 0s - loss: 0.3464 - acc: 0.8619
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8617     
6096/7200 [========================>.....] - ETA: 0s - loss: 0.3486 - acc: 0.8583Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8574     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3403 - acc: 0.8615     
6096/7200 [========================>.....] - ETA: 0s - loss: 0.3420 - acc: 0.8627Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8621     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3483 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8611     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8619     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8583     
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8642     
Epoch 7/10
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8626     
Epoch 8/10
7168/7200 [============================>.] - ETA: 0s - loss: 0.3429 - acc: 0.8580
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8583     
Epoch 8/10
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8578     
Epoch 8/10
6064/7200 [========================>.....] - ETA: 0s - loss: 0.3398 - acc: 0.8607
Epoch 9/10
 832/7200 [==>...........................] - ETA: 1s - loss: 0.3286 - acc: 0.8798
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8617     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3350 - acc: 0.8643     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3378 - acc: 0.8619     
Epoch 10/10
 304/7200 [>.............................] - ETA: 1s - loss: 0.3414 - acc: 0.8684
Epoch 10/10
1680/7200 [======>.......................] - ETA: 1s - loss: 0.3062 - acc: 0.8744
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3339 - acc: 0.8633     
7200/7200 [==============================] - 1s - loss: 0.3404 - acc: 0.8594     
7200/7200 [==============================] - 1s - loss: 0.3365 - acc: 0.8631     
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8618     
7040/7200 [============================>.] - ETA: 0sEpoch 1/10
 240/7200 [>.............................] - ETA: 6s - loss: 0.7111 - acc: 0.3208 Epoch 1/10
Epoch 1/10
2176/7200 [========>.....................] - ETA: 1s - loss: 0.5939 - acc: 0.7348Epoch 1/10
4784/7200 [==================>...........] - ETA: 0s - loss: 0.5088 - acc: 0.7740
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4764 - acc: 0.7897     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4714 - acc: 0.7933     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4737 - acc: 0.7915     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3700 - acc: 0.8476     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3686 - acc: 0.8500     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3637 - acc: 0.8486     
 272/7200 [>.............................] - ETA: 1s - loss: 0.3808 - acc: 0.8419Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3649 - acc: 0.8490     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3553 - acc: 0.8543     
5936/7200 [=======================>......] - ETA: 0s - loss: 0.3537 - acc: 0.8548Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3547 - acc: 0.8536     
6160/7200 [========================>.....] - ETA: 0s - loss: 0.3512 - acc: 0.8536Epoch 4/10
1200/7200 [====>.........................] - ETA: 1s - loss: 0.3426 - acc: 0.8683
6384/7200 [=========================>....] - ETA: 0s - loss: 0.3505 - acc: 0.8542Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3512 - acc: 0.8549     
2416/7200 [=========>....................] - ETA: 0s - loss: 0.3476 - acc: 0.8518Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3515 - acc: 0.8550     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3520 - acc: 0.8574     
1536/7200 [=====>........................] - ETA: 1s - loss: 0.3514 - acc: 0.8470Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3479 - acc: 0.8579     
Epoch 5/10
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3417 - acc: 0.8600
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3485 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8606     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8588     
Epoch 7/10
 272/7200 [>.............................] - ETA: 1s - loss: 0.3578 - acc: 0.8529
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8608     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8596     

Epoch 8/10
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8610     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8624     
2928/7200 [===========>..................] - ETA: 0s - loss: 0.3265 - acc: 0.8665Epoch 8/10
6672/7200 [==========================>...] - ETA: 0s - loss: 0.3395 - acc: 0.8593
6496/7200 [==========================>...] - ETA: 0s - loss: 0.3447 - acc: 0.8582Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8612     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8622     
2208/7200 [========>.....................] - ETA: 1s - loss: 0.3382 - acc: 0.8632Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3430 - acc: 0.8574     
Epoch 10/10
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3338 - acc: 0.8652
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3421 - acc: 0.8610     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3395 - acc: 0.8621     
Epoch 10/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3412 - acc: 0.8616
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8593     
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8628     
800/800 [==============================] - 0s     0s - loss: 0.3368 - acc: 0.
5760/7200 [=======================>......] - ETA: 0sss: 0.3379 - acc: 0.8622 
6864/7200 [===========================>..] - ETA: 0sEpoch 1/10
Epoch 1/10
Epoch 1/10
2640/7200 [==========>...................] - ETA: 1s - loss: 0.5354 - acc: 0.7773Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4532 - acc: 0.8089     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4508 - acc: 0.8094     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4504 - acc: 0.8089     
Epoch 2/10
2896/7200 [===========>..................] - ETA: 0s - loss: 0.3788 - acc: 0.8460
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3704 - acc: 0.8465     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3662 - acc: 0.8501     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3646 - acc: 0.8511     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3706 - acc: 0.8503     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3535 - acc: 0.8540     
5104/7200 [====================>.........] - ETA: 0s - loss: 0.3470 - acc: 0.8580Epoch 4/10
6000/7200 [========================>.....] - ETA: 0s - loss: 0.3510 - acc: 0.8545
 720/7200 [==>...........................] - ETA: 1s - loss: 0.3051 - acc: 0.8861Epoch 4/10
1072/7200 [===>..........................] - ETA: 1s - loss: 0.3105 - acc: 0.8797
2064/7200 [=======>......................] - ETA: 0s - loss: 0.3293 - acc: 0.8711Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3548 - acc: 0.8550     
Epoch 4/10
2352/7200 [========>.....................] - ETA: 0s - loss: 0.3383 - acc: 0.8656
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8568     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3424 - acc: 0.8585     
Epoch 5/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3412 - acc: 0.8572
Epoch 5/10
2608/7200 [=========>....................] - ETA: 0s - loss: 0.3400 - acc: 0.8604
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3396 - acc: 0.8626     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3473 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8588     
Epoch 7/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3378 - acc: 0.8592
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3443 - acc: 0.8574     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3386 - acc: 0.8619     
Epoch 8/10
 304/7200 [>.............................] - ETA: 1s - loss: 0.4122 - acc: 0.8191
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8633     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8599     
 608/7200 [=>............................] - ETA: 1s - loss: 0.3652 - acc: 0.8355Epoch 8/10
6288/7200 [=========================>....] - ETA: 0s - loss: 0.3396 - acc: 0.8581
Epoch 9/10
4880/7200 [===================>..........] - ETA: 0s - loss: 0.3481 - acc: 0.8574
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3332 - acc: 0.8631     
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3110 - acc: 0.8728Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8622     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8610     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3253 - acc: 0.8658Epoch 10/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3400 - acc: 0.8615
Epoch 10/10
2928/7200 [===========>..................] - ETA: 0s - loss: 0.3360 - acc: 0.8699
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3422 - acc: 0.8629Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8610     
4496/7200 [=================>............] - ETA: 0s - loss: 0.3505 - acc: 0.8565
4080/7200 [================>.............] - ETA: 0s - loss: 0.3411 - acc: 0.
7200/7200 [==============================] - 1s - loss: 0.3338 - acc: 0.8629     
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8601     

6704/7200 [==========================>...] - ETA: 0sEpoch 1/10
 544/7200 [=>............................] - ETA: 3s - loss: 0.6196 - acc: 0.7757Epoch 1/10
1376/7200 [====>.........................] - ETA: 1s - loss: 0.5460 - acc: 0.7827Epoch 1/10
2848/7200 [==========>...................] - ETA: 1s - loss: 0.4779 - acc: 0.7960Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4473 - acc: 0.8111     
3600/7200 [==============>...............] - ETA: 1s - loss: 0.4668 - acc: 0.8019Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4463 - acc: 0.8094     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4476 - acc: 0.8092     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4442 - acc: 0.8117     
3744/7200 [==============>...............] - ETA: 0s - loss: 0.3936 - acc: 0.8331Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3840 - acc: 0.8392     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3754 - acc: 0.8440     
Epoch 3/10
1184/7200 [===>..........................] - ETA: 1s - loss: 0.3666 - acc: 0.8497
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3792 - acc: 0.8403     
1456/7200 [=====>........................] - ETA: 1s - loss: 0.3665 - acc: 0.8510Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3600 - acc: 0.8567     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8574     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3597 - acc: 0.8535     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3540 - acc: 0.8549     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8572     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8594     
1056/7200 [===>..........................] - ETA: 1s - loss: 0.3439 - acc: 0.8646Epoch 5/10
6288/7200 [=========================>....] - ETA: 0s - loss: 0.3483 - acc: 0.8585
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8592     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8612     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3429 - acc: 0.8615     
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3461 - acc: 0.8481Epoch 6/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3444 - acc: 0.8592
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8615     
1824/7200 [======>.......................] - ETA: 0s - loss: 0.3570 - acc: 0.8432Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8586     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3459 - acc: 0.8558     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8607     
1200/7200 [====>.........................] - ETA: 1s - loss: 0.3312 - acc: 0.8617Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8596     
Epoch 8/10
4976/7200 [===================>..........] - ETA: 0s - loss: 0.3457 - acc: 0.8585
Epoch 8/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3384 - acc: 0.8614
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8626     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8607     
4080/7200 [================>.............] - ETA: 0s - loss: 0.3429 - acc: 0.8583Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8642     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3396 - acc: 0.8588     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8628     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3425 - acc: 0.8579     
Epoch 10/10
3536/7200 [=============>................] - ETA: 0s - loss: 0.3372 - acc: 0.8645
2320/7200 [========>.....................] - ETA: 0s - loss: 0.3183 - acc: 0.8737Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3371 - acc: 0.8621     
7200/7200 [==============================] - 1s - loss: 0.3343 - acc: 0.8615     
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8572     
7200/7200 [==============================] - 1s - loss: 0.3332 - acc: 0.8631     
5472/7200 [=====================>........] - ETA: 0sEpoch 1/10
 368/7200 [>.............................] - ETA: 5s - loss: 0.6378 - acc: 0.8071  Epoch 1/10
 688/7200 [=>............................] - ETA: 3s - loss: 0.6201 - acc: 0.7733Epoch 1/10
3024/7200 [===========>..................] - ETA: 1s - loss: 0.5016 - acc: 0.7903Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4409 - acc: 0.8140     
Epoch 2/10
6352/7200 [=========================>....] - ETA: 0s - loss: 0.4481 - acc: 0.8117
Epoch 2/10
 784/7200 [==>...........................] - ETA: 1s - loss: 0.3768 - acc: 0.8533
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4392 - acc: 0.8156     
2272/7200 [========>.....................] - ETA: 1s - loss: 0.3684 - acc: 0.8508Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3620 - acc: 0.8540     
1552/7200 [=====>........................] - ETA: 1s - loss: 0.3653 - acc: 0.8563Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3590 - acc: 0.8550     
6240/7200 [=========================>....] - ETA: 0s - loss: 0.3668 - acc: 0.8497Epoch 3/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3631 - acc: 0.8505
Epoch 3/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3481 - acc: 0.8555
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8590     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8590     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8593     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8599     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8585     
Epoch 5/10
1888/7200 [======>.......................] - ETA: 1s - loss: 0.3321 - acc: 0.8676
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8582     
Epoch 5/10
4880/7200 [===================>..........] - ETA: 0s - loss: 0.3365 - acc: 0.8676
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3417 - acc: 0.8599     
Epoch 5/10
5104/7200 [====================>.........] - ETA: 0s - loss: 0.3343 - acc: 0.8687
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8639     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3326 - acc: 0.8683Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8631     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8631     
Epoch 7/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3367 - acc: 0.8604
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8561     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8603     
Epoch 7/10
4944/7200 [===================>..........] - ETA: 0s - loss: 0.3367 - acc: 0.8602
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8612     
2608/7200 [=========>....................] - ETA: 0s - loss: 0.3332 - acc: 0.8604Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8599     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8593     
Epoch 9/10
3088/7200 [===========>..................] - ETA: 0s - loss: 0.3239 - acc: 0.8688
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3405 - acc: 0.8608     
 320/7200 [>.............................] - ETA: 1s - loss: 0.3190 - acc: 0.8750Epoch 10/10
3088/7200 [===========>..................] - ETA: 0s - loss: 0.3206 - acc: 0.8685
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3374 - acc: 0.8621     
Epoch 10/10
7024/7200 [============================>.] - ETA: 0s - loss: 0.3387 - acc: 0.8623
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3388 - acc: 0.8626     
7200/7200 [==============================] - 1s - loss: 0.3345 - acc: 0.8629     
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8618     
7200/7200 [==============================] - 1s - loss: 0.3333 - acc: 0.8618     
752/800 [===========================>..] - ETA: 0sEpoch 1/10
2304/7200 [========>.....................] - ETA: 1s - loss: 0.5201 - acc: 0.7869Epoch 1/10
3600/7200 [==============>...............] - ETA: 0s - loss: 0.4855 - acc: 0.7944Epoch 1/10
1616/7200 [=====>........................] - ETA: 1s - loss: 0.5508 - acc: 0.7803Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4449 - acc: 0.8118     
1984/7200 [=======>......................] - ETA: 1s - loss: 0.5261 - acc: 0.7848Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4491 - acc: 0.8079     
6368/7200 [=========================>....] - ETA: 0s - loss: 0.4503 - acc: 0.8065Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4449 - acc: 0.8093     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3631 - acc: 0.8528     
Epoch 2/10

Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3665 - acc: 0.8522     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3710 - acc: 0.8447     
Epoch 3/10
1232/7200 [====>.........................] - ETA: 1s - loss: 0.3320 - acc: 0.8750
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3670 - acc: 0.8492     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8561     
4304/7200 [================>.............] - ETA: 0s - loss: 0.3430 - acc: 0.8618Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3534 - acc: 0.8569     
4752/7200 [==================>...........] - ETA: 0s - loss: 0.3524 - acc: 0.8582Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3410 - acc: 0.8615     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8582     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8578     
Epoch 5/10
3056/7200 [===========>..................] - ETA: 0s - loss: 0.3487 - acc: 0.8570
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3448 - acc: 0.8597     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8592     
4064/7200 [===============>..............] - ETA: 0s - loss: 0.3388 - acc: 0.8622Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8639     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8611     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3342 - acc: 0.8621     
1600/7200 [=====>........................] - ETA: 1s - loss: 0.3491 - acc: 0.8581Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3399 - acc: 0.8607     
3936/7200 [===============>..............] - ETA: 0s - loss: 0.3449 - acc: 0.8526Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8604     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8561     
5648/7200 [======================>.......] - ETA: 0s - loss: 0.3298 - acc: 0.8642Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3336 - acc: 0.8621     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8601     
 352/7200 [>.............................] - ETA: 1s - loss: 0.3623 - acc: 0.8494Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8612     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8635     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3308 - acc: 0.8642     
3184/7200 [============>.................] - ETA: 0s - loss: 0.3348 - acc: 0.8590Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8637     
1456/7200 [=====>........................] - ETA: 1s - loss: 0.3496 - acc: 0.8578Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3396 - acc: 0.8607     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3301 - acc: 0.8612     
4144/7200 [================>.............] - ETA: 0s - loss: 0.3394 - acc: 0.8583
Epoch 10/10
2960/7200 [===========>..................] - ETA: 0s - loss: 0.3391 - acc: 0.8628
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8604     
3120/7200 [============>.................] - ETA: 0sss: 0.3369 - acc: 0.8611   
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8664     
1408/7200 [====>.........................] - ETA: 0sEpoch 1/10
1168/7200 [===>..........................] - ETA: 2s - loss: 0.5788 - acc: 0.7783Epoch 1/10
1776/7200 [======>.......................] - ETA: 1s - loss: 0.5317 - acc: 0.7883Epoch 1/10
 224/7200 [..............................] - ETA: 11s - loss: 0.6690 - acc: 0.7411 Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4398 - acc: 0.8147     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4372 - acc: 0.8150     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4439 - acc: 0.8147     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3667 - acc: 0.8500     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4410 - acc: 0.8144     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3591 - acc: 0.8535     
2960/7200 [===========>..................] - ETA: 0s - loss: 0.3731 - acc: 0.8459Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3682 - acc: 0.8497     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3562 - acc: 0.8543     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3648 - acc: 0.8514     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8594     
2544/7200 [=========>....................] - ETA: 0s - loss: 0.3596 - acc: 0.8487Epoch 4/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3512 - acc: 0.8583
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3499 - acc: 0.8560     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3519 - acc: 0.8589     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3421 - acc: 0.8600     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3493 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8593     
4720/7200 [==================>...........] - ETA: 0s - loss: 0.3452 - acc: 0.8576Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3399 - acc: 0.8611     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8586     
6256/7200 [=========================>....] - ETA: 0s - loss: 0.3440 - acc: 0.8587Epoch 6/10
 976/7200 [===>..........................] - ETA: 1s - loss: 0.3390 - acc: 0.8637
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8626     
Epoch 6/10
2288/7200 [========>.....................] - ETA: 1s - loss: 0.3350 - acc: 0.8628
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8574     
5792/7200 [=======================>......] - ETA: 0s - loss: 0.3355 - acc: 0.8614Epoch 8/10
1696/7200 [======>.......................] - ETA: 1s - loss: 0.3511 - acc: 0.8526
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8612     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8590     
Epoch 8/10
5984/7200 [=======================>......] - ETA: 0s - loss: 0.3365 - acc: 0.8641
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8612     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3312 - acc: 0.8637     
Epoch 9/10
4656/7200 [==================>...........] - ETA: 0s - loss: 0.3259 - acc: 0.8686
Epoch 9/10
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3300 - acc: 0.8655
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3353 - acc: 0.8637     
2256/7200 [========>.....................] - ETA: 1s - loss: 0.3358 - acc: 0.8555Epoch 9/10
3200/7200 [============>.................] - ETA: 0s - loss: 0.3413 - acc: 0.8531
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8593     
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8646     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3305 - acc: 0.8619     
3536/7200 [=============>................] - ETA: 0sss: 0.3385 - acc: 0.8599   
7104/7200 [============================>.] - ETA: 0s - loss: 0.3344 - acc: 0.8601Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3355 - acc: 0.8593     
2928/7200 [===========>..................] - ETA: 0s - loss: 0.6140 - acc: 0.77Epoch 1/10
3504/7200 [=============>................] - ETA: 1s - loss: 0.4777 - acc: 0.8008Epoch 1/10
  16/7200 [..............................] - ETA: 153s - loss: 0.6979 - acc: 0.3750Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4374 - acc: 0.8147      
5392/7200 [=====================>........] - ETA: 0s - loss: 0.4508 - acc: 0.8080Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4365 - acc: 0.8149     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4332 - acc: 0.8140     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3633 - acc: 0.8501     
Epoch 2/10

  16/7200 [..............................] - ETA: 1s - loss: 0.5241 - acc: 0.8750Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3627 - acc: 0.8524     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3623 - acc: 0.8526     
Epoch 3/10
4848/7200 [===================>..........] - ETA: 0s - loss: 0.3549 - acc: 0.8579
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3486 - acc: 0.8568     
5392/7200 [=====================>........] - ETA: 0s - loss: 0.3536 - acc: 0.8570Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8589     
Epoch 4/10
5168/7200 [====================>.........] - ETA: 0s - loss: 0.3417 - acc: 0.8618
Epoch 4/10
5264/7200 [====================>.........] - ETA: 0s - loss: 0.3390 - acc: 0.8647
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8600     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8619     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3387 - acc: 0.8631     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8571     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8585     
2272/7200 [========>.....................] - ETA: 0s - loss: 0.3315 - acc: 0.8609Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3397 - acc: 0.8597     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3380 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8611     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8631     
Epoch 7/10
6352/7200 [=========================>....] - ETA: 0s - loss: 0.3386 - acc: 0.8586
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8576     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8571     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3337 - acc: 0.8592     
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3348 - acc: 0.8605Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3397 - acc: 0.8575     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3360 - acc: 0.8588     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3338 - acc: 0.8636     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8633     
3760/7200 [==============>...............] - ETA: 0s - loss: 0.3254 - acc: 0.8665Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3383 - acc: 0.8619     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3353 - acc: 0.8601     
 512/7200 [=>............................] - ETA: 1s - loss: 0.3412 - acc: 0.8594Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3351 - acc: 0.8610     
4240/7200 [================>.............] - ETA: 0s - loss: 0.3284 - acc: 0.8677Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3320 - acc: 0.8633     
4208/7200 [================>.............] - ETA: 0s - loss: 0.3399 - acc: 0.8593Epoch 10/10
6096/7200 [========================>.....] - ETA: 0s - loss: 0.3333 - acc: 0.8625Epoch 10/10

 512/7200 [=>............................] - ETA: 1s - loss: 0.3196 - acc: 0.8613
7200/7200 [==============================] - 1s - loss: 0.3328 - acc: 0.8625     
5200/7200 [====================>.........] - ETA: 0s - loss: 0.3371 - acc: 0.86
7200/7200 [==============================] - 1s - loss: 0.3376 - acc: 0.8601     
3328/7200 [============>.................] - ETA: 0sEpoch 1/10
Epoch 1/10
2208/7200 [========>.....................] - ETA: 1s - loss: 0.5729 - acc: 0.7563Epoch 1/10
3456/7200 [=============>................] - ETA: 1s - loss: 0.5191 - acc: 0.7755Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4571 - acc: 0.8051     

Epoch 2/10
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4616 - acc: 0.8054     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4566 - acc: 0.8054     
 864/7200 [==>...........................] - ETA: 1s - loss: 0.3979 - acc: 0.8495Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3622 - acc: 0.8572     
Epoch 3/10
2064/7200 [=======>......................] - ETA: 1s - loss: 0.3723 - acc: 0.8600
Epoch 3/10
4016/7200 [===============>..............] - ETA: 0s - loss: 0.3382 - acc: 0.8658
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3581 - acc: 0.8601     
1072/7200 [===>..........................] - ETA: 1s - loss: 0.3252 - acc: 0.8610Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8597     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8578     
Epoch 4/10
4704/7200 [==================>...........] - ETA: 0s - loss: 0.3456 - acc: 0.8569
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8603     
5584/7200 [======================>.......] - ETA: 0s - loss: 0.3430 - acc: 0.8583Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8594     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3477 - acc: 0.8575     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3406 - acc: 0.8600     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3413 - acc: 0.8593     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3435 - acc: 0.8578     
5040/7200 [====================>.........] - ETA: 0s - loss: 0.3481 - acc: 0.8589Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8578     
Epoch 6/10
2128/7200 [=======>......................] - ETA: 1s - loss: 0.3644 - acc: 0.8492
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3406 - acc: 0.8607     
 848/7200 [==>...........................] - ETA: 1s - loss: 0.3639 - acc: 0.8420Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3364 - acc: 0.8618     
Epoch 7/10
2160/7200 [========>.....................] - ETA: 0s - loss: 0.3480 - acc: 0.8500
Epoch 8/10
2992/7200 [===========>..................] - ETA: 0s - loss: 0.3364 - acc: 0.8590
 656/7200 [=>............................] - ETA: 1s - loss: 0.3108 - acc: 0.8780Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3397 - acc: 0.8590     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3327 - acc: 0.8637     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3345 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8628     
Epoch 9/10
7024/7200 [============================>.] - ETA: 0s - loss: 0.3397 - acc: 0.8595
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3387 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8650     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3344 - acc: 0.8611Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8599     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8632     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3376 - acc: 0.8626     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8622     
7200/7200 [==============================] - 1s - loss: 0.3355 - acc: 0.8601     
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8633     
7200/7200 [==============================] - 1s - loss: 0.3376 - acc: 0.8594     
3328/7200 [============>.................] - ETA: 0sEpoch 1/10
6272/7200 [=========================>....] - ETA: 0sEpoch 1/10
3152/7200 [============>.................] - ETA: 1s - loss: 0.5055 - acc: 0.7912Epoch 1/10
4848/7200 [===================>..........] - ETA: 0s - loss: 0.4769 - acc: 0.7960Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4442 - acc: 0.8129     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4458 - acc: 0.8121     
 848/7200 [==>...........................] - ETA: 1s - loss: 0.3588 - acc: 0.8491Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4440 - acc: 0.8133     
6736/7200 [===========================>..] - ETA: 0s - loss: 0.4457 - acc: 0.8156Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4426 - acc: 0.8154     
6736/7200 [===========================>..] - ETA: 0s - loss: 0.3672 - acc: 0.8496Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3690 - acc: 0.8494     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3737 - acc: 0.8461     
1680/7200 [======>.......................] - ETA: 1s - loss: 0.3895 - acc: 0.8238Epoch 3/10
6448/7200 [=========================>....] - ETA: 0s - loss: 0.3523 - acc: 0.8551
Epoch 3/10
  16/7200 [..............................] - ETA: 1s - loss: 0.4786 - acc: 0.7500
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3517 - acc: 0.8567     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3555 - acc: 0.8546     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3507 - acc: 0.8572     
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3539 - acc: 0.8537Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3522 - acc: 0.8564     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3481 - acc: 0.8562     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3510 - acc: 0.8561     
Epoch 5/10
6608/7200 [==========================>...] - ETA: 0s - loss: 0.3423 - acc: 0.8579
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3440 - acc: 0.8568     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3473 - acc: 0.8557     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8589     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8579     
6800/7200 [===========================>..] - ETA: 0s - loss: 0.3420 - acc: 0.8575Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8569     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3452 - acc: 0.8576     
Epoch 7/10
6384/7200 [=========================>....] - ETA: 0s - loss: 0.3350 - acc: 0.8629
Epoch 7/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3298 - acc: 0.8656
Epoch 8/10
 240/7200 [>.............................] - ETA: 1s - loss: 0.3451 - acc: 0.8542
5984/7200 [=======================>......] - ETA: 0s - loss: 0.3347 - acc: 0.8630Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8590     
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3428 - acc: 0.8649Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8604     
Epoch 8/10
 800/7200 [==>...........................] - ETA: 1s - loss: 0.3419 - acc: 0.8588
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8606     
Epoch 8/10
2176/7200 [========>.....................] - ETA: 0s - loss: 0.3305 - acc: 0.8580
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3364 - acc: 0.8629     
6880/7200 [===========================>..] - ETA: 0s - loss: 0.3382 - acc: 0.8603Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3365 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3389 - acc: 0.8610     
1952/7200 [=======>......................] - ETA: 0s - loss: 0.3289 - acc: 0.8683Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8601     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8606     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3347 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8601     
7200/7200 [==============================] - 0s      - loss: 0.3425 - acc: 0.85
7200/7200 [==============================] - 1s - loss: 0.3324 - acc: 0.8622     
7200/7200 [==============================] - 1s - loss: 0.3331 - acc: 0.8624     
Epoch 1/10
2592/7200 [=========>....................] - ETA: 0s - loss: 0.6318 - acc: 0.8047Epoch 1/10
3104/7200 [===========>..................] - ETA: 1s - loss: 0.4721 - acc: 0.8009Epoch 1/10
6144/7200 [========================>.....] - ETA: 0s - loss: 0.4330 - acc: 0.8151Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4274 - acc: 0.8168     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4324 - acc: 0.8163     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4350 - acc: 0.8143     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3622 - acc: 0.8507     
Epoch 3/10
1856/7200 [======>.......................] - ETA: 1s - loss: 0.3674 - acc: 0.8416
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3666 - acc: 0.8517     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3466 - acc: 0.8583     
4336/7200 [=================>............] - ETA: 0s - loss: 0.3519 - acc: 0.8565Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3747 - acc: 0.8397     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3766 - acc: 0.8325     
2112/7200 [=======>......................] - ETA: 1s - loss: 0.3486 - acc: 0.8485Epoch 3/10
2592/7200 [=========>....................] - ETA: 0s - loss: 0.3420 - acc: 0.8515
Epoch 4/10
7056/7200 [============================>.] - ETA: 0s - loss: 0.3547 - acc: 0.8563
Epoch 5/10
5616/7200 [======================>.......] - ETA: 0s - loss: 0.3589 - acc: 0.8584
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3592 - acc: 0.8561     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8575     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3401 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8596     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3471 - acc: 0.8597     
1648/7200 [=====>........................] - ETA: 1s - loss: 0.3366 - acc: 0.8635Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3429 - acc: 0.8617     
Epoch 6/10
2480/7200 [=========>....................] - ETA: 0s - loss: 0.3287 - acc: 0.8702
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3336 - acc: 0.8619     
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3350 - acc: 0.8652Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3412 - acc: 0.8601     
5408/7200 [=====================>........] - ETA: 0s - loss: 0.3375 - acc: 0.8646Epoch 7/10
1296/7200 [====>.........................] - ETA: 1s - loss: 0.3448 - acc: 0.8719
Epoch 7/10
2352/7200 [========>.....................] - ETA: 0s - loss: 0.3169 - acc: 0.8724
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3329 - acc: 0.8643     
Epoch 9/10
5552/7200 [======================>.......] - ETA: 0s - loss: 0.3350 - acc: 0.8599
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3383 - acc: 0.8633     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3386 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3309 - acc: 0.8622     
5232/7200 [====================>.........] - ETA: 0s - loss: 0.3420 - acc: 0.8580Epoch 9/10

  16/7200 [..............................] - ETA: 1s - loss: 0.5411 - acc: 0.8125Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8604     
Epoch 9/10
1840/7200 [======>.......................] - ETA: 1s - loss: 0.3283 - acc: 0.8620Epoch 10/10

7200/7200 [==============================] - 1s - loss: 0.3346 - acc: 0.8637     
Epoch 10/10
 304/7200 [>.............................] - ETA: 1s - loss: 0.2627 - acc: 0.8882
Epoch 10/10
  16/7200 [..............................] - ETA: 2s - loss: 0.1050 - acc: 1.0000
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8610     
7200/7200 [==============================] - 1s - loss: 0.3346 - acc: 0.8612     
6896/7200 [===========================>..] - ETA: 0s - loss: 0.3376 - acc: 0.8577Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3361 - acc: 0.8585     
  16/7200 [..............................] - ETA: 168s - loss: 0.7140 - acc: 0.3750Epoch 1/10
5232/7200 [====================>.........] - ETA: 0s - loss: 0.4666 - acc: 0.7949Epoch 1/10
5728/7200 [======================>.......] - ETA: 0s - loss: 0.4617 - acc: 0.7975Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4445 - acc: 0.8076     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4379 - acc: 0.8115     
2768/7200 [==========>...................] - ETA: 1s - loss: 0.5235 - acc: 0.7688Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4423 - acc: 0.8103     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3628 - acc: 0.8535     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4376 - acc: 0.8131     
5088/7200 [====================>.........] - ETA: 0s - loss: 0.3586 - acc: 0.8508Epoch 2/10
2640/7200 [==========>...................] - ETA: 0s - loss: 0.3635 - acc: 0.8485
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3604 - acc: 0.8529     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3524 - acc: 0.8550     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3572 - acc: 0.8538     
 512/7200 [=>............................] - ETA: 1s - loss: 0.3803 - acc: 0.8574Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3459 - acc: 0.8581     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3529 - acc: 0.8558     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8575     
6560/7200 [==========================>...] - ETA: 0s - loss: 0.3493 - acc: 0.8588Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8574     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8614     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8597     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8575     
Epoch 6/10
1072/7200 [===>..........................] - ETA: 1s - loss: 0.3339 - acc: 0.8675
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8596     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8572     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3421 - acc: 0.8569     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3365 - acc: 0.8615     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3428 - acc: 0.8590     
6000/7200 [========================>.....] - ETA: 0s - loss: 0.3435 - acc: 0.8570Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3412 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3396 - acc: 0.8606     
Epoch 7/10
1696/7200 [======>.......................] - ETA: 1s - loss: 0.3580 - acc: 0.8520
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8590     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8628     
Epoch 9/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3263 - acc: 0.8645
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3312 - acc: 0.8643     
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3409 - acc: 0.8562Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8635     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3318 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3395 - acc: 0.8597     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3352 - acc: 0.8604     
7200/7200 [==============================] - 1s - loss: 0.3360 - acc: 0.8615     
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3204 - acc: 0.8662Epoch 10/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3265 - acc: 0.8635
7200/7200 [==============================] - 1s - loss: 0.3341 - acc: 0.8606     
5280/7200 [=====================>........] - ETA: 0s - loss: 0.3267 - acc: 0.8665Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3317 - acc: 0.8636     
1952/7200 [=======>......................] - ETA: 2s - loss: 0.5349 - acc: 0.7833Epoch 1/10
 960/7200 [===>..........................] - ETA: 3s - loss: 0.5784 - acc: 0.7885Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4453 - acc: 0.8126     0
Epoch 2/10
3408/7200 [=============>................] - ETA: 1s - loss: 0.4854 - acc: 0.7984Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4423 - acc: 0.8161     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4426 - acc: 0.8144     
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3679 - acc: 0.8503Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3672 - acc: 0.8510     
3312/7200 [============>.................] - ETA: 0s - loss: 0.3824 - acc: 0.8406Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4476 - acc: 0.8133     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3650 - acc: 0.8499     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3649 - acc: 0.8506     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3502 - acc: 0.8542     
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3478 - acc: 0.8548Epoch 4/10
5456/7200 [=====================>........] - ETA: 0s - loss: 0.3494 - acc: 0.8545
1584/7200 [=====>........................] - ETA: 1s - loss: 0.3365 - acc: 0.8624Epoch 3/10
3472/7200 [=============>................] - ETA: 0s - loss: 0.3339 - acc: 0.8597
5280/7200 [=====================>........] - ETA: 0s - loss: 0.3501 - acc: 0.8562Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8567     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8564     
1872/7200 [======>.......................] - ETA: 1s - loss: 0.3343 - acc: 0.8606Epoch 5/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3402 - acc: 0.8539
1888/7200 [======>.......................] - ETA: 1s - loss: 0.3546 - acc: 0.8512Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3440 - acc: 0.8567     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8576     
5648/7200 [======================>.......] - ETA: 0s - loss: 0.3463 - acc: 0.8576Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3410 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8539     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8610     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3383 - acc: 0.8626     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8589     
Epoch 7/10
6352/7200 [=========================>....] - ETA: 0s - loss: 0.3397 - acc: 0.8578
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8603     
Epoch 7/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3362 - acc: 0.8598
Epoch 7/10
3168/7200 [============>.................] - ETA: 0s - loss: 0.3336 - acc: 0.8633Epoch 8/10

7200/7200 [==============================] - 1s - loss: 0.3413 - acc: 0.8571     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3364 - acc: 0.8618     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3343 - acc: 0.8612     
2896/7200 [===========>..................] - ETA: 0s - loss: 0.3263 - acc: 0.8650Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3339 - acc: 0.8615     
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3404 - acc: 0.8574Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8588     
 544/7200 [=>............................] - ETA: 1s - loss: 0.3435 - acc: 0.8566Epoch 8/10
1648/7200 [=====>........................] - ETA: 1s - loss: 0.3252 - acc: 0.8714
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3306 - acc: 0.8633     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8628     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3328 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3317 - acc: 0.8642     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3301 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8601     
6960/7200 [============================>.] - ETA: 0s - loss: 0.3308 - acc: 0.8628Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8628     
7200/7200 [==============================] - 1s - loss: 0.3301 - acc: 0.8656     
5392/7200 [=====================>........] - ETA: 0s - loss: 0.3361 - acc: 0.8609
7200/7200 [==============================] - 1s - loss: 0.3340 - acc: 0.8624     
6768/7200 [===========================>..] - ETA: 0sEpoch 1/10
5744/7200 [======================>.......] - ETA: 0s2s - loss: 0.6549 - acc: 0.87Epoch 1/10
1568/7200 [=====>........................] - ETA: 2s - loss: 0.5151 - acc: 0.7908Epoch 1/10
  16/7200 [..............................] - ETA: 213s - loss: 0.6644 - acc: 0.8125Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4362 - acc: 0.8169     
4944/7200 [===================>..........] - ETA: 0s - loss: 0.4528 - acc: 0.8099Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4333 - acc: 0.8176     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4349 - acc: 0.8169     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3650 - acc: 0.8512     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4313 - acc: 0.8156     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3607 - acc: 0.8529     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3653 - acc: 0.8485     
Epoch 3/10
 752/7200 [==>...........................] - ETA: 1s - loss: 0.3570 - acc: 0.8564
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3587 - acc: 0.8517     
2416/7200 [=========>....................] - ETA: 1s - loss: 0.3480 - acc: 0.8560Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8581     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3528 - acc: 0.8549     
Epoch 4/10
4320/7200 [=================>............] - ETA: 0s - loss: 0.3428 - acc: 0.8586
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3466 - acc: 0.8589     
1808/7200 [======>.......................] - ETA: 1s - loss: 0.3301 - acc: 0.8650Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8593     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3413 - acc: 0.8590     
5264/7200 [====================>.........] - ETA: 0s - loss: 0.3391 - acc: 0.8590Epoch 6/10
1936/7200 [=======>......................] - ETA: 1s - loss: 0.3390 - acc: 0.8616
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8601     
 288/7200 [>.............................] - ETA: 1s - loss: 0.3476 - acc: 0.8715Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8569     
4432/7200 [=================>............] - ETA: 0s - loss: 0.3352 - acc: 0.8639Epoch 6/10
5152/7200 [====================>.........] - ETA: 0s - loss: 0.3380 - acc: 0.8616
 688/7200 [=>............................] - ETA: 1s - loss: 0.3079 - acc: 0.8852Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3374 - acc: 0.8631     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3359 - acc: 0.8624     
Epoch 6/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3321 - acc: 0.8651
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8628     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3422 - acc: 0.8592Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3355 - acc: 0.8624     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3336 - acc: 0.8642     
Epoch 7/10
5264/7200 [====================>.........] - ETA: 0s - loss: 0.3351 - acc: 0.8613
6752/7200 [===========================>..] - ETA: 0s - loss: 0.3338 - acc: 0.8643Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3338 - acc: 0.8637     
5600/7200 [======================>.......] - ETA: 0s - loss: 0.3327 - acc: 0.8627Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3321 - acc: 0.8647     

Epoch 8/10
1344/7200 [====>.........................] - ETA: 1s - loss: 0.3355 - acc: 0.8646Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3354 - acc: 0.8625     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3331 - acc: 0.8654     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3319 - acc: 0.8660     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3278 - acc: 0.8671     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8617     
Epoch 10/10
5936/7200 [=======================>......] - ETA: 0s - loss: 0.3327 - acc: 0.8635
7200/7200 [==============================] - 1s - loss: 0.3291 - acc: 0.8647     
7200/7200 [==============================] - 1s - loss: 0.3277 - acc: 0.8675     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3334 - acc: 0.8642     
7200/7200 [==============================] - 1s - loss: 0.3251 - acc: 0.8672     
Epoch 1/10
2304/7200 [========>.....................] - ETA: 0sEpoch 1/10
4448/7200 [=================>............] - ETA: 0s - loss: 0.4583 - acc: 0.8094Epoch 1/10
5424/7200 [=====================>........] - ETA: 0s - loss: 0.4453 - acc: 0.8158Epoch 1/10
6416/7200 [=========================>....] - ETA: 0s - loss: 0.4337 - acc: 0.8204
Epoch 2/10
 736/7200 [==>...........................] - ETA: 1s - loss: 0.3965 - acc: 0.8288
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3582 - acc: 0.8528     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4254 - acc: 0.8221     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3547 - acc: 0.8538     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4227 - acc: 0.8247     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3502 - acc: 0.8553     
6624/7200 [==========================>...] - ETA: 0s - loss: 0.3501 - acc: 0.8557Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3559 - acc: 0.8517     
Epoch 3/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3580 - acc: 0.8518
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3534 - acc: 0.8549     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3443 - acc: 0.8601     
Epoch 5/10
7056/7200 [============================>.] - ETA: 0s - loss: 0.3416 - acc: 0.8567
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8567     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3471 - acc: 0.8581     
1328/7200 [====>.........................] - ETA: 1s - loss: 0.3358 - acc: 0.8682Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8624     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8554     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3403 - acc: 0.8631     
1552/7200 [=====>........................] - ETA: 1s - loss: 0.3563 - acc: 0.8537Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8611     
5776/7200 [=======================>......] - ETA: 0s - loss: 0.3421 - acc: 0.8586Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8604     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8625     

Epoch 6/10
Epoch 7/10
5744/7200 [======================>.......] - ETA: 0s - loss: 0.3329 - acc: 0.8642
Epoch 8/10
 704/7200 [=>............................] - ETA: 1s - loss: 0.3241 - acc: 0.8707
Epoch 7/10
1120/7200 [===>..........................] - ETA: 1s - loss: 0.3274 - acc: 0.8723
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3338 - acc: 0.8637     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3348 - acc: 0.8647     
Epoch 9/10
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3332 - acc: 0.8629
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3308 - acc: 0.8662     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3325 - acc: 0.8643     
Epoch 9/10
6128/7200 [========================>.....] - ETA: 0s - loss: 0.3305 - acc: 0.8605
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8612     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3304 - acc: 0.8628     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8640     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3311 - acc: 0.8651     
7200/7200 [==============================] - 1s - loss: 0.3302 - acc: 0.8632     
Epoch 10/10
7184/7200 [============================>.] - ETA: 0s - loss: 0.3295 - acc: 0.8650
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3291 - acc: 0.8653     
7200/7200 [==============================] - 1s - loss: 0.3282 - acc: 0.8650     
7136/7200 [============================>.] - ETA: 0s - loss: 0.3275 - acc: 0.8634Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3269 - acc: 0.8637     
 16/800 [..............................] - ETA: 15sEpoch 1/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.4495 - acc: 0.8061Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4278 - acc: 0.8168     
Epoch 2/10
1120/7200 [===>..........................] - ETA: 1s - loss: 0.3568 - acc: 0.8580Epoch 1/10
1632/7200 [=====>........................] - ETA: 1s - loss: 0.3450 - acc: 0.8597
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3555 - acc: 0.8531     
5472/7200 [=====================>........] - ETA: 0s - loss: 0.4449 - acc: 0.8114Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3616 - acc: 0.8508     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4309 - acc: 0.8158     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4319 - acc: 0.8169     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3404 - acc: 0.8605Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8562     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8551     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3606 - acc: 0.8494     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3576 - acc: 0.8522     
1648/7200 [=====>........................] - ETA: 1s - loss: 0.3559 - acc: 0.8525Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3371 - acc: 0.8600     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3507 - acc: 0.8554     
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3485 - acc: 0.8566Epoch 4/10
1104/7200 [===>..........................] - ETA: 1s - loss: 0.3498 - acc: 0.8569
Epoch 4/10
6112/7200 [========================>.....] - ETA: 0s - loss: 0.3457 - acc: 0.8599
Epoch 6/10
1104/7200 [===>..........................] - ETA: 1s - loss: 0.3324 - acc: 0.8560
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3435 - acc: 0.8603     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3417 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3313 - acc: 0.8622     
Epoch 7/10
6160/7200 [========================>.....] - ETA: 0s - loss: 0.3385 - acc: 0.8609
Epoch 7/10
2560/7200 [=========>....................] - ETA: 1s - loss: 0.3110 - acc: 0.8766
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3374 - acc: 0.8622     
1312/7200 [====>.........................] - ETA: 1s - loss: 0.3181 - acc: 0.8712Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3295 - acc: 0.8650     
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3372 - acc: 0.8609Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3361 - acc: 0.8624     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3345 - acc: 0.8631     
1296/7200 [====>.........................] - ETA: 1s - loss: 0.3405 - acc: 0.8549Epoch 7/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3255 - acc: 0.8671
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3347 - acc: 0.8631     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3333 - acc: 0.8637     
Epoch 8/10
3232/7200 [============>.................] - ETA: 0s - loss: 0.3125 - acc: 0.8769
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3256 - acc: 0.8651     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3330 - acc: 0.8649     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3317 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8671     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3231 - acc: 0.8649     
5456/7200 [=====================>........] - ETA: 0s - loss: 0.3325 - acc: 0.8647
7200/7200 [==============================] - 1s - loss: 0.3306 - acc: 0.8674     
Epoch 10/10
1488/7200 [=====>........................] - ETA: 0sss: 0.3290 - acc: 0.8654   
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3290 - acc: 0.8657     
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3235 - acc: 0.8716Epoch 1/10
6672/7200 [==========================>...] - ETA: 0s - loss: 0.3274 - acc: 0.8698Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3270 - acc: 0.8701     
5504/7200 [=====================>........] - ETA: 0s - loss: 0.4497 - acc: 0.8105Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4380 - acc: 0.8157     
Epoch 2/10
 256/7200 [>.............................] - ETA: 1s - loss: 0.4234 - acc: 0.8242Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4326 - acc: 0.8185     
Epoch 2/10
6640/7200 [==========================>...] - ETA: 0s - loss: 0.4456 - acc: 0.8114
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3566 - acc: 0.8546     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4401 - acc: 0.8136     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4386 - acc: 0.8135     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3511 - acc: 0.8564     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8606     
Epoch 4/10
  16/7200 [..............................] - ETA: 1s - loss: 0.4572 - acc: 0.7500
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3631 - acc: 0.8511     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8567     
6048/7200 [========================>.....] - ETA: 0s - loss: 0.3356 - acc: 0.8656Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8632     
6896/7200 [===========================>..] - ETA: 0s - loss: 0.3453 - acc: 0.8614Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3475 - acc: 0.8604     

Epoch 4/10
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8593     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8612     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8600     
  16/7200 [..............................] - ETA: 1s - loss: 0.4309 - acc: 0.8750Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3421 - acc: 0.8601     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3406 - acc: 0.8594     
Epoch 7/10
6928/7200 [===========================>..] - ETA: 0s - loss: 0.3387 - acc: 0.8610Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3324 - acc: 0.8615     

Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8618     
6544/7200 [==========================>...] - ETA: 0s - loss: 0.3319 - acc: 0.8649Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8644     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8592     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8615     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3380 - acc: 0.8583     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3309 - acc: 0.8624     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8624     
 320/7200 [>.............................] - ETA: 1s - loss: 0.3688 - acc: 0.8656Epoch 8/10
 528/7200 [=>............................] - ETA: 1s - loss: 0.3139 - acc: 0.8712
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3380 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3297 - acc: 0.8633     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8603     
6544/7200 [==========================>...] - ETA: 0s - loss: 0.3328 - acc: 0.8658Epoch 10/10
6384/7200 [=========================>....] - ETA: 0s - loss: 0.3328 - acc: 0.8640
7200/7200 [==============================] - 1s - loss: 0.3343 - acc: 0.8654     
7200/7200 [==============================] - 1s - loss: 0.3323 - acc: 0.8637     
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3349 - acc: 0.8689Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3341 - acc: 0.8654     
7200/7200 [==============================] - 1s - loss: 0.3293 - acc: 0.8682     
 624/7200 [=>............................] - ETA: 0sEpoch 1/10
1680/7200 [======>.......................] - ETA: 0sEpoch 1/10
5520/7200 [======================>.......] - ETA: 0s - loss: 0.4339 - acc: 0.8190Epoch 1/10
5968/7200 [=======================>......] - ETA: 0s - loss: 0.4324 - acc: 0.8199Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4251 - acc: 0.8235     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4216 - acc: 0.8256     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3564 - acc: 0.8529     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8558     
7040/7200 [============================>.] - ETA: 0s - loss: 0.4227 - acc: 0.8219Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4214 - acc: 0.8228     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4263 - acc: 0.8247     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3486 - acc: 0.8569     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8592     
6352/7200 [=========================>....] - ETA: 0s - loss: 0.3608 - acc: 0.8520Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3522 - acc: 0.8565     
Epoch 3/10

1728/7200 [======>.......................] - ETA: 1s - loss: 0.3331 - acc: 0.8686Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8608     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3389 - acc: 0.8607     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8547     
6976/7200 [============================>.] - ETA: 0s - loss: 0.3428 - acc: 0.8591Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8586     
Epoch 4/10
6000/7200 [========================>.....] - ETA: 0s - loss: 0.3383 - acc: 0.8638
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3378 - acc: 0.8610     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8633     
Epoch 5/10
1264/7200 [====>.........................] - ETA: 1s - loss: 0.3382 - acc: 0.8655
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3385 - acc: 0.8614     
5840/7200 [=======================>......] - ETA: 0s - loss: 0.3440 - acc: 0.8568Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3348 - acc: 0.8624     
 464/7200 [>.............................] - ETA: 1s - loss: 0.2807 - acc: 0.8815Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8571     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3359 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3352 - acc: 0.8624     
5488/7200 [=====================>........] - ETA: 0s - loss: 0.3351 - acc: 0.8621Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3327 - acc: 0.8635     
6576/7200 [==========================>...] - ETA: 0s - loss: 0.3351 - acc: 0.8621Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3329 - acc: 0.8626     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8606     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3344 - acc: 0.8639     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8661     
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3295 - acc: 0.8632Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3386 - acc: 0.8610     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3311 - acc: 0.8621     
1712/7200 [======>.......................] - ETA: 1s - loss: 0.3424 - acc: 0.8546Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3309 - acc: 0.8636     
Epoch 10/10
6896/7200 [===========================>..] - ETA: 0s - loss: 0.3294 - acc: 0.8625
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3296 - acc: 0.8629     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3310 - acc: 0.8628     
7200/7200 [==============================] - 1s - loss: 0.3278 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.3264 - acc: 0.8644     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3339 - acc: 0.8636     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3255 - acc: 0.8631     
7200/7200 [==============================] - 1s - loss: 0.3327 - acc: 0.8622     
Epoch 1/10
Epoch 1/10
5216/7200 [====================>.........] - ETA: 0s - loss: 0.4432 - acc: 0.8129Epoch 1/10
5520/7200 [======================>.......] - ETA: 0s - loss: 0.4440 - acc: 0.8125Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4294 - acc: 0.8206     
6384/7200 [=========================>....] - ETA: 0s - loss: 0.4343 - acc: 0.8170Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4288 - acc: 0.8203     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3616 - acc: 0.8511     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3616 - acc: 0.8531     
Epoch 3/10
1072/7200 [===>..........................] - ETA: 1s - loss: 0.3561 - acc: 0.8591
6368/7200 [=========================>....] - ETA: 0s - loss: 0.4350 - acc: 0.8194Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4284 - acc: 0.8221     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3494 - acc: 0.8575     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3651 - acc: 0.8510     
Epoch 3/10

Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3569 - acc: 0.8562     
1568/7200 [=====>........................] - ETA: 1s - loss: 0.3425 - acc: 0.8591Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8568     
Epoch 5/10
7040/7200 [============================>.] - ETA: 0s - loss: 0.3534 - acc: 0.8541
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3515 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8582     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8600     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3397 - acc: 0.8642     
1792/7200 [======>.......................] - ETA: 1s - loss: 0.3380 - acc: 0.8627Epoch 6/10

  16/7200 [..............................] - ETA: 1s - loss: 0.3300 - acc: 0.8750Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8606     
1936/7200 [=======>......................] - ETA: 0s - loss: 0.3473 - acc: 0.8616Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3399 - acc: 0.8593     
2688/7200 [==========>...................] - ETA: 1s - loss: 0.3428 - acc: 0.8583Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3440 - acc: 0.8583     
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8571     Epoch 6/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3388 - acc: 0.8586Epoch 7/10
  16/7200 [..............................] - ETA: 1s - loss: 0.3389 - acc: 0.8750
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3304 - acc: 0.8610
1984/7200 [=======>......................] - ETA: 1s - loss: 0.3422 - acc: 0.8548Epoch 6/10
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3356 - acc: 0.8586
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3304 - acc: 0.8609Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8565     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3334 - acc: 0.8626     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3340 - acc: 0.8611Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3347 - acc: 0.8597     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3359 - acc: 0.8624     
2864/7200 [==========>...................] - ETA: 0s - loss: 0.3293 - acc: 0.8638Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3332 - acc: 0.8631     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8637     
1328/7200 [====>.........................] - ETA: 1s - loss: 0.3190 - acc: 0.8630Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3341 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8668     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3281 - acc: 0.8642     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3322 - acc: 0.8643     
7200/7200 [==============================] - 1s - loss: 0.3364 - acc: 0.8608     
6240/7200 [=========================>....] - ETA: 0s - loss: 0.3331 - acc: 0.8641Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3307 - acc: 0.8647     
3952/7200 [===============>..............] - ETA: 0sss: 0.3282 - acc: 0.8644   
Epoch 10/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3361 - acc: 0.85Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8604     
7200/7200 [==============================] - 1s - loss: 0.3275 - acc: 0.8636     1
1888/7200 [======>.......................] - ETA: 2s - loss: 0.5096 - acc: 0.7850Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4307 - acc: 0.8164     
Epoch 2/10
1552/7200 [=====>........................] - ETA: 0s - loss: 0.3655 - acc: 0.8576Epoch 1/10
2320/7200 [========>.....................] - ETA: 0s - loss: 0.3758 - acc: 0.8474Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4291 - acc: 0.8171     
Epoch 2/10
1360/7200 [====>.........................] - ETA: 1s - loss: 0.3514 - acc: 0.8632
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4300 - acc: 0.8165     
6320/7200 [=========================>....] - ETA: 0s - loss: 0.3668 - acc: 0.8513Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3614 - acc: 0.8536     
Epoch 3/10
1088/7200 [===>..........................] - ETA: 1s - loss: 0.3602 - acc: 0.8585
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3545 - acc: 0.8546Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3520 - acc: 0.8561     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3632 - acc: 0.8514     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3474 - acc: 0.8574     
Epoch 4/10
 544/7200 [=>............................] - ETA: 1s - loss: 0.3026 - acc: 0.8860
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3477 - acc: 0.8584Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8568     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3507 - acc: 0.8579     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8599     
Epoch 5/10
6160/7200 [========================>.....] - ETA: 0s - loss: 0.3439 - acc: 0.8588
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8575     
1616/7200 [=====>........................] - ETA: 1s - loss: 0.3286 - acc: 0.8577Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3459 - acc: 0.8576     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8619     
1280/7200 [====>.........................] - ETA: 1s - loss: 0.3187 - acc: 0.8820Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8618     
Epoch 7/10
1104/7200 [===>..........................] - ETA: 1s - loss: 0.3264 - acc: 0.8714
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8625     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8631     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3332 - acc: 0.8625     
  16/7200 [..............................] - ETA: 1s - loss: 0.1378 - acc: 1.0000Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3341 - acc: 0.8624     
Epoch 8/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3258 - acc: 0.8669
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3341 - acc: 0.8625     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3330 - acc: 0.8628     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3325 - acc: 0.8622     
Epoch 9/10
5600/7200 [======================>.......] - ETA: 0s - loss: 0.3267 - acc: 0.8638
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8653     
5776/7200 [=======================>......] - ETA: 0s - loss: 0.3274 - acc: 0.8639Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3362 - acc: 0.8611     
7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8624     
3376/7200 [=============>................] - ETA: 0s - loss: 0.3308 - acc: 0.86Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3304 - acc: 0.8633     
1472/7200 [=====>........................] - ETA: 1s - loss: 0.3314 - acc: 0.8573Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3322 - acc: 0.8643     
3296/7200 [============>.................] - ETA: 0s - loss: 0.3205 - acc: 0.8653Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8629     
7200/7200 [==============================] - 1s - loss: 0.3308 - acc: 0.8628     
3344/7200 [============>.................] - ETA: 1s - loss: 0.4714 - acc: 0.8041Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4272 - acc: 0.8233     
 720/7200 [==>...........................] - ETA: 6s - loss: 0.6022 - acc: 0.7792Epoch 2/10
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3568 - acc: 0.8516Epoch 1/10
4240/7200 [================>.............] - ETA: 0s - loss: 0.3607 - acc: 0.8491Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4288 - acc: 0.8214     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3527 - acc: 0.8539     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4311 - acc: 0.8194     
5984/7200 [=======================>......] - ETA: 0s - loss: 0.3430 - acc: 0.8585Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3580 - acc: 0.8533     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8586     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.4310 - acc: 0.8217     
Epoch 2/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3568 - acc: 0.8575
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8539     
Epoch 3/10
 256/7200 [>.............................] - ETA: 1s - loss: 0.3216 - acc: 0.8906
Epoch 3/10
  16/7200 [..............................] - ETA: 1s - loss: 0.1866 - acc: 0.9375
 544/7200 [=>............................] - ETA: 1s - loss: 0.3002 - acc: 0.8860Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8612     
Epoch 4/10

  16/7200 [..............................] - ETA: 2s - loss: 0.2925 - acc: 0.9375Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3459 - acc: 0.8596     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8619     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3410 - acc: 0.8576     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3333 - acc: 0.8611     
Epoch 7/10
  16/7200 [..............................] - ETA: 1s - loss: 0.3011 - acc: 0.8750
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3393 - acc: 0.8604     
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3372 - acc: 0.8627Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3318 - acc: 0.8636     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3395 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8603     
5536/7200 [======================>.......] - ETA: 0s - loss: 0.3256 - acc: 0.8667Epoch 8/10
 512/7200 [=>............................] - ETA: 1s - loss: 0.3325 - acc: 0.8613
Epoch 7/10
7120/7200 [============================>.] - ETA: 0s - loss: 0.3280 - acc: 0.8654
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3284 - acc: 0.8656     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3351 - acc: 0.8612     
5264/7200 [====================>.........] - ETA: 0s - loss: 0.3385 - acc: 0.8600Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3350 - acc: 0.8635     
5456/7200 [=====================>........] - ETA: 0s - loss: 0.3217 - acc: 0.8697Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3346 - acc: 0.8626     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3260 - acc: 0.8661     
Epoch 10/10
4784/7200 [==================>...........] - ETA: 0s - loss: 0.3329 - acc: 0.8627
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3322 - acc: 0.8664     
6640/7200 [==========================>...] - ETA: 0s - loss: 0.3291 - acc: 0.8667Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3323 - acc: 0.8651     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3251 - acc: 0.8646     
7200/7200 [==============================] - 1s - loss: 0.3310 - acc: 0.8643     
7200/7200 [==============================] - 1s - loss: 0.3310 - acc: 0.8639     
6720/7200 [===========================>..] - ETA: 0sEpoch 10/103306 - acc: 0.86
7200/7200 [==============================] - 1s - loss: 0.3304 - acc: 0.8618     
Epoch 10/10
3856/7200 [===============>..............] - ETA: 0s - loss: 0.3172 - acc: 0.8732Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3310 - acc: 0.8660     
 544/7200 [=>............................] - ETA: 9s - loss: 0.6070 - acc: 0.7629 Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3312 - acc: 0.8637     
7200/7200 [==============================] - 2s - loss: 0.4289 - acc: 0.8183     
Epoch 2/10
5616/7200 [======================>.......] - ETA: 0s - loss: 0.4410 - acc: 0.8146Epoch 1/10
6176/7200 [========================>.....] - ETA: 0s - loss: 0.4332 - acc: 0.8178Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4244 - acc: 0.8211     
3616/7200 [==============>...............] - ETA: 0s - loss: 0.3753 - acc: 0.8449Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3614 - acc: 0.8510     
Epoch 3/10
3280/7200 [============>.................] - ETA: 0s - loss: 0.3448 - acc: 0.8585
4832/7200 [===================>..........] - ETA: 0s - loss: 0.4525 - acc: 0.8063Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4270 - acc: 0.8204     
1968/7200 [=======>......................] - ETA: 1s - loss: 0.3323 - acc: 0.8704Epoch 2/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3497 - acc: 0.8558
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8540     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8596     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3572 - acc: 0.8517     
6416/7200 [=========================>....] - ETA: 0s - loss: 0.3627 - acc: 0.8529Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3605 - acc: 0.8529     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3465 - acc: 0.8560     
1488/7200 [=====>........................] - ETA: 1s - loss: 0.3353 - acc: 0.8710Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8599     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8578     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3507 - acc: 0.8564     
5968/7200 [=======================>......] - ETA: 0s - loss: 0.3418 - acc: 0.8559Epoch 4/10
3856/7200 [===============>..............] - ETA: 0s - loss: 0.3405 - acc: 0.8563
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3348 - acc: 0.8608     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3454 - acc: 0.8589     
1776/7200 [======>.......................] - ETA: 1s - loss: 0.3159 - acc: 0.8688Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3404 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3317 - acc: 0.8635     
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3412 - acc: 0.8595Epoch 7/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3414 - acc: 0.8582
Epoch 6/10
 240/7200 [>.............................] - ETA: 1s - loss: 0.2780 - acc: 0.9000
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3384 - acc: 0.8610     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3309 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8604     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8628     
Epoch 7/10
1936/7200 [=======>......................] - ETA: 0s - loss: 0.3276 - acc: 0.8611
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3287 - acc: 0.8628     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3344 - acc: 0.8612     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3376 - acc: 0.8608     
 416/7200 [>.............................] - ETA: 1s - loss: 0.2985 - acc: 0.8726Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3352 - acc: 0.8636     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3277 - acc: 0.8654     
3040/7200 [===========>..................] - ETA: 0s - loss: 0.3317 - acc: 0.8599Epoch 10/10
4304/7200 [================>.............] - ETA: 0s - loss: 0.3322 - acc: 0.8599
1552/7200 [=====>........................] - ETA: 1s - loss: 0.3176 - acc: 0.8686Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3337 - acc: 0.8590     
 656/7200 [=>............................] - ETA: 0sss: 0.3267 - acc: 0.8631   
7200/7200 [==============================] - 1s - loss: 0.3301 - acc: 0.8658     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3352 - acc: 0.8632     
1360/7200 [====>.........................] - ETA: 1s - loss: 0.3175 - acc: 0.8676Epoch 10/10
2416/7200 [=========>....................] - ETA: 1s - loss: 0.3288 - acc: 0.8638Epoch 1/10
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3300 - acc: 0.86557Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3304 - acc: 0.8650     
7200/7200 [==============================] - 1s - loss: 0.3342 - acc: 0.8625     
7200/7200 [==============================] - 2s - loss: 0.4367 - acc: 0.8081     
Epoch 2/10
5696/7200 [======================>.......] - ETA: 0s - loss: 0.4462 - acc: 0.8107Epoch 1/10
3216/7200 [============>.................] - ETA: 0s - loss: 0.3634 - acc: 0.8517Epoch 1/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3625 - acc: 0.8500
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3595 - acc: 0.8550     
1552/7200 [=====>........................] - ETA: 3s - loss: 0.5445 - acc: 0.7687Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3563 - acc: 0.8538     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3488 - acc: 0.8556Epoch 3/10
6480/7200 [==========================>...] - ETA: 0s - loss: 0.4427 - acc: 0.8131
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4351 - acc: 0.8176     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8560     
Epoch 4/10
4976/7200 [===================>..........] - ETA: 0s - loss: 0.3466 - acc: 0.8581
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3564 - acc: 0.8547     
Epoch 3/10
 720/7200 [==>...........................] - ETA: 1s - loss: 0.3196 - acc: 0.8611
Epoch 5/10
  16/7200 [..............................] - ETA: 1s - loss: 0.3054 - acc: 0.8750
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3406 - acc: 0.8569     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8583     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8562     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3405 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8633     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8554     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8579     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3378 - acc: 0.8612     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8610     
5904/7200 [=======================>......] - ETA: 0s - loss: 0.3305 - acc: 0.8614Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8586     
6448/7200 [=========================>....] - ETA: 0s - loss: 0.3318 - acc: 0.8612Epoch 6/10
 464/7200 [>.............................] - ETA: 1s - loss: 0.3392 - acc: 0.8599
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3346 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3345 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3405 - acc: 0.8596     
7200/7200 [==============================] - 1s - loss: 0.3342 - acc: 0.8617     Epoch 7/10

Epoch 7/10
1168/7200 [===>..........................] - ETA: 1s - loss: 0.3376 - acc: 0.8536
1536/7200 [=====>........................] - ETA: 1s - loss: 0.3521 - acc: 0.8496Epoch 9/10
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3337 - acc: 0.8617
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3326 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3404 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3313 - acc: 0.8642     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3310 - acc: 0.8637     
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3261 - acc: 0.8627Epoch 10/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3385 - acc: 0.8575
Epoch 9/10
 480/7200 [=>............................] - ETA: 1s - loss: 0.3077 - acc: 0.8583
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8633     
7200/7200 [==============================] - 1s - loss: 0.3287 - acc: 0.8642     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3354 - acc: 0.8635     
Epoch 10/10
 688/7200 [=>............................] - ETA: 1s - loss: 0.3010 - acc: 0.8677
7200/7200 [==============================] - 1s - loss: 0.3338 - acc: 0.8622     
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3292 - acc: 0.8611Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3268 - acc: 0.8624     
5712/7200 [======================>.......] - ETA: 0s - loss: 0.4569 - acc: 0.Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4192 - acc: 0.8242     
Epoch 2/10
1952/7200 [=======>......................] - ETA: 3s - loss: 0.4751 - acc: 0.8084Epoch 1/10
3040/7200 [===========>..................] - ETA: 1s - loss: 0.4468 - acc: 0.8214Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4165 - acc: 0.8265     
2080/7200 [=======>......................] - ETA: 2s - loss: 0.4684 - acc: 0.8063Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8522     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4207 - acc: 0.8251     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4154 - acc: 0.8287     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3515 - acc: 0.8525Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3530 - acc: 0.8529     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3474 - acc: 0.8589     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3568 - acc: 0.8519     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8564     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8601     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8575     
7088/7200 [============================>.] - ETA: 0s - loss: 0.3409 - acc: 0.8599Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8594     
7024/7200 [============================>.] - ETA: 0s - loss: 0.3401 - acc: 0.8616Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8618     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3375 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8628     

Epoch 5/10
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8596     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3371 - acc: 0.8626     
Epoch 7/10
4512/7200 [=================>............] - ETA: 0s - loss: 0.3265 - acc: 0.8717
Epoch 7/10
  16/7200 [..............................] - ETA: 1s - loss: 0.2053 - acc: 0.8750
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3394 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3346 - acc: 0.8651     
Epoch 8/10
3792/7200 [==============>...............] - ETA: 0s - loss: 0.3304 - acc: 0.8658Epoch 7/10

7200/7200 [==============================] - 1s - loss: 0.3303 - acc: 0.8636     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3319 - acc: 0.8654     
1216/7200 [====>.........................] - ETA: 1s - loss: 0.3280 - acc: 0.8635Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3281 - acc: 0.8653     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3276 - acc: 0.8679     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3342 - acc: 0.8639     
1968/7200 [=======>......................] - ETA: 1s - loss: 0.3222 - acc: 0.8714Epoch 8/10
 736/7200 [==>...........................] - ETA: 1s - loss: 0.3076 - acc: 0.8899
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3271 - acc: 0.8657     
5280/7200 [=====================>........] - ETA: 0s - loss: 0.3333 - acc: 0.8634Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3258 - acc: 0.8675     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3323 - acc: 0.8632     
1552/7200 [=====>........................] - ETA: 1s - loss: 0.3180 - acc: 0.8718Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3284 - acc: 0.8660     
7200/7200 [==============================] - 1s - loss: 0.3256 - acc: 0.8653     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3245 - acc: 0.8699     
7200/7200 [==============================] - 1s - loss: 0.3307 - acc: 0.8667     
Epoch 10/10
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3248 - acc: 0.8638Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3221 - acc: 0.8660     
7200/7200 [==============================] - 1s - loss: 0.3282 - acc: 0.8637     
  16/7200 [..............................] - ETA: 312s - loss: 0.6800 - acc: 0.7500Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4236 - acc: 0.8240     
Epoch 2/10
4272/7200 [================>.............] - ETA: 1s - loss: 0.4384 - acc: 0.8137Epoch 1/10
5232/7200 [====================>.........] - ETA: 0s - loss: 0.4357 - acc: 0.8154Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4206 - acc: 0.8256     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3592 - acc: 0.8511     
3536/7200 [=============>................] - ETA: 1s - loss: 0.4394 - acc: 0.8122Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4224 - acc: 0.8257     
6256/7200 [=========================>....] - ETA: 0s - loss: 0.4284 - acc: 0.8215Epoch 2/10
  16/7200 [..............................] - ETA: 2s - loss: 0.2067 - acc: 0.9375
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4205 - acc: 0.8261     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3487 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3565 - acc: 0.8529     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3452 - acc: 0.8571     
Epoch 4/10
 448/7200 [>.............................] - ETA: 1s - loss: 0.3239 - acc: 0.8750
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3448 - acc: 0.8593     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8562     
Epoch 4/10
4112/7200 [================>.............] - ETA: 0s - loss: 0.3403 - acc: 0.8621
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8603     
1056/7200 [===>..........................] - ETA: 1s - loss: 0.3148 - acc: 0.8769Epoch 5/10
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3343 - acc: 0.8619
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3401 - acc: 0.8603     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3384 - acc: 0.8606     
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3123 - acc: 0.8793Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8643     
Epoch 6/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3376 - acc: 0.8605
Epoch 7/10
5184/7200 [====================>.........] - ETA: 0s - loss: 0.3337 - acc: 0.8648
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8646     
 480/7200 [=>............................] - ETA: 1s - loss: 0.2991 - acc: 0.8792Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3365 - acc: 0.8632     
Epoch 8/10
5104/7200 [====================>.........] - ETA: 0s - loss: 0.3323 - acc: 0.8642
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3341 - acc: 0.8631     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3344 - acc: 0.8626     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3334 - acc: 0.8635     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3338 - acc: 0.8639     
Epoch 8/10
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3286 - acc: 0.8619
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8644     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3316 - acc: 0.8622     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3301 - acc: 0.8621     
3616/7200 [==============>...............] - ETA: 0s - loss: 0.3245 - acc: 0.8711Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3276 - acc: 0.8628     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3309 - acc: 0.8642     
1952/7200 [=======>......................] - ETA: 1s - loss: 0.3093 - acc: 0.8740Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8671     
7200/7200 [==============================] - 1s - loss: 0.3295 - acc: 0.8643     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3282 - acc: 0.8637     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3274 - acc: 0.8685     
1872/7200 [======>.......................] - ETA: 0s - loss: 0.3254 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3226 - acc: 0.8647     
7200/7200 [==============================] - 1s - loss: 0.3255 - acc: 0.8650     
2608/7200 [=========>....................] - ETA: 0s - loss: 0.4884 - acc: 0.79Epoch 1/10
1872/7200 [======>.......................] - ETA: 3s - loss: 0.4957 - acc: 0.7821Epoch 1/10
2080/7200 [=======>......................] - ETA: 2s - loss: 0.4861 - acc: 0.7865Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4174 - acc: 0.8218     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4229 - acc: 0.8174     
2144/7200 [=======>......................] - ETA: 2s - loss: 0.4923 - acc: 0.7831Epoch 2/10
3600/7200 [==============>...............] - ETA: 1s - loss: 0.4659 - acc: 0.7994
2032/7200 [=======>......................] - ETA: 1s - loss: 0.3577 - acc: 0.8519Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4221 - acc: 0.8218     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4226 - acc: 0.8229     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3568 - acc: 0.8543     
2080/7200 [=======>......................] - ETA: 1s - loss: 0.3497 - acc: 0.8591Epoch 3/10
1840/7200 [======>.......................] - ETA: 1s - loss: 0.3417 - acc: 0.8658
4336/7200 [=================>............] - ETA: 0s - loss: 0.3560 - acc: 0.8549Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3566 - acc: 0.8531     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3552 - acc: 0.8551     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3461 - acc: 0.8606Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3489 - acc: 0.8575     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8618     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8556     
Epoch 4/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3326 - acc: 0.8634
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3454 - acc: 0.8610     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3337 - acc: 0.8629     
4048/7200 [===============>..............] - ETA: 0s - loss: 0.3460 - acc: 0.8636Epoch 6/10
2512/7200 [=========>....................] - ETA: 1s - loss: 0.3182 - acc: 0.8682
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3406 - acc: 0.8611     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3404 - acc: 0.8617     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3303 - acc: 0.8629     
2240/7200 [========>.....................] - ETA: 1s - loss: 0.3286 - acc: 0.8688Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8610     
2960/7200 [===========>..................] - ETA: 0s - loss: 0.3158 - acc: 0.8679Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8604     
Epoch 6/10
1856/7200 [======>.......................] - ETA: 1s - loss: 0.3357 - acc: 0.8534
Epoch 7/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3385 - acc: 0.8581
2512/7200 [=========>....................] - ETA: 1s - loss: 0.3197 - acc: 0.8678Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8624     
Epoch 7/10
5968/7200 [=======================>......] - ETA: 0s - loss: 0.3356 - acc: 0.8609
 880/7200 [==>...........................] - ETA: 1s - loss: 0.3613 - acc: 0.8580Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8618     
1968/7200 [=======>......................] - ETA: 1s - loss: 0.3555 - acc: 0.8547Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3260 - acc: 0.8647     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8649     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3312 - acc: 0.8654     
3440/7200 [=============>................] - ETA: 0s - loss: 0.3175 - acc: 0.8712Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3327 - acc: 0.8639     
 800/7200 [==>...........................] - ETA: 1s - loss: 0.3317 - acc: 0.8588Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3235 - acc: 0.8657     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3321 - acc: 0.8633     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3306 - acc: 0.8632     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3199 - acc: 0.8674     
7200/7200 [==============================] - 1s - loss: 0.3289 - acc: 0.8644     
Epoch 10/10
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3229 - acc: 0.8648
Epoch 10/10
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3210 - acc: 0.8631
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3267 - acc: 0.8655Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3275 - acc: 0.8649     
7200/7200 [==============================] - 1s - loss: 0.3265 - acc: 0.8664     
 672/7200 [=>............................] - ETA: 7s - loss: 0.6000 - acc: 0.7589 Epoch 1/10
1952/7200 [=======>......................] - ETA: 3s - loss: 0.4914 - acc: 0.7905Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4226 - acc: 0.8247     
Epoch 2/10
 288/7200 [>.............................] - ETA: 1s - loss: 0.3541 - acc: 0.8681Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4177 - acc: 0.8279     
 896/7200 [==>...........................] - ETA: 6s - loss: 0.5765 - acc: 0.7489Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3566 - acc: 0.8531     
3536/7200 [=============>................] - ETA: 1s - loss: 0.4581 - acc: 0.8060Epoch 3/10
2048/7200 [=======>......................] - ETA: 1s - loss: 0.3360 - acc: 0.8691
Epoch 2/10
1488/7200 [=====>........................] - ETA: 1s - loss: 0.3921 - acc: 0.8293
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8578     
1024/7200 [===>..........................] - ETA: 1s - loss: 0.3724 - acc: 0.8447Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3483 - acc: 0.8585     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3556 - acc: 0.8529     
Epoch 3/10
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3376 - acc: 0.8636
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3399 - acc: 0.8617     
2704/7200 [==========>...................] - ETA: 1s - loss: 0.3362 - acc: 0.8658Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8593     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8592     
2896/7200 [===========>..................] - ETA: 1s - loss: 0.3289 - acc: 0.8619Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3347 - acc: 0.8624     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8568     
5856/7200 [=======================>......] - ETA: 0s - loss: 0.3426 - acc: 0.8591Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8600     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3403 - acc: 0.8607     
Epoch 5/10
2720/7200 [==========>...................] - ETA: 1s - loss: 0.3252 - acc: 0.8680
Epoch 6/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3381 - acc: 0.8646
2672/7200 [==========>...................] - ETA: 1s - loss: 0.3172 - acc: 0.8679Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8629     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8631     
Epoch 6/10
3888/7200 [===============>..............] - ETA: 0s - loss: 0.3407 - acc: 0.8614
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8626     
4256/7200 [================>.............] - ETA: 0s - loss: 0.3284 - acc: 0.8618Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3380 - acc: 0.8593     
6112/7200 [========================>.....] - ETA: 0s - loss: 0.3328 - acc: 0.8619Epoch 7/10
2992/7200 [===========>..................] - ETA: 0s - loss: 0.3257 - acc: 0.8646
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3282 - acc: 0.8662     
 864/7200 [==>...........................] - ETA: 1s - loss: 0.3782 - acc: 0.8426Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3352 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8619     
5856/7200 [=======================>......] - ETA: 0s - loss: 0.3379 - acc: 0.8622Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3331 - acc: 0.8640     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3277 - acc: 0.8649     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3313 - acc: 0.8624     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3346 - acc: 0.8635     
Epoch 9/10
1248/7200 [====>.........................] - ETA: 1s - loss: 0.3105 - acc: 0.8694
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3242 - acc: 0.8657     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3307 - acc: 0.8631     
7200/7200 [==============================] - 1s - loss: 0.3301 - acc: 0.8651     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3280 - acc: 0.8661     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3241 - acc: 0.8651     
7200/7200 [==============================] - 1s - loss: 0.3314 - acc: 0.8628     
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3261 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3287 - acc: 0.8647     
576/800 [====================>.........] - ETA: 0s 2s - loss: 0.6326 - acc: 0.7768Epoch 1/10
1968/7200 [=======>......................] - ETA: 3s - loss: 0.4767 - acc: 0.8069Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4187 - acc: 0.8239     
Epoch 2/10
  16/7200 [..............................] - ETA: 2s - loss: 0.6649 - acc: 0.7500Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4179 - acc: 0.8253     
Epoch 2/10
4080/7200 [================>.............] - ETA: 1s - loss: 0.4530 - acc: 0.8091
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4175 - acc: 0.8256     
5968/7200 [=======================>......] - ETA: 0s - loss: 0.4291 - acc: 0.8202Epoch 2/10
  16/7200 [..............................] - ETA: 1s - loss: 0.5966 - acc: 0.8125
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4217 - acc: 0.8225     Epoch 2/10

3856/7200 [===============>..............] - ETA: 0s - loss: 0.3616 - acc: 0.8550
Epoch 4/10
2960/7200 [===========>..................] - ETA: 1s - loss: 0.3441 - acc: 0.8554
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8576     
3440/7200 [=============>................] - ETA: 0s - loss: 0.3428 - acc: 0.8584Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8515     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3425 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8593     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8550     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8617     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3388 - acc: 0.8576     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8617     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3453 - acc: 0.8568     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3348 - acc: 0.8622     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8637     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3401 - acc: 0.8592     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3330 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3317 - acc: 0.8629     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3328 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8583     
1136/7200 [===>..........................] - ETA: 1s - loss: 0.3125 - acc: 0.8732Epoch 7/10
1264/7200 [====>.........................] - ETA: 1s - loss: 0.3296 - acc: 0.8592
2624/7200 [=========>....................] - ETA: 1s - loss: 0.3168 - acc: 0.8662Epoch 9/10
7024/7200 [============================>.] - ETA: 0s - loss: 0.3309 - acc: 0.8616
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3298 - acc: 0.8624     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3365 - acc: 0.8593     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3285 - acc: 0.8656     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3279 - acc: 0.8649     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3268 - acc: 0.8647     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3328 - acc: 0.8632     
Epoch 9/10
1104/7200 [===>..........................] - ETA: 1s - loss: 0.3378 - acc: 0.8659
7200/7200 [==============================] - 1s - loss: 0.3268 - acc: 0.8637     
7200/7200 [==============================] - 1s - loss: 0.3258 - acc: 0.8647     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3326 - acc: 0.8624     
Epoch 10/10
7200/7200 [==============================] - 0s      - loss: 0.2825 - acc: 0.87
3056/7200 [===========>..................] - ETA: 0s - loss: 0.3229 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3236 - acc: 0.8657     6
1504/7200 [=====>........................] - ETA: 3s - loss: 0.6091 - acc: 0.7606
3488/7200 [=============>................] - ETA: 1s - loss: 0.5249 - acc: 0.7844Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4722 - acc: 0.8013     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3823 - acc: 0.8397     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4715 - acc: 0.8006     
Epoch 2/10
 992/7200 [===>..........................] - ETA: 0s - loss: 0.4068 - acc: 0.8367Epoch 1/10
5408/7200 [=====================>........] - ETA: 0s - loss: 0.3632 - acc: 0.8536Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3573 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3819 - acc: 0.8410     
Epoch 3/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3623 - acc: 0.8562Epoch 5/10

7200/7200 [==============================] - 0s - loss: 0.3553 - acc: 0.8560     
Epoch 4/10
5184/7200 [====================>.........] - ETA: 0s - loss: 0.3512 - acc: 0.8573
2464/7200 [=========>....................] - ETA: 0s - loss: 0.3580 - acc: 0.8531Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4684 - acc: 0.8026     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8551     
Epoch 5/10
6432/7200 [=========================>....] - ETA: 0s - loss: 0.3812 - acc: 0.8410
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3797 - acc: 0.8428     
Epoch 3/10
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3699 - acc: 0.8466
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8604     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3605 - acc: 0.8517     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8571     
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3420 - acc: 0.8613Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8593     
4352/7200 [=================>............] - ETA: 0s - loss: 0.3590 - acc: 0.8506Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3533 - acc: 0.8524     
Epoch 5/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3378 - acc: 0.8602
5856/7200 [=======================>......] - ETA: 0s - loss: 0.3399 - acc: 0.8593Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8600     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8601     
 480/7200 [=>............................] - ETA: 0s - loss: 0.2872 - acc: 0.8812Epoch 10/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3407 - acc: 0.8650
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3413 - acc: 0.8622Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8614     
Epoch 7/10
1376/7200 [====>.........................] - ETA: 0s - loss: 0.3380 - acc: 0.8561
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8592     
3200/7200 [============>.................] - ETA: 0s - loss: 0.3316 - acc: 0.8675
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8606     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8624     
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8586     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8589     
Epoch 10/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3352 - acc: 0.8663Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8642     
Epoch 10/10
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3410 - acc: 0.8602Epoch 1/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3438 - acc: 0.8584
7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.4792 - acc: 0.7960     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4760 - acc: 0.7964     
Epoch 2/10
6496/7200 [==========================>...] - ETA: 0s - loss: 0.4071 - acc: 0.8242Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4062 - acc: 0.8244     
Epoch 3/10
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3774 - acc: 0.8443Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4035 - acc: 0.8257     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3730 - acc: 0.8465     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3701 - acc: 0.8479     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.4750 - acc: 0.7981     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3589 - acc: 0.8549     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.4858 - acc: 0.8002Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4756 - acc: 0.7988     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8574     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4028 - acc: 0.8240     
Epoch 3/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3390 - acc: 0.8630
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4017 - acc: 0.8269     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8606     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3695 - acc: 0.8464     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8565     
Epoch 7/10
1376/7200 [====>.........................] - ETA: 0s - loss: 0.3262 - acc: 0.8619
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8567     
Epoch 5/10
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3579 - acc: 0.8555
Epoch 8/10
1056/7200 [===>..........................] - ETA: 0s - loss: 0.3534 - acc: 0.8551
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8613     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8568     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3444 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3466 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8600     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8581     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3427 - acc: 0.8618Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8589     
  32/7200 [..............................] - ETA: 0s - loss: 0.2019 - acc: 0.9375Epoch 10/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3456 - acc: 0.8572
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8590     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8600     
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8628     
 608/7200 [=>............................] - ETA: 0s - loss: 0.3888 - acc: 0.8487Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8608     
800/800 [==============================] - 0s      s - loss: 0.3371 - acc: 0.860
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8603     
Epoch 10/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3410 - acc: 0.8602Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8614     
Epoch 10/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3525 - acc: 0.8526Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8583     
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8619     
7200/7200 [==============================] - 1s - loss: 0.4855 - acc: 0.7978     
2976/7200 [===========>..................] - ETA: 1s - loss: 0.5601 - acc: 0.7890Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4867 - acc: 0.7968     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8374     
2528/7200 [=========>....................] - ETA: 0s - loss: 0.3989 - acc: 0.8319Epoch 3/10
1344/7200 [====>.........................] - ETA: 0s - loss: 0.3484 - acc: 0.8557Epoch 1/10
4064/7200 [===============>..............] - ETA: 0s - loss: 0.3652 - acc: 0.8509Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3974 - acc: 0.8369     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3637 - acc: 0.8510     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3665 - acc: 0.8503     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8561     
Epoch 5/10
4128/7200 [================>.............] - ETA: 0s - loss: 0.3510 - acc: 0.8576
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4822 - acc: 0.7964     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3552 - acc: 0.8543     
  32/7200 [..............................] - ETA: 1s - loss: 0.5740 - acc: 0.6875Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8586     
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3948 - acc: 0.8348Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3932 - acc: 0.8365     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3950 - acc: 0.8351     
Epoch 3/10
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3596 - acc: 0.8537
Epoch 7/10
3360/7200 [=============>................] - ETA: 0s - loss: 0.3687 - acc: 0.8506
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8617     
Epoch 7/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3488 - acc: 0.8505
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8606     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8604     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8601     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8617     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8594     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8608     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8576     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8624     
4448/7200 [=================>............] - ETA: 0s - loss: 0.3509 - acc: 0.8566Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8611     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8629     
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8604     
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8638     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8590     
3168/7200 [============>.................] - ETA: 0s - loss: 0.3442 - acc: 0.8573Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8619     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8596     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8601     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8621     
1760/7200 [======>.......................] - ETA: 0s - loss: 0.3335 - acc: 0.8716Epoch 1/10
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3306 - acc: 0.8687Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8636     
7200/7200 [==============================] - 1s - loss: 0.5149 - acc: 0.7897     
4704/7200 [==================>...........] - ETA: 0s - loss: 0.5564 - acc: 0.7808Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.5106 - acc: 0.7943     
Epoch 2/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3952 - acc: 0.8359Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8368     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3834 - acc: 0.8415     
Epoch 3/10
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3737 - acc: 0.8473Epoch 1/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3628 - acc: 0.8525
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8562     
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3519 - acc: 0.8560Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.5153 - acc: 0.7872     
2368/7200 [========>.....................] - ETA: 2s - loss: 0.6210 - acc: 0.7635Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8526     
Epoch 5/10
5024/7200 [===================>..........] - ETA: 0s - loss: 0.5524 - acc: 0.7777
2624/7200 [=========>....................] - ETA: 0s - loss: 0.4126 - acc: 0.8293Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.5132 - acc: 0.7914     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3910 - acc: 0.8389     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3399 - acc: 0.8605Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8587     
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3537 - acc: 0.8559Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3883 - acc: 0.8406     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3637 - acc: 0.8531     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3467 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8587     
Epoch 7/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3465 - acc: 0.8561
Epoch 4/10
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3483 - acc: 0.8557
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8590     
2464/7200 [=========>....................] - ETA: 0s - loss: 0.3535 - acc: 0.8523Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8551     
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8562     Epoch 5/10

4672/7200 [==================>...........] - ETA: 0s - loss: 0.3334 - acc: 0.8684Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8572     
Epoch 9/10
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3521 - acc: 0.8536
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8590     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8597     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8614     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8593     
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8643     
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8597     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8579     
Epoch 8/10
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3338 - acc: 0.8655
Epoch 10/10
 864/7200 [==>...........................] - ETA: 0s - loss: 0.3344 - acc: 0.8738Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8607     
Epoch 9/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3448 - acc: 0.8594Epoch 1/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3417 - acc: 0.8619
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8608     
7200/7200 [==============================] - 1s - loss: 0.4761 - acc: 0.8031     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4756 - acc: 0.8024     
Epoch 2/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3929 - acc: 0.8373Epoch 1/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.4086 - acc: 0.8270
3712/7200 [==============>...............] - ETA: 0sEpoch 3/10
4448/7200 [=================>............] - ETA: 0s - loss: 0.3681 - acc: 0.8505
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3630 - acc: 0.8536     
Epoch 4/10
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3589 - acc: 0.8527Epoch 1/10
2368/7200 [========>.....................] - ETA: 2s - loss: 0.5652 - acc: 0.7855
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3506 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4743 - acc: 0.8021     
Epoch 2/10
2464/7200 [=========>....................] - ETA: 0s - loss: 0.4086 - acc: 0.8291
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8597     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3889 - acc: 0.8394     
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3415 - acc: 0.8496Epoch 3/10
2528/7200 [=========>....................] - ETA: 0s - loss: 0.3453 - acc: 0.8489
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3666 - acc: 0.8565Epoch 2/10
2912/7200 [===========>..................] - ETA: 0s - loss: 0.3659 - acc: 0.8534
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8586     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3591 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3940 - acc: 0.8371     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8596     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8574     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3645 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8611     
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3476 - acc: 0.8553Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8604     
Epoch 9/10
3232/7200 [============>.................] - ETA: 0s - loss: 0.3281 - acc: 0.8685
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3529 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8617     
Epoch 9/10
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3198 - acc: 0.8728
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8610     
Epoch 7/10
3168/7200 [============>.................] - ETA: 0s - loss: 0.3187 - acc: 0.8696
Epoch 6/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3218 - acc: 0.8694
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8619     
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8611     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8600     
5792/7200 [=======================>......] - ETA: 0s - loss: 0.3290 - acc: 0.8646Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8622     
4960/7200 [===================>..........] - ETA: 0s - loss: 0.3374 - acc: 0.8625
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3423 - acc: 0.8603     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8626     
Epoch 10/10
 480/7200 [=>............................] - ETA: 0s - loss: 0.3044 - acc: 0.8854Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8603     
Epoch 9/10
3136/7200 [============>.................] - ETA: 0s - loss: 0.3447 - acc: 0.8575Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3316 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8600     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4866 - acc: 0.7847     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8611     
7200/7200 [==============================] - 1s - loss: 0.4885 - acc: 0.7842     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8403     
1344/7200 [====>.........................] - ETA: 0s - loss: 0.4027 - acc: 0.8266Epoch 3/10
 928/7200 [==>...........................] - ETA: 0s - loss: 0.3724 - acc: 0.8491Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3956 - acc: 0.8375     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3609 - acc: 0.8542     
Epoch 4/10
2976/7200 [===========>..................] - ETA: 0s - loss: 0.3750 - acc: 0.84648Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3626 - acc: 0.8524     
4800/7200 [===================>..........] - ETA: 0s - loss: 0.5231 - acc: 0.7696Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8560     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4904 - acc: 0.7837     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8574     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8587     
Epoch 6/10
1440/7200 [=====>........................] - ETA: 0s - loss: 0.3623 - acc: 0.8479
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4871 - acc: 0.7843     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8569     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8614     
Epoch 7/10
7168/7200 [============================>.] - ETA: 0s - loss: 0.3914 - acc: 0.8380
7200/7200 [==============================] - 0s - loss: 0.3912 - acc: 0.8382     Epoch 4/10
  32/7200 [..............................] - ETA: 0s - loss: 0.3254 - acc: 0.8438
4288/7200 [================>.............] - ETA: 0s - loss: 0.3477 - acc: 0.8559Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8608     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8590     
4256/7200 [================>.............] - ETA: 0s - loss: 0.3654 - acc: 0.8499Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3592 - acc: 0.8531     
4224/7200 [================>.............] - ETA: 0s - loss: 0.3383 - acc: 0.8589Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8512     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8606     
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3348 - acc: 0.8615Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8608     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3502 - acc: 0.8539Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8547     
Epoch 5/10
 800/7200 [==>...........................] - ETA: 0s - loss: 0.3467 - acc: 0.8562
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8624     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3423 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8581     
Epoch 7/10
1824/7200 [======>.......................] - ETA: 0s - loss: 0.3439 - acc: 0.8569
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8644     
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8647     
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8617     
Epoch 8/10
2400/7200 [=========>....................] - ETA: 0s - loss: 0.3366 - acc: 0.8629Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8583     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8594     
Epoch 9/10
4832/7200 [===================>..........] - ETA: 0s - loss: 0.3397 - acc: 0.86034Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8608     
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8597     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4817 - acc: 0.7936     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8619     
7200/7200 [==============================] - 0s - loss: 0.4030 - acc: 0.8299     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4798 - acc: 0.7943     
Epoch 2/10
4384/7200 [=================>............] - ETA: 0s - loss: 0.4049 - acc: 0.8239Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3692 - acc: 0.8478     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3978 - acc: 0.8306     
Epoch 3/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3543 - acc: 0.8569Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3635 - acc: 0.8514     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.4786 - acc: 0.7968     
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3508 - acc: 0.8555Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8556     
6880/7200 [===========================>..] - ETA: 0s - loss: 0.3458 - acc: 0.8586Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8582     
2720/7200 [==========>...................] - ETA: 1s - loss: 0.5540 - acc: 0.7849Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3984 - acc: 0.8336     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4775 - acc: 0.7981     
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3453 - acc: 0.8584Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3444 - acc: 0.8593     
Epoch 6/10
2720/7200 [==========>...................] - ETA: 0s - loss: 0.4085 - acc: 0.8239
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3618 - acc: 0.8511     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3972 - acc: 0.8342     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8597     
Epoch 7/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3235 - acc: 0.8625
3168/7200 [============>.................] - ETA: 0s - loss: 0.3610 - acc: 0.8491Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3499 - acc: 0.8546     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3612 - acc: 0.8503     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8608     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3293 - acc: 0.8647Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8600     
Epoch 9/10
3232/7200 [============>.................] - ETA: 0s - loss: 0.3537 - acc: 0.8555
Epoch 6/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3390 - acc: 0.8632
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8579     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8596     
Epoch 7/10
 448/7200 [>.............................] - ETA: 0s - loss: 0.3307 - acc: 0.8661
4160/7200 [================>.............] - ETA: 0s - loss: 0.3236 - acc: 0.8678Epoch 6/10
2400/7200 [=========>....................] - ETA: 0s - loss: 0.3320 - acc: 0.8633
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8622     
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8617     
4352/7200 [=================>............] - ETA: 0s - loss: 0.3229 - acc: 0.8686Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8601     
 928/7200 [==>...........................] - ETA: 0s - loss: 0.3315 - acc: 0.8707Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8624     
Epoch 8/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3393 - acc: 0.8616Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8617     
Epoch 9/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3182 - acc: 0.8674Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8621     
2720/7200 [==========>...................] - ETA: 1s - loss: 0.5340 - acc: 0.7923
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4658 - acc: 0.8043     
 448/7200 [>.............................] - ETA: 14s - loss: 0.6502 - acc: 0.7812 Epoch 2/10
800/800 [==============================] - 0s      s - loss: 0.3309 - acc: 0.863
7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8635     
7200/7200 [==============================] - 0s      - loss: 0.3710 - acc: 0.85
7200/7200 [==============================] - 1s - loss: 0.4699 - acc: 0.8031     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3766 - acc: 0.8475     
Epoch 3/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3822 - acc: 0.8448Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3813 - acc: 0.8465     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8517     
Epoch 4/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3666 - acc: 0.8451Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3603 - acc: 0.8497     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8579     
 480/7200 [=>............................] - ETA: 0s - loss: 0.3376 - acc: 0.8688Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4665 - acc: 0.8044     
Epoch 2/10
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3715 - acc: 0.8496
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8593     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3784 - acc: 0.8450     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4677 - acc: 0.8038     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8582     
Epoch 6/10
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3350 - acc: 0.8628
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8546     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3767 - acc: 0.8462     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8571     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8622     
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3533 - acc: 0.8561Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8560     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8564     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8585     
4512/7200 [=================>............] - ETA: 0s - loss: 0.3269 - acc: 0.8668Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3331 - acc: 0.8640     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8601     
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3398 - acc: 0.8608Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8594     
Epoch 7/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3347 - acc: 0.8590
Epoch 10/10
2400/7200 [=========>....................] - ETA: 0s - loss: 0.3224 - acc: 0.8729
6976/7200 [============================>.] - ETA: 0s - loss: 0.3436 - acc: 0.8615
Epoch 7/10
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3416 - acc: 0.8586
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8601     
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8614     
Epoch 8/10
 32/800 [>.............................] - ETA: 16soss: 0.3423 - acc: 0.8603     
Epoch 9/10
4256/7200 [================>.............] - ETA: 0s - loss: 0.3258 - acc: 0.8672Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8600     
Epoch 10/10
2976/7200 [===========>..................] - ETA: 0s - loss: 0.3293 - acc: 0.8676Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8626     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8614     
7200/7200 [==============================] - 1s - loss: 0.4656 - acc: 0.8010     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.4639 - acc: 0.8021     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3846 - acc: 0.8407     
Epoch 3/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3797 - acc: 0.8451Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3791 - acc: 0.8456     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3587 - acc: 0.8539     
Epoch 4/10
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3546 - acc: 0.8546Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3519 - acc: 0.8561     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3519 - acc: 0.8536     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4712 - acc: 0.7979     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8571     
2144/7200 [=======>......................] - ETA: 0s - loss: 0.3332 - acc: 0.8601Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4671 - acc: 0.8011     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8596     
 512/7200 [=>............................] - ETA: 0s - loss: 0.3994 - acc: 0.8086Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3873 - acc: 0.8403     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3830 - acc: 0.8436     
4544/7200 [=================>............] - ETA: 0s - loss: 0.3518 - acc: 0.8545Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3577 - acc: 0.8550     

 480/7200 [=>............................] - ETA: 0s - loss: 0.3861 - acc: 0.8417Epoch 7/10
Epoch 4/10
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3618 - acc: 0.8537
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3549 - acc: 0.8576     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8626     
Epoch 8/10
 480/7200 [=>............................] - ETA: 0s - loss: 0.3139 - acc: 0.8479
Epoch 5/10
1888/7200 [======>.......................] - ETA: 0s - loss: 0.3460 - acc: 0.8559
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8578     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3473 - acc: 0.8577Epoch 5/10
 512/7200 [=>............................] - ETA: 0s - loss: 0.3658 - acc: 0.8379
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8569     
Epoch 9/10
Epoch 6/10
1440/7200 [=====>........................] - ETA: 0s - loss: 0.3526 - acc: 0.8549
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8579     
7040/7200 [============================>.] - ETA: 0s - loss: 0.3336 - acc: 0.8638Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8632     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8608     
7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8622     
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8604     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8626     
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3449 - acc: 0.8563Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8582     
Epoch 8/10
3616/7200 [==============>...............] - ETA: 0s - loss: 0.3465 - acc: 0.8587Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8610     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3412 - acc: 0.8630Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8642     
 512/7200 [=>............................] - ETA: 0s - loss: 0.3549 - acc: 0.8516Epoch 9/10
1440/7200 [=====>........................] - ETA: 0s - loss: 0.3539 - acc: 0.8528Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8592     3
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4721 - acc: 0.8000     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8642     
7200/7200 [==============================] - 1s - loss: 0.4705 - acc: 0.8007     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3891 - acc: 0.8397     
Epoch 3/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3612 - acc: 0.8525Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3861 - acc: 0.8399     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3591 - acc: 0.8547     
Epoch 4/10
3520/7200 [=============>................] - ETA: 0s - loss: 0.3553 - acc: 0.85312Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8549     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8575     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4709 - acc: 0.7985     
Epoch 2/10
1440/7200 [=====>........................] - ETA: 4s - loss: 0.6020 - acc: 0.7986
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3849 - acc: 0.8394     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4760 - acc: 0.7985     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3444 - acc: 0.8593     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8587     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3553 - acc: 0.8575     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3972 - acc: 0.8317     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8614     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8594     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3637 - acc: 0.8525     
Epoch 4/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3485 - acc: 0.8623
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3379 - acc: 0.8602Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8603     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8562     
Epoch 5/10
 544/7200 [=>............................] - ETA: 0s - loss: 0.3183 - acc: 0.8750
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8622     
4352/7200 [=================>............] - ETA: 0s - loss: 0.3374 - acc: 0.8575Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8553     
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3393 - acc: 0.8590Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8613     Epoch 7/10

3200/7200 [============>.................] - ETA: 0s - loss: 0.3372 - acc: 0.8609
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8613     
3552/7200 [=============>................] - ETA: 0s - loss: 0.3357 - acc: 0.8559
Epoch 7/10
4000/7200 [===============>..............] - ETA: 0s - loss: 0.3359 - acc: 0.8572
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8614     
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8619     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8626     
Epoch 9/10
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3406 - acc: 0.8590Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8629     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8613     
Epoch 9/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3381 - acc: 0.8576Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8604     
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4846 - acc: 0.7962     
7136/7200 [============================>.] - ETA: 0s - loss: 0.3399 - acc: 0.8583Epoch 2/10
2784/7200 [==========>...................] - ETA: 0sss: 0.3387 - acc: 0.8589   
7200/7200 [==============================] - 1s - loss: 0.4845 - acc: 0.7967     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3846 - acc: 0.8414     
Epoch 3/10
 768/7200 [==>...........................] - ETA: 0s - loss: 0.4003 - acc: 0.82Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3880 - acc: 0.8369     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3573 - acc: 0.8538     
Epoch 4/10
1952/7200 [=======>......................] - ETA: 0s - loss: 0.3457 - acc: 0.86171Epoch 1/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.5194 - acc: 0.7824
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8557     
Epoch 5/10
1632/7200 [=====>........................] - ETA: 0s - loss: 0.3303 - acc: 0.8670
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8567     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3914 - acc: 0.8365     
Epoch 3/10
 992/7200 [===>..........................] - ETA: 0s - loss: 0.3685 - acc: 0.8508
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8608     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8579     
Epoch 6/10
1376/7200 [====>.........................] - ETA: 0s - loss: 0.3535 - acc: 0.8648
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3812 - acc: 0.8425     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8593     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3546 - acc: 0.8554     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8607     
Epoch 9/10
 512/7200 [=>............................] - ETA: 0s - loss: 0.3203 - acc: 0.8633
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3502 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8569     
3328/7200 [============>.................] - ETA: 0s - loss: 0.3222 - acc: 0.8603Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8601     
Epoch 10/10
 384/7200 [>.............................] - ETA: 1s - loss: 0.3030 - acc: 0.8854
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8525     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8633     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8618     
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8565     
Epoch 8/10
 512/7200 [=>............................] - ETA: 0s - loss: 0.3431 - acc: 0.8613
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8657     
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8594     
Epoch 9/10
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3070 - acc: 0.8672
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8606     
Epoch 10/10
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3358 - acc: 0.8615Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8614     
Epoch 9/10
5856/7200 [=======================>......] - ETA: 0s - loss: 0.3346 - acc: 0.8589
7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8621     
Epoch 10/10
Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8650     
 480/7200 [=>............................] - ETA: 14s - loss: 0.6614 - acc: 0.7104 
Epoch 2/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3967 - acc: 0.83Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4722 - acc: 0.8022     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3895 - acc: 0.8386     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3859 - acc: 0.8424     
7200/7200 [==============================] - 0s - loss: 0.3611 - acc: 0.8535     2Epoch 3/10

Epoch 4/10
  32/7200 [..............................] - ETA: 1s - loss: 0.2265 - acc: 0.9062Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4717 - acc: 0.8033     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3576 - acc: 0.8532     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3834 - acc: 0.8422     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3488 - acc: 0.8568     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8575     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4713 - acc: 0.8035     
1952/7200 [=======>......................] - ETA: 0s - loss: 0.3442 - acc: 0.8607Epoch 2/10
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3928 - acc: 0.8387
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8578     
Epoch 6/10
1600/7200 [=====>........................] - ETA: 0s - loss: 0.3354 - acc: 0.8562
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3862 - acc: 0.8413     
Epoch 3/10
5280/7200 [=====================>........] - ETA: 0s - loss: 0.3451 - acc: 0.8600
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8613     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8624     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3577 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8593     
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3514 - acc: 0.8552Epoch 9/10
2144/7200 [=======>......................] - ETA: 0s - loss: 0.3539 - acc: 0.8559
Epoch 8/10
1376/7200 [====>.........................] - ETA: 0s - loss: 0.3199 - acc: 0.8656
Epoch 5/10
5408/7200 [=====================>........] - ETA: 0s - loss: 0.3469 - acc: 0.8554
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3384 - acc: 0.8609Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8596     
Epoch 10/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3150 - acc: 0.8719
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8582     
3456/7200 [=============>................] - ETA: 0s - loss: 0.3359 - acc: 0.8681Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8615     
4352/7200 [=================>............] - ETA: 0s - loss: 0.3485 - acc: 0.8541Epoch 8/10
1376/7200 [====>.........................] - ETA: 0s - loss: 0.3198 - acc: 0.8656
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8608     
Epoch 7/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3334 - acc: 0.8611
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8607     
7200/7200 [==============================] - 0s - loss: 0.3376 - acc: 0.8606     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8640     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8601     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3380 - acc: 0.8636Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8649     
Epoch 10/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3318 - acc: 0.8619Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8618     
 800/7200 [==>...........................] - ETA: 8s - loss: 0.6579 - acc: 0.6975 
Epoch 2/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.4874 - acc: 0.7898Epoch 1/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3808 - acc: 0.8464
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3795 - acc: 0.8471     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3522 - acc: 0.8539     
7200/7200 [==============================] - 0s - loss: 0.3785 - acc: 0.8467     Epoch 4/10

Epoch 3/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3368 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8517     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3460 - acc: 0.8569     
  32/7200 [..............................] - ETA: 0s - loss: 0.3424 - acc: 0.8750Epoch 2/10

  32/7200 [..............................] - ETA: 0s - loss: 0.3903 - acc: 0.8438Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8596     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3731 - acc: 0.8483     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4707 - acc: 0.8018     
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3429 - acc: 0.8627Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8596     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3527 - acc: 0.8574     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3728 - acc: 0.8508     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8626     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8613     Epoch 5/10

3200/7200 [============>.................] - ETA: 0s - loss: 0.3470 - acc: 0.8575
3168/7200 [============>.................] - ETA: 0s - loss: 0.3442 - acc: 0.8592Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8611     

Epoch 9/10
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8604     
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3238 - acc: 0.8680Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8608     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8618     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8586     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8622     
Epoch 6/10
4704/7200 [==================>...........] - ETA: 0s - loss: 0.3365 - acc: 0.8601
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8599     
Epoch 10/10
7008/7200 [============================>.] - ETA: 0s - loss: 0.3382 - acc: 0.8636
Epoch 8/10
  32/7200 [..............................] - ETA: 0s - loss: 0.3563 - acc: 0.8438
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8592     
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8597     
Epoch 9/10
6112/7200 [========================>.....] - ETA: 0sss: 0.3369 - acc: 0.8635   
Epoch 8/10
6976/7200 [============================>.] - ETA: 0s - loss: 0.3361 - acc: 0.8610Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8663     
 480/7200 [=>............................] - ETA: 0s - loss: 0.3139 - acc: 0.8750Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8658     
Epoch 10/10
6976/7200 [============================>.] - ETA: 0s - loss: 0.3320 - acc: 0.8642Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8639     
7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8653     
7200/7200 [==============================] - 1s - loss: 0.4657 - acc: 0.8046     2
2784/7200 [==========>...................] - ETA: 0sEpoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4645 - acc: 0.8056     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3812 - acc: 0.8429     
5024/7200 [===================>..........] - ETA: 0sEpoch 3/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3812 - acc: 0.84Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3750 - acc: 0.8488     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3592 - acc: 0.8551     
Epoch 4/10
2080/7200 [=======>......................] - ETA: 0s - loss: 0.3673 - acc: 0.8524Epoch 1/10
3552/7200 [=============>................] - ETA: 1s - loss: 0.5159 - acc: 0.7928
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8556     
 416/7200 [>.............................] - ETA: 0s - loss: 0.3723 - acc: 0.8462Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4713 - acc: 0.8010     
Epoch 2/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3444 - acc: 0.8584
Epoch 5/10
4256/7200 [================>.............] - ETA: 1s - loss: 0.5008 - acc: 0.7951
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4674 - acc: 0.8061     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3830 - acc: 0.8438     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8639     
Epoch 6/10
  32/7200 [..............................] - ETA: 0s - loss: 0.3555 - acc: 0.8750
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3783 - acc: 0.8468     
Epoch 3/10
3872/7200 [===============>..............] - ETA: 0s - loss: 0.3309 - acc: 0.8667
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8632     
Epoch 7/10
  32/7200 [..............................] - ETA: 0s - loss: 0.1729 - acc: 0.9375
3168/7200 [============>.................] - ETA: 0s - loss: 0.3608 - acc: 0.8491Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3549 - acc: 0.8571     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8569     
 992/7200 [===>..........................] - ETA: 0s - loss: 0.3788 - acc: 0.8438Epoch 5/10
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3522 - acc: 0.8557
Epoch 8/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3496 - acc: 0.8575
Epoch 9/10
2912/7200 [===========>..................] - ETA: 0s - loss: 0.3361 - acc: 0.8630
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3467 - acc: 0.8613     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8646     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8622     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3372 - acc: 0.8659Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8631     
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8633     Epoch 6/10

Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8651     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8615     
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8636     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8628     

Epoch 9/10
Epoch 8/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3361 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8636     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8646     
Epoch 9/10
5152/7200 [====================>.........] - ETA: 0s - loss: 0.3360 - acc: 0.8667Epoch 1/10
  32/7200 [..............................] - ETA: 219s - loss: 0.6870 - acc: 0.5938
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4703 - acc: 0.8049     
  32/7200 [..............................] - ETA: 222s - loss: 0.6836 - acc: 0.6250Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8631     
7200/7200 [==============================] - 1s - loss: 0.4689 - acc: 0.8065     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3802 - acc: 0.8417     
  32/7200 [..............................] - ETA: 2s - loss: 0.4498 - acc: 0.7812Epoch 3/10
3488/7200 [=============>................] - ETA: 0s - loss: 0.3906 - acc: 0.8394Epoch 1/10
7072/7200 [============================>.] - ETA: 0s - loss: 0.3799 - acc: 0.8422
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3795 - acc: 0.8426     
Epoch 3/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3553 - acc: 0.8526Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8561     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.4693 - acc: 0.8047     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8576     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8604     
1696/7200 [======>.......................] - ETA: 3s - loss: 0.5956 - acc: 0.7824Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4708 - acc: 0.8056     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3790 - acc: 0.8431     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8597     
7040/7200 [============================>.] - ETA: 0s - loss: 0.3419 - acc: 0.8582Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8585     
2336/7200 [========>.....................] - ETA: 0s - loss: 0.4049 - acc: 0.8313Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3814 - acc: 0.8418     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8544     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3455 - acc: 0.8558Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8597     
7008/7200 [============================>.] - ETA: 0s - loss: 0.3397 - acc: 0.8586Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8596     
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3440 - acc: 0.8588Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8579     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3562 - acc: 0.8581     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8626     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8617     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8576     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8621     
 416/7200 [>.............................] - ETA: 0s - loss: 0.2838 - acc: 0.9038Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8618     
5088/7200 [====================>.........] - ETA: 0s - loss: 0.3306 - acc: 0.8638Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8600     
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3431 - acc: 0.8519Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3360 - acc: 0.8614     
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8633     
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3406 - acc: 0.8569Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8586     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8624     
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3414 - acc: 0.8595
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8603     
Epoch 8/10
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3467 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8622     
Epoch 10/10
1312/7200 [====>.........................] - ETA: 0s - loss: 0.3106 - acc: 0.8796
Epoch 9/10
2656/7200 [==========>...................] - ETA: 0s - loss: 0.3350 - acc: 0.8652Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3312 - acc: 0.8628     
7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8618     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4495 - acc: 0.8114     
3232/7200 [============>.................] - ETA: 0s - loss: 0.3329 - acc: 0.8654Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8607     
7200/7200 [==============================] - 0s - loss: 0.3711 - acc: 0.8471     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4493 - acc: 0.8111     
Epoch 2/10
4480/7200 [=================>............] - ETA: 0s - loss: 0.3496 - acc: 0.8618Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3519 - acc: 0.8568     
Epoch 4/10
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3671 - acc: 0.8523
7200/7200 [==============================] - 0s - loss: 0.3683 - acc: 0.8500     
Epoch 3/10
1280/7200 [====>.........................] - ETA: 5s - loss: 0.5857 - acc: 0.7750Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8558     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.4505 - acc: 0.8101     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8593     
1760/7200 [======>.......................] - ETA: 0s - loss: 0.3326 - acc: 0.8619Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3743 - acc: 0.8458     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8636     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8615     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4475 - acc: 0.8106     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3551 - acc: 0.8543     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8604     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8638     
Epoch 7/10
1952/7200 [=======>......................] - ETA: 0s - loss: 0.3403 - acc: 0.8607
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8601     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8629     
Epoch 9/10
3360/7200 [=============>................] - ETA: 0s - loss: 0.3465 - acc: 0.8622
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3207 - acc: 0.8738Epoch 8/10
  32/7200 [..............................] - ETA: 1s - loss: 0.2822 - acc: 0.9688
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3328 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8618     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8592     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8640     
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8654     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8621     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8583     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3291 - acc: 0.8644     
7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8618     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8589     
Epoch 9/10
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3349 - acc: 0.8625Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8628     
Epoch 8/10
6464/7200 [=========================>....] - ETA: 0sss: 0.3361 - acc: 0.8629   
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8618     
Epoch 9/10
1120/7200 [===>..........................] - ETA: 0s - loss: 0.3131 - acc: 0.8795Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8613     
7200/7200 [==============================] - 0s - loss: 0.3289 - acc: 0.8631     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4656 - acc: 0.8018     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3271 - acc: 0.8636     
4928/7200 [===================>..........] - ETA: 0s - loss: 0.4829 - acc: 0.7985
Epoch 3/10
2336/7200 [========>.....................] - ETA: 0s - loss: 0.3423 - acc: 0.8626
Epoch 2/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3451 - acc: 0.8601Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3566 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3775 - acc: 0.8440     
2656/7200 [==========>...................] - ETA: 0s - loss: 0.3347 - acc: 0.8716Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8572     
Epoch 5/10
5856/7200 [=======================>......] - ETA: 0s - loss: 0.3530 - acc: 0.8567Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8554     
Epoch 4/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3412 - acc: 0.8604
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8592     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3756 - acc: 0.8444     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8611     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3439 - acc: 0.8596     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4615 - acc: 0.8056     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3533 - acc: 0.8538     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8604     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8607     
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3727 - acc: 0.8455Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3723 - acc: 0.8462     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8592     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8617     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8608     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8592     
6560/7200 [==========================>...] - ETA: 0s - loss: 0.3328 - acc: 0.8636Epoch 5/10
6048/7200 [========================>.....] - ETA: 0s - loss: 0.3319 - acc: 0.8641
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8604     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8621     
7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8594     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8629     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8592     
1120/7200 [===>..........................] - ETA: 0s - loss: 0.3490 - acc: 0.8554Epoch 8/10
 832/7200 [==>...........................] - ETA: 0sss: 0.3375 - acc: 0.8596   Epoch 7/10


 800/7200 [==>...........................] - ETA: 0s - loss: 0.2988 - acc: 0.8750
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8613     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8629     
Epoch 10/10
2144/7200 [=======>......................] - ETA: 0s - loss: 0.3152 - acc: 0.8689Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8635     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8619     
1472/7200 [=====>........................] - ETA: 4s - loss: 0.5685 - acc: 0.7880Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8644     
Epoch 10/10
3648/7200 [==============>...............] - ETA: 0sss: 0.4485 - acc: 0.8106   
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8629     
7200/7200 [==============================] - 0s - loss: 0.3640 - acc: 0.8500     
Epoch 3/10
5216/7200 [====================>.........] - ETA: 0s - loss: 0.4673 - acc: 0.8043Epoch 1/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3442 - acc: 0.8568
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8571     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3709 - acc: 0.8504Epoch 4/10
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3328 - acc: 0.8659
Epoch 3/10
2048/7200 [=======>......................] - ETA: 3s - loss: 0.5382 - acc: 0.7896Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8606     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4513 - acc: 0.8082     
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8558     Epoch 2/10
  32/7200 [..............................] - ETA: 1s - loss: 0.2985 - acc: 0.9375
Epoch 4/10
4128/7200 [================>.............] - ETA: 0s - loss: 0.3698 - acc: 0.8520
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3685 - acc: 0.8503     
3168/7200 [============>.................] - ETA: 0s - loss: 0.3368 - acc: 0.8598Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8593     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4494 - acc: 0.8097     
2400/7200 [=========>....................] - ETA: 0s - loss: 0.3567 - acc: 0.8517Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8603     
3232/7200 [============>.................] - ETA: 0s - loss: 0.3490 - acc: 0.8537Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8568     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8638     
Epoch 8/10
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3448 - acc: 0.8582
Epoch 3/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3409 - acc: 0.8597
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8592     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8569     
 448/7200 [>.............................] - ETA: 0s - loss: 0.2977 - acc: 0.8929Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8600     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8614     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8587     Epoch 5/10

7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8604     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3303 - acc: 0.8631     
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3382 - acc: 0.8641
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8628     
2208/7200 [========>.....................] - ETA: 0s - loss: 0.3419 - acc: 0.8582Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8603     
Epoch 10/10
  32/7200 [..............................] - ETA: 0sss: 0.3386 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8615     
Epoch 9/10
3360/7200 [=============>................] - ETA: 0s - loss: 0.3378 - acc: 0.8702
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8656     
Epoch 8/10
1312/7200 [====>.........................] - ETA: 0s - loss: 0.3486 - acc: 0.8552Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8629     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8633     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8640     
2816/7200 [==========>...................] - ETA: 2s - loss: 0.5148 - acc: 0.7955Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8650     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4625 - acc: 0.8058     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8635     
7200/7200 [==============================] - 0s - loss: 0.3751 - acc: 0.8451     
Epoch 3/10
4704/7200 [==================>...........] - ETA: 0s - loss: 0.4884 - acc: 0.7957Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4599 - acc: 0.8074     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3543 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3699 - acc: 0.8500     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3492 - acc: 0.8603     
Epoch 5/10
3168/7200 [============>.................] - ETA: 0s - loss: 0.3578 - acc: 0.8535Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8572     
6912/7200 [===========================>..] - ETA: 0s - loss: 0.4634 - acc: 0.8038Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.4641 - acc: 0.8035     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8604     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3781 - acc: 0.8467     
Epoch 3/10
4704/7200 [==================>...........] - ETA: 0s - loss: 0.4889 - acc: 0.7904
Epoch 7/10
4384/7200 [=================>............] - ETA: 0s - loss: 0.3594 - acc: 0.8485
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8524     
Epoch 4/10
  32/7200 [..............................] - ETA: 0s - loss: 0.3546 - acc: 0.8750
Epoch 6/10
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3802 - acc: 0.8420
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3283 - acc: 0.8652Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3743 - acc: 0.8464     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8590     
Epoch 5/10
  32/7200 [..............................] - ETA: 1s - loss: 0.2706 - acc: 0.8750
4384/7200 [=================>............] - ETA: 0s - loss: 0.3388 - acc: 0.8613Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8607     
Epoch 9/10
4640/7200 [==================>...........] - ETA: 0s - loss: 0.3477 - acc: 0.8601
Epoch 4/10
2464/7200 [=========>....................] - ETA: 0s - loss: 0.3473 - acc: 0.8527
Epoch 6/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3395 - acc: 0.8568
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8607     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8597     
4448/7200 [=================>............] - ETA: 0s - loss: 0.3311 - acc: 0.8633Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8640     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8638     
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8628     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8599     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8647     
  32/7200 [..............................] - ETA: 0s - loss: 0.5774 - acc: 0.7188Epoch 10/10
4288/7200 [================>.............] - ETA: 0sss: 0.3405 - acc: 0.8621   
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8667     Epoch 9/10

4704/7200 [==================>...........] - ETA: 0s - loss: 0.3363 - acc: 0.8601Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8632     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8624     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8651     
Epoch 9/10
1696/7200 [======>.......................] - ETA: 0s - loss: 0.3384 - acc: 0.85919
4288/7200 [================>.............] - ETA: 0s - loss: 0.3285 - acc: 0.8661Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8647     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4626 - acc: 0.7990     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3331 - acc: 0.8658     
7200/7200 [==============================] - 0s - loss: 0.3673 - acc: 0.8468     
Epoch 3/10
3200/7200 [============>.................] - ETA: 0s - loss: 0.3524 - acc: 0.8547Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4613 - acc: 0.7993     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8561     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3655 - acc: 0.8493     
Epoch 3/10
1632/7200 [=====>........................] - ETA: 4s - loss: 0.5874 - acc: 0.7506
Epoch 5/10
3392/7200 [=============>................] - ETA: 1s - loss: 0.5136 - acc: 0.7765Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4604 - acc: 0.7999     
Epoch 2/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3422 - acc: 0.8608
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8592     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3640 - acc: 0.8481     
1792/7200 [======>.......................] - ETA: 4s - loss: 0.5713 - acc: 0.7645Epoch 3/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3345 - acc: 0.8661
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8622     
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3442 - acc: 0.8598Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4647 - acc: 0.7986     
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3422 - acc: 0.8592Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3460 - acc: 0.8579     
Epoch 4/10
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3828 - acc: 0.8445
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8629     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3696 - acc: 0.8490     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8614     
Epoch 7/10
2336/7200 [========>.....................] - ETA: 0s - loss: 0.3424 - acc: 0.8592
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3490 - acc: 0.8570Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3529 - acc: 0.8561     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8610     
4512/7200 [=================>............] - ETA: 0s - loss: 0.3436 - acc: 0.8579Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8628     
1280/7200 [====>.........................] - ETA: 0s - loss: 0.3476 - acc: 0.8578Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8638     
Epoch 10/10
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3334 - acc: 0.8643
5536/7200 [======================>.......] - ETA: 0s - loss: 0.3332 - acc: 0.8629Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8625     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3330 - acc: 0.8660     
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8618     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8619     
7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8626     Epoch 8/10

  32/7200 [..............................] - ETA: 0s - loss: 0.3472 - acc: 0.9062Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8585     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8624     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8665     
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3351 - acc: 0.8619Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8599     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3290 - acc: 0.8640     
Epoch 10/10
7200/7200 [==============================] - 0s      - loss: 0.3273 - acc: 0.86
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8611     
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3309 - acc: 0.8628Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3280 - acc: 0.8646     
4288/7200 [================>.............] - ETA: 1s - loss: 0.5167 - acc: 0.7847Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8642     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4742 - acc: 0.7999     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8626     
7200/7200 [==============================] - 0s - loss: 0.3729 - acc: 0.8460     5
Epoch 3/10
3232/7200 [============>.................] - ETA: 0s - loss: 0.3599 - acc: 0.8478Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4729 - acc: 0.7990     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8538     
Epoch 4/10
4224/7200 [================>.............] - ETA: 0s - loss: 0.3767 - acc: 0.8440
7200/7200 [==============================] - 0s - loss: 0.3716 - acc: 0.8462     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8593     
Epoch 5/10
2720/7200 [==========>...................] - ETA: 2s - loss: 0.5578 - acc: 0.7761Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4746 - acc: 0.7967     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8535     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8586     
Epoch 6/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3381 - acc: 0.8598
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4705 - acc: 0.7992     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8621     
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3811 - acc: 0.8451Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8613     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3692 - acc: 0.8494     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8587     
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3367 - acc: 0.8610Epoch 5/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3490 - acc: 0.8562
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8590     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8587     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8650     
Epoch 10/10
 928/7200 [==>...........................] - ETA: 0s - loss: 0.3426 - acc: 0.8631
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8608     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8650     
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8614     
Epoch 9/10
4640/7200 [==================>...........] - ETA: 0s - loss: 0.3397 - acc: 0.8614
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8600     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3302 - acc: 0.8656     
Epoch 10/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3265 - acc: 0.8642
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8581     
Epoch 9/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3205 - acc: 0.8716
5728/7200 [======================>.......] - ETA: 0s - loss: 0.3353 - acc: 0.8631Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8625     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8638     
3040/7200 [===========>..................] - ETA: 0s - loss: 0.3370 - acc: 0.8612Epoch 10/10
800/800 [==============================] - 0s      s - loss: 0.3291 - acc: 0.865
7200/7200 [==============================] - 0s - loss: 0.3329 - acc: 0.8624     
3872/7200 [===============>..............] - ETA: 0s - loss: 0.3316 - acc: 0.8626Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8640     
6112/7200 [========================>.....] - ETA: 0s - loss: 0.4521 - acc: 0.8045Epoch 1/10
6560/7200 [==========================>...] - ETA: 0s - loss: 0.4492 - acc: 0.8058
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4496 - acc: 0.8074     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8640     
7200/7200 [==============================] - 0s - loss: 0.3676 - acc: 0.8506     
Epoch 3/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.4581 - acc: 0.8047Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3530 - acc: 0.8575     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.4452 - acc: 0.8121     
 448/7200 [>.............................] - ETA: 0s - loss: 0.3304 - acc: 0.8661Epoch 2/10
6432/7200 [=========================>....] - ETA: 0s - loss: 0.3607 - acc: 0.8517
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8524     
Epoch 3/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3375 - acc: 0.8561Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4450 - acc: 0.8140     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8599     
 864/7200 [==>...........................] - ETA: 0s - loss: 0.3901 - acc: 0.8333Epoch 4/10
2656/7200 [==========>...................] - ETA: 2s - loss: 0.4966 - acc: 0.7989
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3598 - acc: 0.8526     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4438 - acc: 0.8132     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3421 - acc: 0.8603Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8614     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8592     
Epoch 4/10
3136/7200 [============>.................] - ETA: 0s - loss: 0.3435 - acc: 0.8555
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3579 - acc: 0.8525     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8617     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8579     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3336 - acc: 0.8634Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8610     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3421 - acc: 0.8596Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8596     
2336/7200 [========>.....................] - ETA: 0s - loss: 0.3350 - acc: 0.8630Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8587     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8629     
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8590     
3456/7200 [=============>................] - ETA: 0s - loss: 0.3349 - acc: 0.8600Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8636     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8633     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8604     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8651     
7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8635     
Epoch 9/10
  32/7200 [..............................] - ETA: 0s - loss: 0.2938 - acc: 0.9375Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8608     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8626     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8614     
 448/7200 [>.............................] - ETA: 19s - loss: 0.6419 - acc: 0.7522 Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8658     
7200/7200 [==============================] - 2s - loss: 0.4414 - acc: 0.8139     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3300 - acc: 0.8617     
Epoch 10/10
 512/7200 [=>............................] - ETA: 0s - loss: 0.4037 - acc: 0.8340Epoch 1/10
800/800 [==============================] - 1s      s - loss: 0.3693 - acc: 0.849
7200/7200 [==============================] - 0s - loss: 0.3618 - acc: 0.8528     
Epoch 3/10
4128/7200 [================>.............] - ETA: 0sss: 0.3286 - acc: 0.8651   
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8597     
Epoch 4/10
3520/7200 [=============>................] - ETA: 1s - loss: 0.4924 - acc: 0.7929Epoch 1/10
4032/7200 [===============>..............] - ETA: 0sss: 0.4451 - acc: 0.8147   
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3693 - acc: 0.8481     6
Epoch 3/10
 704/7200 [=>............................] - ETA: 0s - loss: 0.3187 - acc: 0.8636Epoch 1/10
4544/7200 [=================>............] - ETA: 1s - loss: 0.4735 - acc: 0.7989
Epoch 6/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3537 - acc: 0.8523
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3519 - acc: 0.8542     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8590     
1312/7200 [====>.........................] - ETA: 6s - loss: 0.5856 - acc: 0.7668Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3631 - acc: 0.8510     
Epoch 3/10
 416/7200 [>.............................] - ETA: 0s - loss: 0.2925 - acc: 0.8846
3456/7200 [=============>................] - ETA: 1s - loss: 0.4890 - acc: 0.7922Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4428 - acc: 0.8146     
Epoch 2/10
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3594 - acc: 0.8497
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8557     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8574     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3704 - acc: 0.8481Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3609 - acc: 0.8511     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3293 - acc: 0.8642     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8586     
Epoch 5/10
3168/7200 [============>.................] - ETA: 0s - loss: 0.3627 - acc: 0.8520
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8594     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3287 - acc: 0.8640     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8575     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3417 - acc: 0.8600     

Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8596     
Epoch 9/10
800/800 [==============================] - 0s      s - loss: 0.3397 - acc: 0.857
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3304 - acc: 0.8670
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8618     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8632     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8604     
Epoch 7/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3367 - acc: 0.8561Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8608     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8615     
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8632     
Epoch 8/10
2144/7200 [=======>......................] - ETA: 0s - loss: 0.3485 - acc: 0.8563
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8629     
Epoch 9/10
4960/7200 [===================>..........] - ETA: 0s - loss: 0.4920 - acc: 0.7931
7200/7200 [==============================] - 2s - loss: 0.4594 - acc: 0.8094     
Epoch 2/10
4064/7200 [===============>..............] - ETA: 0s - loss: 0.3351 - acc: 0.8622Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8638     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3661 - acc: 0.8492     
2080/7200 [=======>......................] - ETA: 0sEpoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3302 - acc: 0.8650     
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8551     
Epoch 4/10
Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4540 - acc: 0.8129     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8560     
2976/7200 [===========>..................] - ETA: 0sEpoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3585 - acc: 0.8542     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8582     
Epoch 6/10
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3432 - acc: 0.8589Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8583     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.4580 - acc: 0.8117     
Epoch 2/10
4320/7200 [=================>............] - ETA: 0s - loss: 0.3610 - acc: 0.8544
Epoch 7/10
1952/7200 [=======>......................] - ETA: 0s - loss: 0.3306 - acc: 0.8617
Epoch 5/10
 480/7200 [=>............................] - ETA: 0s - loss: 0.3301 - acc: 0.8646
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8606     
Epoch 8/10
2272/7200 [========>.....................] - ETA: 0s - loss: 0.3366 - acc: 0.8653
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4554 - acc: 0.8119     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8542     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8643     
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3471 - acc: 0.8592Epoch 7/10
 384/7200 [>.............................] - ETA: 1s - loss: 0.3150 - acc: 0.8542
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8569     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8629     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8631     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3500 - acc: 0.8576     
Epoch 4/10
 480/7200 [=>............................] - ETA: 0s - loss: 0.3344 - acc: 0.8604
Epoch 6/10
4224/7200 [================>.............] - ETA: 0s - loss: 0.3363 - acc: 0.8632
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8646     
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3454 - acc: 0.8580Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8625     
1248/7200 [====>.........................] - ETA: 0s - loss: 0.3213 - acc: 0.8662Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3302 - acc: 0.8640     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8576     
Epoch 6/10
  32/7200 [..............................] - ETA: 0s - loss: 0.4619 - acc: 0.8125
Epoch 8/10
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3350 - acc: 0.8618
7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8606     
Epoch 7/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3380 - acc: 0.8602Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8604     
Epoch 8/10
  32/7200 [..............................] - ETA: 0s - loss: 0.2619 - acc: 0.9062
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8635     
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8633     
Epoch 10/10
  32/7200 [..............................] - ETA: 0s - loss: 0.4511 - acc: 0.7188Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4577 - acc: 0.8067     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8640     
7200/7200 [==============================] - 0s - loss: 0.3726 - acc: 0.8488     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3492 - acc: 0.8571     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.4541 - acc: 0.8086     
Epoch 2/10
1632/7200 [=====>........................] - ETA: 0s - loss: 0.3299 - acc: 0.87Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3684 - acc: 0.8510     
1760/7200 [======>.......................] - ETA: 0s - loss: 0.3477 - acc: 0.8580Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3460 - acc: 0.8590     
Epoch 4/10
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3374 - acc: 0.8566Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4537 - acc: 0.8093     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8596     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3673 - acc: 0.8518     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8632     
 448/7200 [>.............................] - ETA: 18s - loss: 0.6593 - acc: 0.7076 Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8596     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4556 - acc: 0.8097     
3744/7200 [==============>...............] - ETA: 0s - loss: 0.3353 - acc: 0.8576Epoch 2/10
  32/7200 [..............................] - ETA: 0s - loss: 0.3137 - acc: 0.8750
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8651     
1312/7200 [====>.........................] - ETA: 0s - loss: 0.3832 - acc: 0.8498Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8597     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3708 - acc: 0.8508     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8608     
Epoch 5/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3364 - acc: 0.8762
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8632     
2080/7200 [=======>......................] - ETA: 0s - loss: 0.3395 - acc: 0.8697Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8599     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8613     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8646     
7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8656     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8625     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8635     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8613     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8644     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3283 - acc: 0.8651     
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8608     
Epoch 7/10
 992/7200 [===>..........................] - ETA: 0s - loss: 0.3186 - acc: 0.8821
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8646     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3281 - acc: 0.8632     
2048/7200 [=======>......................] - ETA: 3s - loss: 0.5165 - acc: 0.8018Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4504 - acc: 0.8132     
Epoch 2/10
5920/7200 [=======================>......] - ETA: 0s - loss: 0.3329 - acc: 0.8628Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3337 - acc: 0.8629     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3273 - acc: 0.8653     
7200/7200 [==============================] - 0s - loss: 0.3687 - acc: 0.8472     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8631     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8576     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8617     
7200/7200 [==============================] - 2s - loss: 0.4501 - acc: 0.8132     
Epoch 2/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3385 - acc: 0.8633Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8610     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3646 - acc: 0.8524     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8615     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3463 - acc: 0.8582     
Epoch 4/10
 864/7200 [==>...........................] - ETA: 0s - loss: 0.3539 - acc: 0.8495Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8631     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4525 - acc: 0.8104     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8622     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8619     
Epoch 8/10
 864/7200 [==>...........................] - ETA: 9s - loss: 0.5874 - acc: 0.8009 
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8631     
3424/7200 [=============>................] - ETA: 0s - loss: 0.3580 - acc: 0.8546Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3321 - acc: 0.8613     
7136/7200 [============================>.] - ETA: 0s - loss: 0.4472 - acc: 0.8118Epoch 9/10
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3521 - acc: 0.8555
Epoch 2/10
1312/7200 [====>.........................] - ETA: 1s - loss: 0.3497 - acc: 0.8552
Epoch 4/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3798 - acc: 0.8463
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3653 - acc: 0.8519     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3293 - acc: 0.8647     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3430 - acc: 0.8594     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8644     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8575     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3274 - acc: 0.8656     
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3293 - acc: 0.8663     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3377 - acc: 0.8603     
Epoch 5/10
4960/7200 [===================>..........] - ETA: 0s - loss: 0.3330 - acc: 0.8641
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3262 - acc: 0.8661     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8631     
4832/7200 [===================>..........] - ETA: 0s - loss: 0.3340 - acc: 0.8620Epoch 6/10
5408/7200 [=====================>........] - ETA: 0s - loss: 0.3276 - acc: 0.8661Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3347 - acc: 0.8596     
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3323 - acc: 0.8631Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3254 - acc: 0.8668     
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8629     
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3339 - acc: 0.8631Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3329 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3294 - acc: 0.8642     
4768/7200 [==================>...........] - ETA: 0s - loss: 0.5139 - acc: 0.78Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3297 - acc: 0.8657     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4474 - acc: 0.8106     
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3238 - acc: 0.8622Epoch 2/10
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3271 - acc: 0.8637Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3268 - acc: 0.8644     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3291 - acc: 0.8647     
7200/7200 [==============================] - 0s - loss: 0.3642 - acc: 0.8515     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3232 - acc: 0.8685     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8557     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3226 - acc: 0.8663     
5152/7200 [====================>.........] - ETA: 0s - loss: 0.3507 - acc: 0.8540
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8581     
Epoch 5/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3732 - acc: 0.8478Epoch 1/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3365 - acc: 0.8625
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8572     
Epoch 4/10
3168/7200 [============>.................] - ETA: 2s - loss: 0.4991 - acc: 0.7812Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8606     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4429 - acc: 0.8126     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8614     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8511     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8658     
Epoch 9/10

Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4407 - acc: 0.8125     
2176/7200 [========>.....................] - ETA: 0s - loss: 0.3535 - acc: 0.8525Epoch 2/10
4128/7200 [================>.............] - ETA: 0s - loss: 0.3415 - acc: 0.8595
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8650     
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3601 - acc: 0.8508Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3335 - acc: 0.8646     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3580 - acc: 0.8518     
2080/7200 [=======>......................] - ETA: 0s - loss: 0.3243 - acc: 0.8688Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3351 - acc: 0.8625     
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3286 - acc: 0.8674Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3310 - acc: 0.8665     
7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8581     
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3369 - acc: 0.8593Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8658     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8575     
2976/7200 [===========>..................] - ETA: 0s - loss: 0.3282 - acc: 0.8649Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8625     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8618     
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3317 - acc: 0.8680Epoch 10/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3376 - acc: 0.8610Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8629     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3345 - acc: 0.8619     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3303 - acc: 0.8649     
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3324 - acc: 0.8683
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8654     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3304 - acc: 0.8644     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3300 - acc: 0.8624     
6720/7200 [===========================>..] - ETA: 0s - loss: 0.4572 - acc: 0.7978Epoch 10/10
 416/7200 [>.............................] - ETA: 0s - loss: 0.3527 - acc: 0.8510
Epoch 2/10
4224/7200 [================>.............] - ETA: 0s - loss: 0.3306 - acc: 0.8655Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3294 - acc: 0.8651     
Epoch 9/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3599 - acc: 0.8556
7200/7200 [==============================] - 1s - loss: 0.3608 - acc: 0.8550     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3268 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8586     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3249 - acc: 0.8651     
7200/7200 [==============================] - 2s - loss: 0.4511 - acc: 0.8014     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8617     
Epoch 5/10
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3685 - acc: 0.8513Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3664 - acc: 0.8489     
Epoch 3/10
  32/7200 [..............................] - ETA: 0s - loss: 0.1479 - acc: 0.9688
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3330 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8571     
Epoch 4/10
1152/7200 [===>..........................] - ETA: 7s - loss: 0.5634 - acc: 0.7760 Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3298 - acc: 0.8636     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4552 - acc: 0.8011     
Epoch 2/10
6752/7200 [===========================>..] - ETA: 0s - loss: 0.3696 - acc: 0.8486
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3674 - acc: 0.8492     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3425 - acc: 0.8606     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4547 - acc: 0.8018     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3248 - acc: 0.8668     
Epoch 10/10
6976/7200 [============================>.] - ETA: 0s - loss: 0.3411 - acc: 0.8582
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8589     
 416/7200 [>.............................] - ETA: 0s - loss: 0.3339 - acc: 0.8750Epoch 7/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3189 - acc: 0.8675
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3236 - acc: 0.8656     
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8597     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8643     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8568     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3362 - acc: 0.8627Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8631     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8608     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3370 - acc: 0.8619     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3324 - acc: 0.8617     
4320/7200 [=================>............] - ETA: 0s - loss: 0.3321 - acc: 0.8685Epoch 10/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3613 - acc: 0.8544Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8635     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8607     
Epoch 8/10
4192/7200 [================>.............] - ETA: 0s - loss: 0.3547 - acc: 0.8526
4192/7200 [================>.............] - ETA: 0s - loss: 0.3374 - acc: 0.8616
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3331 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.4458 - acc: 0.8086     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8621     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3316 - acc: 0.8658     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3317 - acc: 0.8629     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3662 - acc: 0.8468     
Epoch 3/10
4384/7200 [=================>............] - ETA: 0s - loss: 0.3259 - acc: 0.8656Epoch 1/10
3680/7200 [==============>...............] - ETA: 0s - loss: 0.3325 - acc: 0.8636
7200/7200 [==============================] - 0s - loss: 0.3511 - acc: 0.8560     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3303 - acc: 0.8668     
  32/7200 [..............................] - ETA: 0s - loss: 0.2949 - acc: 0.8438Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3275 - acc: 0.8667     
7200/7200 [==============================] - 1s - loss: 0.3453 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4416 - acc: 0.8121     
Epoch 2/10
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3349 - acc: 0.8604Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8581     
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3609 - acc: 0.8483Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3573 - acc: 0.8510     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8628     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8593     
Epoch 4/10
1440/7200 [=====>........................] - ETA: 6s - loss: 0.5694 - acc: 0.7535Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4460 - acc: 0.8082     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8596     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8614     
4832/7200 [===================>..........] - ETA: 0s - loss: 0.3205 - acc: 0.8667Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3644 - acc: 0.8481     
Epoch 3/10
1120/7200 [===>..........................] - ETA: 0s - loss: 0.3604 - acc: 0.8491
4640/7200 [==================>...........] - ETA: 1s - loss: 0.4761 - acc: 0.7899Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4425 - acc: 0.8092     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3319 - acc: 0.8635     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3217 - acc: 0.8679Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8576     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8619     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3595 - acc: 0.8518     
Epoch 3/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3254 - acc: 0.8689
7200/7200 [==============================] - 1s - loss: 0.3448 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3293 - acc: 0.8649     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8575     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8608     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3283 - acc: 0.8642     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8601     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3247 - acc: 0.8663     
Epoch 10/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3272 - acc: 0.8641Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3383 - acc: 0.8611     
Epoch 6/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3210 - acc: 0.8687
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3239 - acc: 0.8672     
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8633     
Epoch 9/10
800/800 [==============================] - 1s      s - loss: 0.3264 - acc: 0.867
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4384 - acc: 0.8156     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3313 - acc: 0.8643     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3683 - acc: 0.8505Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3329 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3634 - acc: 0.8507     
Epoch 3/10
2336/7200 [========>.....................] - ETA: 0s - loss: 0.3260 - acc: 0.8643Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8676     
7200/7200 [==============================] - 1s - loss: 0.3285 - acc: 0.8665     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8581     
Epoch 4/10
800/800 [==============================] - 1s      s - loss: 0.3402 - acc: 0.857
7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3277 - acc: 0.8674     
7200/7200 [==============================] - 2s - loss: 0.4342 - acc: 0.8171     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8582     
Epoch 6/10
3424/7200 [=============>................] - ETA: 0s - loss: 0.3657 - acc: 0.8496Epoch 1/10
5888/7200 [=======================>......] - ETA: 0sss: 0.3594 - acc: 0.8501   
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3366 - acc: 0.8607     
Epoch 7/10
3136/7200 [============>.................] - ETA: 0s - loss: 0.3324 - acc: 0.8677Epoch 1/10
1536/7200 [=====>........................] - ETA: 5s - loss: 0.5283 - acc: 0.7930
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8643     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4324 - acc: 0.8192     
Epoch 2/10
1056/7200 [===>..........................] - ETA: 0s - loss: 0.3701 - acc: 0.8580
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3326 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3577 - acc: 0.8524     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4353 - acc: 0.8187     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3297 - acc: 0.8638     
1920/7200 [=======>......................] - ETA: 0s - loss: 0.3662 - acc: 0.8646Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8558     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3609 - acc: 0.8515     
  32/7200 [..............................] - ETA: 0s - loss: 0.2595 - acc: 0.9062Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8611     
 864/7200 [==>...........................] - ETA: 0s - loss: 0.3229 - acc: 0.8762Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3274 - acc: 0.8656     
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8582     
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3305 - acc: 0.8663Epoch 5/10
  32/7200 [..............................] - ETA: 1s - loss: 0.1703 - acc: 0.9375
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8640     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3355 - acc: 0.8614     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3303 - acc: 0.8651     
Epoch 9/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3166 - acc: 0.8712Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8615     
Epoch 6/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3289 - acc: 0.8640
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3275 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8617     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3288 - acc: 0.8643     
Epoch 8/10
1056/7200 [===>..........................] - ETA: 0s - loss: 0.3190 - acc: 0.8655
7200/7200 [==============================] - 1s - loss: 0.5452 - acc: 0.7879     
Epoch 2/10
6720/7200 [===========================>..] - ETA: 0s - loss: 0.4159 - acc: 0.8241Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8617     
7200/7200 [==============================] - 0s - loss: 0.4141 - acc: 0.8254     
Epoch 3/10
 800/7200 [==>...........................] - ETA: 0s - loss: 0.3125 - acc: 0.8738
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3781 - acc: 0.8428     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8636     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3252 - acc: 0.8654     
7104/7200 [============================>.] - ETA: 0s - loss: 0.3581 - acc: 0.8533Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3586 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8604     
Epoch 6/10
4512/7200 [=================>............] - ETA: 0s - loss: 0.3357 - acc: 0.8617Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8624     
6496/7200 [==========================>...] - ETA: 0s - loss: 0.3220 - acc: 0.8664Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3235 - acc: 0.8661     
 864/7200 [==>...........................] - ETA: 0s - loss: 0.3051 - acc: 0.8773
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8654     
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8597     
Epoch 9/10
3136/7200 [============>.................] - ETA: 0sss: 0.3396 - acc: 0.8624   
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.5463 - acc: 0.7871     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8625     
7200/7200 [==============================] - 0s - loss: 0.4139 - acc: 0.8229     
Epoch 3/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3783 - acc: 0.8433Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3785 - acc: 0.8428     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3596 - acc: 0.8535     
Epoch 5/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3471 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8614     
Epoch 7/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3392 - acc: 0.8623Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8615     
Epoch 8/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3684 - acc: 0.8448
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4153 - acc: 0.8231     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.5755 - acc: 0.7860Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.5454 - acc: 0.7881     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8639     Epoch 10/10

7200/7200 [==============================] - 0s - loss: 0.3806 - acc: 0.8414     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4116 - acc: 0.8235     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3617 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.5697 - acc: 0.7618     
Epoch 2/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.4608 - acc: 0.7785
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3538 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4255 - acc: 0.8065     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8546     
Epoch 5/10
7040/7200 [============================>.] - ETA: 0s - loss: 0.3512 - acc: 0.8574
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3498 - acc: 0.8578     
Epoch 7/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3833 - acc: 0.8533
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3707 - acc: 0.8496     
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8593     Epoch 5/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4336 - acc: 0.8594
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8615     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8590     

Epoch 9/10
Epoch 6/10
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3492 - acc: 0.8659Epoch 1/10
1600/7200 [=====>........................] - ETA: 0s - loss: 0.3400 - acc: 0.8631
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8599     
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3468 - acc: 0.8583Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3535 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8599     
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3289 - acc: 0.8672Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8560     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8604     
7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8574     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8628     
7200/7200 [==============================] - 0s - loss: 0.3506 - acc: 0.8581     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.5670 - acc: 0.7642     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8593     
7200/7200 [==============================] - 0s - loss: 0.4224 - acc: 0.8100     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8407     
Epoch 4/10
5696/7200 [======================>.......] - ETA: 0s - loss: 0.4796 - acc: 0.82Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3669 - acc: 0.8524     
Epoch 5/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3538 - acc: 0.8582Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8562     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8594     
Epoch 7/10
  64/7200 [..............................] - ETA: 152s - loss: 0.7137 - acc: 0.2500Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.5667 - acc: 0.7656     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8586     
Epoch 8/10
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3463 - acc: 0.8567
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.5675 - acc: 0.7644     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3880 - acc: 0.8408     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8596     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4199 - acc: 0.8122     
Epoch 3/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3461 - acc: 0.8624
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8610     
7200/7200 [==============================] - 1s - loss: 0.5249 - acc: 0.7882     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3891 - acc: 0.8425     
Epoch 4/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.4234 - acc: 0.8151
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4164 - acc: 0.8194     
4480/7200 [=================>............] - ETA: 0s - loss: 0.3733 - acc: 0.8489Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3643 - acc: 0.8542     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8568     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3866 - acc: 0.8379     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3465 - acc: 0.8604Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8556     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3693 - acc: 0.8423Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3654 - acc: 0.8478     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8600     
3328/7200 [============>.................] - ETA: 0s - loss: 0.3582 - acc: 0.8468Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8571     
Epoch 9/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3329 - acc: 0.8669
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8613     
Epoch 8/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3479 - acc: 0.8586Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8589     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8558     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8592     
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8585     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8629     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8592     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3366 - acc: 0.8655Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8607     
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8617     2
Epoch 10/10
1216/7200 [====>.........................] - ETA: 0sss: 0.5259 - acc: 0.7893   
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3389 - acc: 0.8588Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8594     
7200/7200 [==============================] - 0s - loss: 0.4200 - acc: 0.8181     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3894 - acc: 0.8364     
Epoch 4/10
Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3677 - acc: 0.8476     
Epoch 5/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3651 - acc: 0.8473Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8531     
Epoch 6/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3499 - acc: 0.8582Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8560     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3483 - acc: 0.8561     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.5252 - acc: 0.7896     
Epoch 2/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.5591 - acc: 0.7826
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4180 - acc: 0.8192     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.5263 - acc: 0.7906     
Epoch 2/10
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3901 - acc: 0.8346
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3896 - acc: 0.8346     Epoch 4/10

7200/7200 [==============================] - 0s - loss: 0.4178 - acc: 0.8171     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.5674 - acc: 0.7911     
3456/7200 [=============>................] - ETA: 0s - loss: 0.3950 - acc: 0.8336Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8583     
7200/7200 [==============================] - 0s - loss: 0.3693 - acc: 0.8471     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3890 - acc: 0.8350     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4254 - acc: 0.8028     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3584 - acc: 0.8512     
2816/7200 [==========>...................] - ETA: 0s - loss: 0.4005 - acc: 0.8263Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3672 - acc: 0.8481     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3956 - acc: 0.8308     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3542 - acc: 0.8519Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8575     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8539     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3739 - acc: 0.8447     
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3452 - acc: 0.8580Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8581     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8569     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8558     
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3454 - acc: 0.8572Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8571     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8583     
Epoch 8/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3451 - acc: 0.8575Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3532 - acc: 0.8544     
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3516 - acc: 0.8544Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8581     
Epoch 10/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3513 - acc: 0.8479
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3404 - acc: 0.8616Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8539     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8603     
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8594     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8557     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8611     
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8560     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8574     
7200/7200 [==============================] - 1s - loss: 0.5660 - acc: 0.7937     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4223 - acc: 0.8051     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3922 - acc: 0.8374     
Epoch 4/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4022 - acc: 0.8281Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3697 - acc: 0.8472     
Epoch 5/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3553 - acc: 0.85Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3556 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8575     
Epoch 7/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3092 - acc: 0.9062Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8576     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.5691 - acc: 0.7886     
Epoch 2/10
2560/7200 [=========>....................] - ETA: 2s - loss: 0.6493 - acc: 0.7816
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4278 - acc: 0.8025     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.5666 - acc: 0.7889     
Epoch 2/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.4467 - acc: 0.7825
Epoch 10/10
 896/7200 [==>...........................] - ETA: 10s - loss: 0.6936 - acc: 0.4821 
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4241 - acc: 0.8065     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.5787 - acc: 0.7550     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3772 - acc: 0.8422     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3949 - acc: 0.8335     
Epoch 4/10
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3904 - acc: 0.8438
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3615 - acc: 0.8538     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3758 - acc: 0.8442     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3830 - acc: 0.8440     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3538 - acc: 0.8560     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3604 - acc: 0.8536     
Epoch 6/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3399 - acc: 0.8630
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8565     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8554     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8582     
Epoch 9/10
  64/7200 [..............................] - ETA: 1s - loss: 0.4047 - acc: 0.8438Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3486 - acc: 0.8550     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3476 - acc: 0.8575     
Epoch 7/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3312 - acc: 0.8631
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8582     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8610     
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8593     
Epoch 10/10
2816/7200 [==========>...................] - ETA: 0s - loss: 0.3521 - acc: 0.8555
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8594     
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8581     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.5780 - acc: 0.7562     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8594     
7200/7200 [==============================] - 0s - loss: 0.4208 - acc: 0.8086     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3850 - acc: 0.8413     
Epoch 4/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3589 - acc: 0.8544Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3599 - acc: 0.8544     
Epoch 5/10
6528/7200 [==========================>...] - ETA: 0s - loss: 0.3512 - acc: 0.85Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8575     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8589     
Epoch 7/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3536 - acc: 0.8552Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8593     0
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.5783 - acc: 0.7543     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8590     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4186 - acc: 0.8125     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8613     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.5774 - acc: 0.7572     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3989 - acc: 0.8371Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3790 - acc: 0.8475     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8601     
5888/7200 [=======================>......] - ETA: 0s - loss: 0.5464 - acc: 0.7704
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3651 - acc: 0.8550Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.5263 - acc: 0.7751     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3529 - acc: 0.8586Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8558     
Epoch 5/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3465 - acc: 0.8661
Epoch 4/10
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3597 - acc: 0.8615
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8596     
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3548 - acc: 0.8583Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8533     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3779 - acc: 0.8432     
Epoch 4/10
2944/7200 [===========>..................] - ETA: 0sss: 0.3433 - acc: 0.8601   
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3537 - acc: 0.8553     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8536     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8604     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8581     
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3239 - acc: 0.8697Epoch 7/10
1344/7200 [====>.........................] - ETA: 0s - loss: 0.3225 - acc: 0.8705Epoch 1/10
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3376 - acc: 0.8636
Epoch 6/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3496 - acc: 0.8666
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8553     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3439 - acc: 0.8592     
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3507 - acc: 0.8553Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8615     
Epoch 10/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3378 - acc: 0.8574
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8569     
Epoch 8/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3581 - acc: 0.8438
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8581     
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3413 - acc: 0.85943Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8599     
7200/7200 [==============================] - 1s - loss: 0.5269 - acc: 0.7739     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8622     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4135 - acc: 0.8179     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8589     
7200/7200 [==============================] - 0s - loss: 0.3790 - acc: 0.8428     
Epoch 4/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3558 - acc: 0.8572Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8544     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3488 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8608     
Epoch 7/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4164 - acc: 0.8594Epoch 1/10
3328/7200 [============>.................] - ETA: 0s - loss: 0.3410 - acc: 0.8552Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8579     8
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.5279 - acc: 0.7721     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8607     
Epoch 9/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3362 - acc: 0.8638
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8624     
Epoch 10/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.5387 - acc: 0.7697
Epoch 4/10
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3747 - acc: 0.8418
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8606     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.4103 - acc: 0.8221
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3630 - acc: 0.8517     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4121 - acc: 0.8225     
Epoch 3/10
3328/7200 [============>.................] - ETA: 0s - loss: 0.3818 - acc: 0.8404
Epoch 3/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3795 - acc: 0.8433
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8525     Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3802 - acc: 0.8432     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8335     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3558 - acc: 0.8556     
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8544     Epoch 5/10

  64/7200 [..............................] - ETA: 0s - loss: 0.2449 - acc: 0.9375Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3705 - acc: 0.8467     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3477 - acc: 0.8511Epoch 5/10
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3441 - acc: 0.8573
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8565     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3563 - acc: 0.8550     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3496 - acc: 0.8599Epoch 6/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3469 - acc: 0.8606Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8569     
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3620 - acc: 0.8501Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8569     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8576     
Epoch 10/10
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3386 - acc: 0.8654
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3498 - acc: 0.8564     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8574     
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.5105 - acc: 0.7931     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8631     
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8597     
7200/7200 [==============================] - 0s - loss: 0.4220 - acc: 0.8143     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3951 - acc: 0.8364     
Epoch 4/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3758 - acc: 0.8443Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3697 - acc: 0.8475     
Epoch 5/10
7200/7200 [==============================] - 0s      - loss: 0.3501 - acc: 0.85
7200/7200 [==============================] - 0s - loss: 0.3546 - acc: 0.8556     
Epoch 6/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3547 - acc: 0.8548Epoch 1/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3502 - acc: 0.8567Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3483 - acc: 0.8574     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8571     0
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.5109 - acc: 0.7953     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8597     
7200/7200 [==============================] - 0s - loss: 0.4235 - acc: 0.8135     Epoch 10/10

  64/7200 [..............................] - ETA: 0s - loss: 0.5070 - acc: 0.8125Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.5093 - acc: 0.7944     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3945 - acc: 0.8363     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.5230 - acc: 0.7774     
 896/7200 [==>...........................] - ETA: 0s - loss: 0.4372 - acc: 0.7924
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4213 - acc: 0.8161     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3650 - acc: 0.8515     
6912/7200 [===========================>..] - ETA: 0s - loss: 0.4078 - acc: 0.8234Epoch 5/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3905 - acc: 0.8341
Epoch 3/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3716 - acc: 0.8453
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8546     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3715 - acc: 0.8464     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3626 - acc: 0.8506     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8576     
Epoch 7/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3622 - acc: 0.8471
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8574     
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3476 - acc: 0.8571Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8574     
Epoch 8/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3170 - acc: 0.8678
Epoch 6/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3263 - acc: 0.8674Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8622     

Epoch 7/10
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8604     
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8603     Epoch 10/10

7104/7200 [============================>.] - ETA: 0s - loss: 0.3374 - acc: 0.8616Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8615     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8592     
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8600     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8633     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.5237 - acc: 0.7786     
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3535 - acc: 0.8529Epoch 2/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.4124 - acc: 0.8152
7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8625     
7200/7200 [==============================] - 0s - loss: 0.4115 - acc: 0.8185     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3777 - acc: 0.8461     
Epoch 4/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3568 - acc: 0.8529Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8538     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3509 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8568     
Epoch 7/10
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3191 - acc: 0.8740Epoch 1/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3415 - acc: 0.8656Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8618     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8567     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.5190 - acc: 0.7815     
Epoch 2/10
6720/7200 [===========================>..] - ETA: 0s - loss: 0.4095 - acc: 0.8193
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4068 - acc: 0.8212     2
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8601     
7200/7200 [==============================] - 0s - loss: 0.3736 - acc: 0.8481     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.5208 - acc: 0.7796     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4125 - acc: 0.8193     
7200/7200 [==============================] - 0s - loss: 0.3551 - acc: 0.8533     
Epoch 3/10
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3838 - acc: 0.8425     
Epoch 4/10
 896/7200 [==>...........................] - ETA: 0s - loss: 0.3885 - acc: 0.8326
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8592     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3625 - acc: 0.8501     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4132 - acc: 0.8172     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3544 - acc: 0.8553     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3794 - acc: 0.8432     
Epoch 4/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2776 - acc: 0.9219Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8615     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3555 - acc: 0.8565Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3483 - acc: 0.8554     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3569 - acc: 0.8556     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8572     

Epoch 8/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2688 - acc: 0.8906Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8628     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8599     
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8564     
7200/7200 [==============================] - 0s - loss: 0.3439 - acc: 0.8615     Epoch 9/10

  64/7200 [..............................] - ETA: 0s - loss: 0.2439 - acc: 0.9062Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8607     
Epoch 8/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4420 - acc: 0.7812
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8564     
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.5043 - acc: 0.7922     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8614     
7200/7200 [==============================] - 0s - loss: 0.4104 - acc: 0.8185     
Epoch 3/10
2176/7200 [========>.....................] - ETA: 0s - loss: 0.3817 - acc: 0.8493Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3783 - acc: 0.8457     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8536     
Epoch 5/10
3136/7200 [============>.................] - ETA: 0s - loss: 0.3404 - acc: 0.8619Epoch 1/10
6016/7200 [========================>.....] - ETA: 0sss: 0.3468 - acc: 0.8575   
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8604     
Epoch 7/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3604 - acc: 0.8527Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8614     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8626     
Epoch 9/10
4480/7200 [=================>............] - ETA: 1s - loss: 0.5396 - acc: 0.7908
Epoch 10/10
7200/7200 [==============================] - 3s - loss: 0.5092 - acc: 0.7882     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8640     
6400/7200 [=========================>....] - ETA: 0s - loss: 0.5110 - acc: 0.7922
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4182 - acc: 0.8142     
7104/7200 [============================>.] - ETA: 0s - loss: 0.5085 - acc: 0.7886Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.5070 - acc: 0.7890     
 960/7200 [===>..........................] - ETA: 0s - loss: 0.4444 - acc: 0.8000Epoch 2/10
6144/7200 [========================>.....] - ETA: 0s - loss: 0.4223 - acc: 0.8122
Epoch 3/10
6912/7200 [===========================>..] - ETA: 0s - loss: 0.4156 - acc: 0.8171
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4137 - acc: 0.8189     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3949 - acc: 0.8381     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3636 - acc: 0.8522     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3844 - acc: 0.8430Epoch 5/10
  64/7200 [..............................] - ETA: 0sss: 0.3817 - acc: 0.8435     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3742 - acc: 0.8488     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3601 - acc: 0.8542Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3539 - acc: 0.8542     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3586 - acc: 0.8551     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3570 - acc: 0.8558     
Epoch 6/10
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3504 - acc: 0.8558
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3396 - acc: 0.8646Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8561     
Epoch 6/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3200 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8604     Epoch 8/10

 832/7200 [==>...........................] - ETA: 0s - loss: 0.3472 - acc: 0.8522
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3484 - acc: 0.8558     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8592     
 960/7200 [===>..........................] - ETA: 0s - loss: 0.3422 - acc: 0.8625Epoch 9/10

Epoch 8/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3345 - acc: 0.8670
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8572     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8626     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8624     

Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8606     
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8639     
7200/7200 [==============================] - 0s - loss: 0.4153 - acc: 0.8217     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3929 - acc: 0.8383     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3748 - acc: 0.8471     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3578 - acc: 0.8549     
Epoch 6/10
4352/7200 [=================>............] - ETA: 0s - loss: 0.3605 - acc: 0.8516Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8575     
Epoch 7/10
2624/7200 [=========>....................] - ETA: 0s - loss: 0.3533 - acc: 0.8556Epoch 1/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3488 - acc: 0.8574Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8558     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8587     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8615     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.5017 - acc: 0.7906     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8603     
7200/7200 [==============================] - 1s - loss: 0.5071 - acc: 0.7929     
Epoch 2/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.4447 - acc: 0.7982
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4982 - acc: 0.7969     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4117 - acc: 0.8160     
Epoch 3/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.4209 - acc: 0.8145
Epoch 4/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3874 - acc: 0.8440
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3779 - acc: 0.8454     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3701 - acc: 0.8514     
Epoch 5/10
6784/7200 [===========================>..] - ETA: 0sss: 0.3754 - acc: 0.8494   
Epoch 4/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3773 - acc: 0.8497
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3532 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8567     Epoch 1/10

4480/7200 [=================>............] - ETA: 0s - loss: 0.3557 - acc: 0.8533Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8583     
Epoch 7/10
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3508 - acc: 0.8586
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3510 - acc: 0.8566Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3484 - acc: 0.8579     
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3465 - acc: 0.8552Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8593     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8575     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8600     
Epoch 9/10
3328/7200 [============>.................] - ETA: 0s - loss: 0.3410 - acc: 0.8621
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8564     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3377 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8587     

Epoch 9/10
Epoch 10/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3535 - acc: 0.8528
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8604     
7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8590     
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4023 - acc: 0.8104     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8625     
7200/7200 [==============================] - 0s - loss: 0.3759 - acc: 0.8196     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3613 - acc: 0.8469     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3529 - acc: 0.8562     
Epoch 6/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3513 - acc: 0.8589Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3492 - acc: 0.8594     
Epoch 7/10
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3467 - acc: 0.8626Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8593     
Epoch 8/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3508 - acc: 0.8576Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8606     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8636     
7200/7200 [==============================] - 1s - loss: 0.4872 - acc: 0.7962     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4901 - acc: 0.8007     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4052 - acc: 0.8078     
Epoch 3/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.4930 - acc: 0.7955
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4885 - acc: 0.7949     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3816 - acc: 0.8158     
Epoch 4/10
 64/800 [=>............................] - ETA: 14soss: 0.3743 - acc: 0.8457     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4058 - acc: 0.8083     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3648 - acc: 0.8468     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3518 - acc: 0.8594Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3581 - acc: 0.8556     
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3560 - acc: 0.8572Epoch 5/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3526 - acc: 0.8566
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3563 - acc: 0.8550     
Epoch 6/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3567 - acc: 0.8376Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8568     
Epoch 6/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3526 - acc: 0.8583
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3454 - acc: 0.8633Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8610     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3587 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8621     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8565     
Epoch 7/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3325 - acc: 0.8625
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8565     2
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8606     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4925 - acc: 0.7979     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8622     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8607     
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3366 - acc: 0.8616
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8613     

Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3773 - acc: 0.8450     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8622     
7200/7200 [==============================] - 0s - loss: 0.3623 - acc: 0.8518     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3457 - acc: 0.8576     
Epoch 7/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.2635 - acc: 0.89Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8589     
Epoch 8/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3432 - acc: 0.8616Epoch 1/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3403 - acc: 0.8600Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8611     
7200/7200 [==============================] - 2s - loss: 0.4913 - acc: 0.7997     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4049 - acc: 0.8281     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.5075 - acc: 0.7878     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4886 - acc: 0.7993     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3761 - acc: 0.8451     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4042 - acc: 0.8285     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8315     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3606 - acc: 0.8521     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3712 - acc: 0.8472     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3706 - acc: 0.8493     
Epoch 4/10
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3499 - acc: 0.8643Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8551     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3549 - acc: 0.8560     
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3438 - acc: 0.8573Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8567     
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3370 - acc: 0.8634Epoch 6/10
1344/7200 [====>.........................] - ETA: 0s - loss: 0.3579 - acc: 0.8400
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8608     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8578     
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3459 - acc: 0.8597Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8596     
Epoch 9/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3408 - acc: 0.8592
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8624     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.5087 - acc: 0.7871     
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3345 - acc: 0.8677Epoch 2/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3373 - acc: 0.8590Epoch 10/10

7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8606     
Epoch 9/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.4157 - acc: 0.8215
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3406 - acc: 0.8607Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4094 - acc: 0.8276     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8626     
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8592     Epoch 10/10

7200/7200 [==============================] - 0s - loss: 0.3361 - acc: 0.8625     
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3808 - acc: 0.8418Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3758 - acc: 0.8444     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3308 - acc: 0.8670Epoch 4/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3277 - acc: 0.8709
7200/7200 [==============================] - 0s - loss: 0.3336 - acc: 0.8629     
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8547     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8547     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8583     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8565     
Epoch 8/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3559 - acc: 0.8554Epoch 1/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3436 - acc: 0.8600Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8596     
Epoch 9/10
4352/7200 [=================>............] - ETA: 0s - loss: 0.3451 - acc: 0.8564Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8594     
7200/7200 [==============================] - 2s - loss: 0.5108 - acc: 0.7892     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.5427 - acc: 0.7815     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.5129 - acc: 0.7864     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3962 - acc: 0.8296     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4078 - acc: 0.8300     
Epoch 3/10
7200/7200 [==============================] - 0s      - loss: 0.3735 - acc: 0.84
7200/7200 [==============================] - 0s - loss: 0.3654 - acc: 0.8506     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4031 - acc: 0.8269     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3707 - acc: 0.8474     
Epoch 4/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3781 - acc: 0.8433Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8558     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3729 - acc: 0.8469     
4544/7200 [=================>............] - ETA: 0s - loss: 0.3560 - acc: 0.8554Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3543 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8599     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3558 - acc: 0.8561     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8579     
Epoch 6/10
4480/7200 [=================>............] - ETA: 0s - loss: 0.3501 - acc: 0.8538
7200/7200 [==============================] - 0s - loss: 0.3511 - acc: 0.8564     
Epoch 7/10
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8576     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8585     6
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8611     2
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3314 - acc: 0.8633Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8603     
Epoch 8/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3335 - acc: 0.8644
Epoch 8/10
7104/7200 [============================>.] - ETA: 0s - loss: 0.5407 - acc: 0.7851
 576/7200 [=>............................] - ETA: 0s - loss: 0.3129 - acc: 0.8559Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.5402 - acc: 0.7846     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8614     
2432/7200 [=========>....................] - ETA: 0s - loss: 0.4151 - acc: 0.8224Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8610     
Epoch 10/10
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3401 - acc: 0.8602
7200/7200 [==============================] - 0s - loss: 0.4026 - acc: 0.8321     Epoch 9/10

Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8628     
Epoch 10/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3213 - acc: 0.8698
Epoch 10/10

7200/7200 [==============================] - 0s - loss: 0.3671 - acc: 0.8519     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8636     
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8568     
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8608     Epoch 5/10

7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8572     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8596     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8604     
Epoch 8/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3365 - acc: 0.8622Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8618     
Epoch 9/10
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3355 - acc: 0.8596Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8600     
Epoch 10/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3134 - acc: 0.8702Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8628     
7200/7200 [==============================] - 2s - loss: 0.5424 - acc: 0.7817     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.5240 - acc: 0.7742     
Epoch 2/10
3008/7200 [===========>..................] - ETA: 2s - loss: 0.6300 - acc: 0.7580
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.5385 - acc: 0.7889     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4146 - acc: 0.8157     
Epoch 3/10
2176/7200 [========>.....................] - ETA: 0s - loss: 0.3771 - acc: 0.8442
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4100 - acc: 0.8258     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3795 - acc: 0.8460     
Epoch 4/10
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3885 - acc: 0.8407Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8543     
7200/7200 [==============================] - 0s - loss: 0.3749 - acc: 0.8472     
Epoch 5/10
Epoch 4/10
3264/7200 [============>.................] - ETA: 0s - loss: 0.3586 - acc: 0.8502
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8550     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8581     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8567     
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3446 - acc: 0.8585
Epoch 6/10
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8576     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8615     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8560     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.5188 - acc: 0.7774     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3439 - acc: 0.8606Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8603     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.4094 - acc: 0.8153     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8608     
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3265 - acc: 0.8624Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8586     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3721 - acc: 0.8492     
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3313 - acc: 0.8776Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8610     
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8619     
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8592     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3511 - acc: 0.8571     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8606     
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8625     
Epoch 8/10
6528/7200 [==========================>...] - ETA: 0s - loss: 0.3357 - acc: 0.8595Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8594     
Epoch 9/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3552 - acc: 0.8558Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8622     
Epoch 10/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3350 - acc: 0.8630Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8625     
7200/7200 [==============================] - 2s - loss: 0.5200 - acc: 0.7761     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.5463 - acc: 0.7803     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4085 - acc: 0.8144     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4070 - acc: 0.8243     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.5140 - acc: 0.7708     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3734 - acc: 0.8485     
1472/7200 [=====>........................] - ETA: 0s - loss: 0.4314 - acc: 0.8084Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3695 - acc: 0.8503     
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3765 - acc: 0.8552Epoch 4/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.4155 - acc: 0.8157Epoch 1/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3471 - acc: 0.8587
Epoch 3/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3564 - acc: 0.8557
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3544 - acc: 0.8554     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8568     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8557     Epoch 5/10

7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8597     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8611     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8629     
Epoch 8/10
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3269 - acc: 0.8707
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4916 - acc: 0.7876     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8615     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3358 - acc: 0.8591Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8601     
Epoch 9/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3384 - acc: 0.8594
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8624     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8635     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8597     
Epoch 10/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3384 - acc: 0.8604
Epoch 4/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3434 - acc: 0.8608
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8628     
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8626     
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8575     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3333 - acc: 0.8624Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8614     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8640     
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8624     
Epoch 7/10
7200/7200 [==============================] - 0s      - loss: 0.3430 - acc: 0.
7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8596     
Epoch 8/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3422 - acc: 0.8620Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8647     
Epoch 9/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3390 - acc: 0.8618Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8631     
Epoch 10/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3320 - acc: 0.8654Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8640     
7200/7200 [==============================] - 2s - loss: 0.4915 - acc: 0.7956     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4944 - acc: 0.7858     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4005 - acc: 0.8303     
Epoch 3/10

Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4958 - acc: 0.7832     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3647 - acc: 0.8496     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3631 - acc: 0.8526     
Epoch 4/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3752 - acc: 0.8478Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4006 - acc: 0.8321     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8561     
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8581     
Epoch 5/10
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3626 - acc: 0.8510     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8550     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8576     
  64/7200 [..............................] - ETA: 0s - loss: 0.3243 - acc: 0.9062Epoch 6/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3428 - acc: 0.8599
Epoch 5/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3344 - acc: 0.8655
Epoch 7/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3021 - acc: 0.8906
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8604     
Epoch 8/10
3264/7200 [============>.................] - ETA: 2s - loss: 0.5654 - acc: 0.7779
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4925 - acc: 0.7917     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8650     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8613     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4049 - acc: 0.8275     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3406 - acc: 0.8588Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8578     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8633     
Epoch 10/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3430 - acc: 0.8610
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3668 - acc: 0.8522     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3327 - acc: 0.8622     
7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8615     
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8614     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8589     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8639     
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8613     
  64/7200 [..............................] - ETA: 0sEpoch 7/10
7200/7200 [==============================] - 0s      - loss: 0.3381 - acc: 0.86
7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8617     
Epoch 8/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3442 - acc: 0.8595Epoch 1/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3376 - acc: 0.8622Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 0s      - loss: 0.3353 - acc: 0.86
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8614     
Epoch 10/10
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3393 - acc: 0.8588Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8608     
7200/7200 [==============================] - 2s - loss: 0.4680 - acc: 0.8003     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4918 - acc: 0.7931     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4010 - acc: 0.8299     
7200/7200 [==============================] - 0s - loss: 0.4060 - acc: 0.8313     7Epoch 3/10

  64/7200 [..............................] - ETA: 0s - loss: 0.4195 - acc: 0.8281Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4871 - acc: 0.7939     
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3636 - acc: 0.8522Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3632 - acc: 0.8519     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3762 - acc: 0.8436     
Epoch 4/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3591 - acc: 0.8504Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3957 - acc: 0.8332     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8554     
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3569 - acc: 0.8566Epoch 5/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3238 - acc: 0.8714
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3589 - acc: 0.8542     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8571     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3460 - acc: 0.8599     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8633     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8593     
Epoch 6/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3339 - acc: 0.8647
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3373 - acc: 0.8629     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4704 - acc: 0.7996     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8614     
Epoch 7/10

Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3345 - acc: 0.8633     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4113 - acc: 0.8251     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8629     
7104/7200 [============================>.] - ETA: 0s - loss: 0.3368 - acc: 0.8601Epoch 8/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3577 - acc: 0.8281
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3836 - acc: 0.8426     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8640     
Epoch 9/10
2624/7200 [=========>....................] - ETA: 0s - loss: 0.3701 - acc: 0.8491
7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8640     
7200/7200 [==============================] - 0s - loss: 0.3618 - acc: 0.8546     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8654     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3522 - acc: 0.8592     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8565     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8590     
5376/7200 [=====================>........] - ETA: 0sEpoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8583     
Epoch 9/10
2816/7200 [==========>...................] - ETA: 0s - loss: 0.3581 - acc: 0.85Epoch 1/10
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3518 - acc: 0.8527Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8582     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8597     
Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4886 - acc: 0.7933     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4668 - acc: 0.7992     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4129 - acc: 0.8193     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4055 - acc: 0.8288     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4705 - acc: 0.8000     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3862 - acc: 0.8326     
Epoch 4/10
1472/7200 [=====>........................] - ETA: 0s - loss: 0.4088 - acc: 0.8329Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3769 - acc: 0.8458     
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3885 - acc: 0.8287Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3646 - acc: 0.8490     
Epoch 5/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2590 - acc: 0.8594
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3576 - acc: 0.8535     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8581     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3500 - acc: 0.8576Epoch 6/10

  64/7200 [..............................] - ETA: 0s - loss: 0.3795 - acc: 0.8281Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8578     
Epoch 6/10
6976/7200 [============================>.] - ETA: 0s - loss: 0.3604 - acc: 0.8512
4352/7200 [=================>............] - ETA: 0s - loss: 0.3438 - acc: 0.8608Epoch 7/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2815 - acc: 0.9062
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8568     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8608     
3904/7200 [===============>..............] - ETA: 1s - loss: 0.5381 - acc: 0.7861Epoch 8/10
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3372 - acc: 0.8608
Epoch 8/10
 896/7200 [==>...........................] - ETA: 0s - loss: 0.3353 - acc: 0.8583
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8576     
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3349 - acc: 0.8634Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8629     
Epoch 9/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.4155 - acc: 0.8175
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4090 - acc: 0.8225     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8644     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3423 - acc: 0.8583     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3746 - acc: 0.8454     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8600     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8625     
7200/7200 [==============================] - 0s - loss: 0.3322 - acc: 0.8638     
7200/7200 [==============================] - 0s - loss: 0.3552 - acc: 0.8535     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8575     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8606     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8599     
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8604     
Epoch 7/10
  64/7200 [..............................] - ETA: 0sss: 0.3372 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3354 - acc: 0.8626     
Epoch 9/10
 64/800 [=>............................] - ETA: 16ss - loss: 0.3158 - acc: 0.8729Epoch 1/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3275 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3319 - acc: 0.8631     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8640     
Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.5084 - acc: 0.7754     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4919 - acc: 0.7922     
5760/7200 [=======================>......] - ETA: 0s - loss: 0.4024 - acc: 0.8330Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8363     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4124 - acc: 0.8204     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3672 - acc: 0.8522     
Epoch 4/10
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3427 - acc: 0.8574Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4917 - acc: 0.7943     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3775 - acc: 0.8454     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3516 - acc: 0.8589Epoch 4/10
 704/7200 [=>............................] - ETA: 0s - loss: 0.3631 - acc: 0.8594
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4128 - acc: 0.8185     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8567     
 704/7200 [=>............................] - ETA: 0s - loss: 0.3299 - acc: 0.8665Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3797 - acc: 0.8422     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3484 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8521     7
4352/7200 [=================>............] - ETA: 0s - loss: 0.3442 - acc: 0.8591Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3457 - acc: 0.8585     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.5057 - acc: 0.7772     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8611     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8610     
Epoch 9/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3440 - acc: 0.8591
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3957 - acc: 0.8364     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8601     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8610     
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3409 - acc: 0.8653Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8622     
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3630 - acc: 0.8521Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3619 - acc: 0.8524     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8599     
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8624     
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3540 - acc: 0.8509Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8587     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8656     
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8586     
Epoch 6/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3674 - acc: 0.8438
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8638     
2816/7200 [==========>...................] - ETA: 0sss: 0.3394 - acc: 0.8593   
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8607     
Epoch 8/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3486 - acc: 0.8539Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8608     
Epoch 9/10
1344/7200 [====>.........................] - ETA: 0s - loss: 0.3308 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8601     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3330 - acc: 0.8615     
Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4841 - acc: 0.8003     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3885 - acc: 0.8428     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.5076 - acc: 0.7749     Epoch 2/10
 64/800 [=>............................] - ETA: 17s
7200/7200 [==============================] - 0s - loss: 0.3551 - acc: 0.8544     5
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4007 - acc: 0.8344     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.5304 - acc: 0.7778     
Epoch 2/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3687 - acc: 0.8498Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8600     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3662 - acc: 0.8510     
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3694 - acc: 0.8542Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3894 - acc: 0.8393     
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3489 - acc: 0.8578Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8606     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3509 - acc: 0.8581     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3601 - acc: 0.8532     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8579     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3325 - acc: 0.8625     
Epoch 8/10
  64/7200 [..............................] - ETA: 195s - loss: 0.7005 - acc: 0.3438
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8593     
Epoch 6/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.5097 - acc: 0.7853
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3445 - acc: 0.8585Epoch 9/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.4954 - acc: 0.7882
1472/7200 [=====>........................] - ETA: 0s - loss: 0.3075 - acc: 0.8818Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4901 - acc: 0.7904     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8594     
7200/7200 [==============================] - 0s - loss: 0.3292 - acc: 0.8649     Epoch 7/10

  64/7200 [..............................] - ETA: 0s - loss: 0.2918 - acc: 0.9219Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3895 - acc: 0.8385     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8585     
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3367 - acc: 0.8637Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8585     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3302 - acc: 0.8642     
7200/7200 [==============================] - 0s - loss: 0.3401 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3592 - acc: 0.8543     
Epoch 4/10
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3599 - acc: 0.8519
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8572     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8600     
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8635     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8650     
7200/7200 [==============================] - 0s - loss: 0.3408 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8617     
Epoch 8/10
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3409 - acc: 0.8580Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8606     
Epoch 9/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3356 - acc: 0.86Epoch 1/10
4992/7200 [===================>..........] - ETA: 0sss: 0.3361 - acc: 0.8603   
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8604     
Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4992 - acc: 0.7899     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3991 - acc: 0.8325     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4887 - acc: 0.7901     
 64/800 [=>............................] - ETA: 17sEpoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3664 - acc: 0.8500     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3887 - acc: 0.8382     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3541 - acc: 0.8538     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4922 - acc: 0.7874     
Epoch 2/10
1408/7200 [====>.........................] - ETA: 0s - loss: 0.4084 - acc: 0.8317Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3586 - acc: 0.8519     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8558     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3958 - acc: 0.8360     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3535 - acc: 0.8548Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8596     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8581     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3665 - acc: 0.8489     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8587     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8553     
Epoch 5/10
3584/7200 [=============>................] - ETA: 0s - loss: 0.3546 - acc: 0.8566
Epoch 7/10
2048/7200 [=======>......................] - ETA: 4s - loss: 0.6189 - acc: 0.7661
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3369 - acc: 0.8626     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.5031 - acc: 0.7910     
4480/7200 [=================>............] - ETA: 0s - loss: 0.3451 - acc: 0.8583Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3382 - acc: 0.8593     
Epoch 10/10
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3473 - acc: 0.8546
2752/7200 [==========>...................] - ETA: 0s - loss: 0.4101 - acc: 0.8227Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3341 - acc: 0.8638     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3976 - acc: 0.8329     
Epoch 3/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3424 - acc: 0.8609
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8589     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3271 - acc: 0.8625Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3314 - acc: 0.8631     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3624 - acc: 0.8507     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8621     
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8561     
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3382 - acc: 0.8619Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8601     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8549     
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3426 - acc: 0.8582Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8594     
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8597     
Epoch 7/10
3520/7200 [=============>................] - ETA: 0s - loss: 0.3414 - acc: 0.8656Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8601     
Epoch 9/10
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3330 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3379 - acc: 0.8604     
Epoch 10/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3366 - acc: 0.8602Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8607     
7200/7200 [==============================] - 2s - loss: 0.4999 - acc: 0.7975     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3988 - acc: 0.8361     
  64/7200 [..............................] - ETA: 191s - loss: 0.6981 - acc: 0.4062Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3627 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.5006 - acc: 0.7915     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3958 - acc: 0.8337     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4995 - acc: 0.7914     
Epoch 2/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3652 - acc: 0.8548
Epoch 6/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3946 - acc: 0.8340
Epoch 4/10
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3435 - acc: 0.8544Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8321     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8586     
Epoch 7/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3440 - acc: 0.8600
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3626 - acc: 0.8532     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8569     
Epoch 6/10
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3426 - acc: 0.8647
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8596     
Epoch 9/10
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3333 - acc: 0.8620
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8590     
  64/7200 [..............................] - ETA: 201s - loss: 0.6899 - acc: 0.5938Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8610     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.5032 - acc: 0.7981     

Epoch 7/10
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3358 - acc: 0.8631     
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8611     
Epoch 8/10
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3338 - acc: 0.8584
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8587     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3812 - acc: 0.8419Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3344 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3703 - acc: 0.8479     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8617     
7200/7200 [==============================] - 0s - loss: 0.3330 - acc: 0.8631     
Epoch 10/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3500 - acc: 0.8564
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3301 - acc: 0.8631     
7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8586     
Epoch 6/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3407 - acc: 0.8586Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8575     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8593     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8594     
Epoch 9/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3398 - acc: 0.8603Epoch 1/10
 832/7200 [==>...........................] - ETA: 13s - loss: 0.7032 - acc: 0.4423 
Epoch 10/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3431 - acc: 0.8573Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.5677 - acc: 0.7633     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8587     
7200/7200 [==============================] - 0s - loss: 0.4037 - acc: 0.8264     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3634 - acc: 0.8514     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3499 - acc: 0.8571     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.4943 - acc: 0.7985     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8589     
3136/7200 [============>.................] - ETA: 2s - loss: 0.5837 - acc: 0.7698Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8331     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4957 - acc: 0.7978     
Epoch 2/10
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3692 - acc: 0.8506Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3640 - acc: 0.8549     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4024 - acc: 0.8332     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8617     
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3766 - acc: 0.8505Epoch 8/10
1344/7200 [====>.........................] - ETA: 0s - loss: 0.3372 - acc: 0.8534
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3678 - acc: 0.8521     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8597     
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3459 - acc: 0.8595Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8606     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3532 - acc: 0.8572     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8615     
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3486 - acc: 0.8567Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8606     
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3499 - acc: 0.8552Epoch 7/10
2112/7200 [=======>......................] - ETA: 0s - loss: 0.3513 - acc: 0.8542
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.5703 - acc: 0.7635     
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3326 - acc: 0.8649Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8644     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3528 - acc: 0.8553
Epoch 8/10
3712/7200 [==============>...............] - ETA: 0s - loss: 0.4156 - acc: 0.8227
Epoch 7/10
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3434 - acc: 0.8580
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8606     
Epoch 9/10
2112/7200 [=======>......................] - ETA: 0s - loss: 0.3302 - acc: 0.8655
3392/7200 [=============>................] - ETA: 0s - loss: 0.3639 - acc: 0.8555Epoch 8/10
3584/7200 [=============>................] - ETA: 0s - loss: 0.3549 - acc: 0.8516
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8647     
1280/7200 [====>.........................] - ETA: 0s - loss: 0.3560 - acc: 0.8539Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8583     
3392/7200 [=============>................] - ETA: 0s - loss: 0.3479 - acc: 0.8526Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3352 - acc: 0.8629     
7200/7200 [==============================] - 0s - loss: 0.3394 - acc: 0.8626     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8607     
Epoch 6/10
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3397 - acc: 0.8570Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8586     
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8618     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8640     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8644     
Epoch 9/10
  64/7200 [..............................] - ETA: 202s - loss: 0.6888 - acc: 0.6250
Epoch 10/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3353 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4902 - acc: 0.7994     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3283 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3942 - acc: 0.8386     
Epoch 3/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4005 - acc: 0.8438Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3629 - acc: 0.8536     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.5735 - acc: 0.7621     
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3475 - acc: 0.8542Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8574     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.4042 - acc: 0.8288     
Epoch 3/10
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3438 - acc: 0.8568Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.5733 - acc: 0.7610     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8579     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3644 - acc: 0.8524     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4059 - acc: 0.8272     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8590     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3653 - acc: 0.8499     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8613     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8589     
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3535 - acc: 0.8558Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3504 - acc: 0.8594     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8611     
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4871 - acc: 0.8021     
3392/7200 [=============>................] - ETA: 0s - loss: 0.3265 - acc: 0.8697Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8638     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8421     
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8594     Epoch 3/10

3648/7200 [==============>...............] - ETA: 0s - loss: 0.3393 - acc: 0.8596Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3350 - acc: 0.8614     
3136/7200 [============>.................] - ETA: 0s - loss: 0.3340 - acc: 0.8645Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8549     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8618     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8643     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3407 - acc: 0.8616Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8581     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3346 - acc: 0.8623Epoch 5/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2016 - acc: 0.9375
Epoch 9/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3385 - acc: 0.8580
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3346 - acc: 0.8657Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8592     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8646     
 704/7200 [=>............................] - ETA: 0s - loss: 0.3532 - acc: 0.8523Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8576     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8593     
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8614     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8597     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4763 - acc: 0.8031     
Epoch 2/10
2112/7200 [=======>......................] - ETA: 0s - loss: 0.3397 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3947 - acc: 0.8356     
Epoch 3/10

7200/7200 [==============================] - 0s - loss: 0.3602 - acc: 0.8532     
Epoch 4/10
 832/7200 [==>...........................] - ETA: 0s - loss: 0.3590 - acc: 0.8486Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8607     
 768/7200 [==>...........................] - ETA: 15s - loss: 0.6520 - acc: 0.7786 Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.4890 - acc: 0.8000     
Epoch 2/10
 768/7200 [==>...........................] - ETA: 0s - loss: 0.4015 - acc: 0.8307
Epoch 7/10
  64/7200 [..............................] - ETA: 208s - loss: 0.7030 - acc: 0.4062Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3951 - acc: 0.8381     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3338 - acc: 0.8618     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4645 - acc: 0.8000     
5184/7200 [====================>.........] - ETA: 0s - loss: 0.3317 - acc: 0.8632Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3634 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8647     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3777 - acc: 0.8442     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3295 - acc: 0.8650     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8560     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3541 - acc: 0.8581     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3464 - acc: 0.8560Epoch 4/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3480 - acc: 0.8563
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8569     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4724 - acc: 0.8049     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3911 - acc: 0.8401     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8596     
6976/7200 [============================>.] - ETA: 0s - loss: 0.3423 - acc: 0.8577Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8587     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3579 - acc: 0.8550     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3372 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8606     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3467 - acc: 0.8599     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3358 - acc: 0.8665Epoch 5/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3474 - acc: 0.8584
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8617     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3335 - acc: 0.8636     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3342 - acc: 0.8657Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8642     
Epoch 7/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3352 - acc: 0.8615Epoch 1/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3332 - acc: 0.8629
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8629     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3333 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8646     
Epoch 10/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3314 - acc: 0.8573Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3290 - acc: 0.8642     5
7200/7200 [==============================] - 2s - loss: 0.4822 - acc: 0.7935     
Epoch 2/10
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3991 - acc: 0.8334Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3862 - acc: 0.8378     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3578 - acc: 0.8525     3
Epoch 4/10
6912/7200 [===========================>..] - ETA: 0s - loss: 0.4718 - acc: 0.8037
Epoch 5/10
4288/7200 [================>.............] - ETA: 0sss: 0.4694 - acc: 0.8047   
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8587     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3881 - acc: 0.8389     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8593     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4757 - acc: 0.8025     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8567     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3370 - acc: 0.8629     
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3410 - acc: 0.8619Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8374     
Epoch 3/10
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3254 - acc: 0.8646
Epoch 5/10
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3329 - acc: 0.8605Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8619     
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3581 - acc: 0.8558Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3602 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8614     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8572     
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8628     Epoch 5/10

Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3320 - acc: 0.8631     
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8597     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3324 - acc: 0.8651     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3290 - acc: 0.8664     8
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.4808 - acc: 0.7919     
Epoch 2/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4798 - acc: 0.7500
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3293 - acc: 0.8647     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3836 - acc: 0.8411     
7040/7200 [============================>.] - ETA: 0s - loss: 0.3360 - acc: 0.8652Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3364 - acc: 0.8654     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3259 - acc: 0.8653     
7200/7200 [==============================] - 0s - loss: 0.3543 - acc: 0.8551     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8621     
Epoch 10/10
Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3336 - acc: 0.8632     
7200/7200 [==============================] - 0s - loss: 0.3410 - acc: 0.8594     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8615     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3349 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4729 - acc: 0.8050     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3850 - acc: 0.8410     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3309 - acc: 0.8643     
Epoch 10/10
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3491 - acc: 0.8551Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3307 - acc: 0.8643     
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8575     
Epoch 5/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3543 - acc: 0.8517Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3413 - acc: 0.8597     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3396 - acc: 0.8593     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3384 - acc: 0.8632     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.4779 - acc: 0.7937     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8626     
Epoch 9/10
1408/7200 [====>.........................] - ETA: 8s - loss: 0.6233 - acc: 0.7408 
Epoch 3/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3440 - acc: 0.8565Epoch 1/10
5184/7200 [====================>.........] - ETA: 0s - loss: 0.3525 - acc: 0.8569
Epoch 10/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3513 - acc: 0.8576
Epoch 2/10
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3329 - acc: 0.8657
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8651     
Epoch 3/10
5184/7200 [====================>.........] - ETA: 0s - loss: 0.3475 - acc: 0.8549
7200/7200 [==============================] - 0s - loss: 0.3423 - acc: 0.8581     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8593     
4352/7200 [=================>............] - ETA: 0s - loss: 0.3486 - acc: 0.8552Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8615     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3357 - acc: 0.8607     
Epoch 7/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3309 - acc: 0.8599
7200/7200 [==============================] - 2s - loss: 0.4741 - acc: 0.8036     
Epoch 6/10
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3326 - acc: 0.8619     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3860 - acc: 0.8431     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3326 - acc: 0.8640     
Epoch 7/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3341 - acc: 0.8625Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8644     
Epoch 9/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3317 - acc: 0.8623
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3304 - acc: 0.8633     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3278 - acc: 0.8660     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8576     
Epoch 5/10
4352/7200 [=================>............] - ETA: 0s - loss: 0.3304 - acc: 0.8626
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3272 - acc: 0.8654     
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3262 - acc: 0.8660     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3398 - acc: 0.8596     3
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3253 - acc: 0.8675     
7200/7200 [==============================] - 2s - loss: 0.4795 - acc: 0.7896     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8617     
 768/7200 [==>...........................] - ETA: 0s - loss: 0.4247 - acc: 0.8177Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3875 - acc: 0.8383     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8632     
Epoch 9/10
7200/7200 [==============================] - 0s      - loss: 0.3528 - acc: 0.85
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8622     
Epoch 10/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3531 - acc: 0.8564Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8587     
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3378 - acc: 0.8614Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3332 - acc: 0.8618     
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8592     
Epoch 6/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3445 - acc: 0.8906Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8610     
Epoch 7/10
 64/800 [=>............................] - ETA: 17soss: 0.3374 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3351 - acc: 0.8635     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.4728 - acc: 0.8014     
Epoch 2/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3322 - acc: 0.8646Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3873 - acc: 0.8418     
Epoch 10/10

Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.4755 - acc: 0.8015     
4480/7200 [=================>............] - ETA: 0s - loss: 0.3318 - acc: 0.8612Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3311 - acc: 0.8611     
7200/7200 [==============================] - 0s - loss: 0.3551 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3926 - acc: 0.8386     
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3535 - acc: 0.8551Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3604 - acc: 0.8521     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8543     
Epoch 5/10
6720/7200 [===========================>..] - ETA: 0s - loss: 0.4812 - acc: 0.7929
Epoch 7/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3443 - acc: 0.8566
Epoch 2/10
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3935 - acc: 0.8361
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8593     Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3811 - acc: 0.8418     
7200/7200 [==============================] - 0s - loss: 0.3386 - acc: 0.8632     
Epoch 8/10
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3435 - acc: 0.8572     
Epoch 7/10
3328/7200 [============>.................] - ETA: 0s - loss: 0.3395 - acc: 0.8618Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8644     
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8558     Epoch 9/10

Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8603     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3315 - acc: 0.8628     
2176/7200 [========>.....................] - ETA: 0s - loss: 0.3504 - acc: 0.8502Epoch 10/10
 768/7200 [==>...........................] - ETA: 0s - loss: 0.3294 - acc: 0.8672
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3389 - acc: 0.8592     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3296 - acc: 0.8686     
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8600     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8636     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8639     
7200/7200 [==============================] - 2s - loss: 0.4800 - acc: 0.7957     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3323 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3953 - acc: 0.8356     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3305 - acc: 0.8636     
5120/7200 [====================>.........] - ETA: 0sEpoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3631 - acc: 0.8501     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3303 - acc: 0.8649     
Epoch 10/10
1920/7200 [=======>......................] - ETA: 0s - loss: 0.3448 - acc: 0.8552Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8544     
6784/7200 [===========================>..] - ETA: 0sEpoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3273 - acc: 0.8643     
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8571     
Epoch 6/10
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3528 - acc: 0.8552Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8599     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8597     5
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8569     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.4784 - acc: 0.7918     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8621     
Epoch 10/10
1408/7200 [====>.........................] - ETA: 8s - loss: 0.6208 - acc: 0.7337 
Epoch 3/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2793 - acc: 0.8906Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.4766 - acc: 0.7949     
Epoch 2/10
 640/7200 [=>............................] - ETA: 0s - loss: 0.3989 - acc: 0.8328
7200/7200 [==============================] - 0s - loss: 0.3527 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3817 - acc: 0.8429     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8599     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8556     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3428 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8567     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8592     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.4752 - acc: 0.7996     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8582     
3200/7200 [============>.................] - ETA: 0s - loss: 0.4146 - acc: 0.8272Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8592     
4224/7200 [================>.............] - ETA: 0s - loss: 0.4094 - acc: 0.8305Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3937 - acc: 0.8365     
Epoch 3/10
7040/7200 [============================>.] - ETA: 0s - loss: 0.3395 - acc: 0.8591Epoch 1/10
6528/7200 [==========================>...] - ETA: 0s - loss: 0.3318 - acc: 0.8621
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3355 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3589 - acc: 0.8540     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3353 - acc: 0.8615     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3362 - acc: 0.8624     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3465 - acc: 0.8591Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8593     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3334 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3321 - acc: 0.8617     
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8601     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3467 - acc: 0.8583Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8628     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3299 - acc: 0.8638     
7200/7200 [==============================] - 2s - loss: 0.4743 - acc: 0.7975     
Epoch 2/10
3520/7200 [=============>................] - ETA: 0s - loss: 0.4054 - acc: 0.8321
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8401     
Epoch 3/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3646 - acc: 0.8508
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3532 - acc: 0.8571     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3343 - acc: 0.8626     
Epoch 10/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3393 - acc: 0.8580Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8568     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3306 - acc: 0.8615     
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8611     
Epoch 6/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3359 - acc: 0.8587Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3339 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3308 - acc: 0.8643     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3288 - acc: 0.8644     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.4783 - acc: 0.7982     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3271 - acc: 0.8661     
5760/7200 [=======================>......] - ETA: 0s - loss: 0.4005 - acc: 0.83492Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8346     
Epoch 3/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3150 - acc: 0.8700Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3239 - acc: 0.8638     
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8522     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4552 - acc: 0.8039     
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3555 - acc: 0.8497Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8586     
Epoch 8/10
4496/7200 [=================>............] - ETA: 0s - loss: 0.3867 - acc: 0.8372Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3375 - acc: 0.8618     
7088/7200 [============================>.] - ETA: 0s - loss: 0.3826 - acc: 0.8383Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3832 - acc: 0.8379     
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.4730 - acc: 0.7951     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8604     
7200/7200 [==============================] - 1s - loss: 0.3849 - acc: 0.8403     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3666 - acc: 0.8468     
  16/7200 [..............................] - ETA: 2s - loss: 0.1981 - acc: 1.0000Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.4725 - acc: 0.7981     
4128/7200 [================>.............] - ETA: 0s - loss: 0.3702 - acc: 0.8498Epoch 2/10
 192/7200 [..............................] - ETA: 2s - loss: 0.4016 - acc: 0.8438Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3650 - acc: 0.8472     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3672 - acc: 0.8525     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3870 - acc: 0.8400     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3590 - acc: 0.8489     
2560/7200 [=========>....................] - ETA: 4s - loss: 0.5487 - acc: 0.7777Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3609 - acc: 0.8493     
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4707 - acc: 0.7967     
Epoch 2/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3504 - acc: 0.8580
Epoch 4/10
2752/7200 [==========>...................] - ETA: 1s - loss: 0.3925 - acc: 0.8387
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3557 - acc: 0.8561     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3855 - acc: 0.8400     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3594 - acc: 0.8518     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8556     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3570 - acc: 0.8550     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3671 - acc: 0.8506     

Epoch 4/10
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3513 - acc: 0.8567     
1728/7200 [======>.......................] - ETA: 1s - loss: 0.3464 - acc: 0.8576Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3505 - acc: 0.8574     
2752/7200 [==========>...................] - ETA: 1s - loss: 0.3437 - acc: 0.8586Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8560     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3592 - acc: 0.8478     
4720/7200 [==================>...........] - ETA: 0s - loss: 0.3515 - acc: 0.8600Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8560     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3548 - acc: 0.8564     
2928/7200 [===========>..................] - ETA: 1s - loss: 0.3672 - acc: 0.8446Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3523 - acc: 0.8547     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3559 - acc: 0.8532     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3518 - acc: 0.8529     
7200/7200 [==============================] - 2s - loss: 0.3498 - acc: 0.8588     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3528 - acc: 0.8565     
3632/7200 [==============>...............] - ETA: 0s - loss: 0.3447 - acc: 0.8626Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3553 - acc: 0.8538     
4944/7200 [===================>..........] - ETA: 0s - loss: 0.3517 - acc: 0.8578Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8551     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3506 - acc: 0.8565
7200/7200 [==============================] - 1s - loss: 0.3509 - acc: 0.8556     
Epoch 10/10
7152/7200 [============================>.] - ETA: 0s - loss: 0.3522 - acc: 0.8549Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3531 - acc: 0.8546     
2144/7200 [=======>......................] - ETA: 1s - loss: 0.3443 - acc: 0.8647Epoch 8/10
4784/7200 [==================>...........] - ETA: 0s - loss: 0.3503 - acc: 0.8549
7200/7200 [==============================] - 2s - loss: 0.3536 - acc: 0.8543     
Epoch 9/10
1232/7200 [====>.........................] - ETA: 10s - loss: 0.6284 - acc: 0.7435Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.4758 - acc: 0.7936     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3476 - acc: 0.8585     
Epoch 10/10
4448/7200 [=================>............] - ETA: 0s - loss: 0.3972 - acc: 0.8309Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3918 - acc: 0.8351     
5840/7200 [=======================>......] - ETA: 0s - loss: 0.3542 - acc: 0.8522Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8544     
Epoch 2/10

7200/7200 [==============================] - 1s - loss: 0.3725 - acc: 0.8500     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3846 - acc: 0.8450     
1952/7200 [=======>......................] - ETA: 0sEpoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4542 - acc: 0.8031     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3658 - acc: 0.8481     
Epoch 1/10
Epoch 5/10
2000/7200 [=======>......................] - ETA: 1s - loss: 0.3616 - acc: 0.8470
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.4117 - acc: 0.8244     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3586 - acc: 0.8531     
Epoch 6/10
4752/7200 [==================>...........] - ETA: 0s - loss: 0.4005 - acc: 0.8285
2368/7200 [========>.....................] - ETA: 5s - loss: 0.5606 - acc: 0.7660Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3908 - acc: 0.8358     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3593 - acc: 0.8526     
Epoch 7/10
2384/7200 [========>.....................] - ETA: 1s - loss: 0.3591 - acc: 0.8532
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3587 - acc: 0.8528     
2192/7200 [========>.....................] - ETA: 1s - loss: 0.3835 - acc: 0.8449Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3777 - acc: 0.8450     
2704/7200 [==========>...................] - ETA: 1s - loss: 0.3464 - acc: 0.8598Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3570 - acc: 0.8531     
6448/7200 [=========================>....] - ETA: 0s - loss: 0.3795 - acc: 0.8460Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3800 - acc: 0.8454     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3526 - acc: 0.8576     
4480/7200 [=================>............] - ETA: 0s - loss: 0.3715 - acc: 0.8478Epoch 7/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3600 - acc: 0.8537
Epoch 6/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3597 - acc: 0.8538
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3621 - acc: 0.8517     
3120/7200 [============>.................] - ETA: 1s - loss: 0.3676 - acc: 0.8452Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3519 - acc: 0.8549     
Epoch 8/10
4848/7200 [===================>..........] - ETA: 0s - loss: 0.3454 - acc: 0.8585
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3505 - acc: 0.8568     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3564 - acc: 0.8526     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8583     
5104/7200 [====================>.........] - ETA: 0s - loss: 0.3726 - acc: 0.8460Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3640 - acc: 0.8508     
3200/7200 [============>.................] - ETA: 1s - loss: 0.3524 - acc: 0.8556Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3538 - acc: 0.8554     
4096/7200 [================>.............] - ETA: 0s - loss: 0.3627 - acc: 0.8547
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8567     
5152/7200 [====================>.........] - ETA: 0s - loss: 0.3608 - acc: 0.8558Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3613 - acc: 0.8526     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3512 - acc: 0.8562     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3497 - acc: 0.8574     
7200/7200 [==============================] - 1s - loss: 0.3589 - acc: 0.8471     
Epoch 10/10
2288/7200 [========>.....................] - ETA: 1s - loss: 0.3578 - acc: 0.8527Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8529     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3577 - acc: 0.8540     
6928/7200 [===========================>..] - ETA: 0s - loss: 0.3507 - acc: 0.8572Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3505 - acc: 0.8567     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4674 - acc: 0.7985     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3485 - acc: 0.8572     7
Epoch 10/10
 192/7200 [..............................] - ETA: 75s - loss: 0.6426 - acc: 0.7865 Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3781 - acc: 0.8471     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8585     
7200/7200 [==============================] - 4s - loss: 0.4574 - acc: 0.7999     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3595 - acc: 0.8492     
Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.4697 - acc: 0.7979     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.4139 - acc: 0.8219     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3521 - acc: 0.8529     
Epoch 5/10
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3552 - acc: 0.8464Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3925 - acc: 0.8410     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3924 - acc: 0.8343     
3312/7200 [============>.................] - ETA: 1s - loss: 0.3441 - acc: 0.8554Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3710 - acc: 0.8489     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3788 - acc: 0.8447     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3482 - acc: 0.8574     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3602 - acc: 0.8526     
Epoch 5/10
4384/7200 [=================>............] - ETA: 0s - loss: 0.3713 - acc: 0.8467
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3712 - acc: 0.8483     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8536     
5872/7200 [=======================>......] - ETA: 0s - loss: 0.3580 - acc: 0.8571Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3611 - acc: 0.8546     
Epoch 6/10
1760/7200 [======>.......................] - ETA: 1s - loss: 0.3486 - acc: 0.8619
Epoch 3/10
4256/7200 [================>.............] - ETA: 0s - loss: 0.3517 - acc: 0.8602
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3450 - acc: 0.8611     
3232/7200 [============>.................] - ETA: 1s - loss: 0.3703 - acc: 0.8484Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3555 - acc: 0.8549     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3949 - acc: 0.8360     
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3719 - acc: 0.8463Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3652 - acc: 0.8492     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8610     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3549 - acc: 0.8565     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3780 - acc: 0.8458     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3643 - acc: 0.8499     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3571 - acc: 0.8543     
3568/7200 [=============>................] - ETA: 1s - loss: 0.3642 - acc: 0.8470Epoch 9/10
5520/7200 [======================>.......] - ETA: 0s - loss: 0.3740 - acc: 0.8493
7200/7200 [==============================] - 2s - loss: 0.3719 - acc: 0.8478     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3614 - acc: 0.8472     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3527 - acc: 0.8529     
Epoch 10/10
4144/7200 [================>.............] - ETA: 0sss: 0.3614 - acc: 0.8521   
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3583 - acc: 0.8511     
3616/7200 [==============>...............] - ETA: 1s - loss: 0.3538 - acc: 0.8562Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3523 - acc: 0.8564     
7200/7200 [==============================] - 2s - loss: 0.3609 - acc: 0.8500     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3540 - acc: 0.8554     
Epoch 9/10
 512/7200 [=>............................] - ETA: 2s - loss: 0.2943 - acc: 0.8789Epoch 1/10
2096/7200 [=======>......................] - ETA: 1s - loss: 0.3241 - acc: 0.8635Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.4572 - acc: 0.8026     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3518 - acc: 0.8519     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.4131 - acc: 0.8203     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3544 - acc: 0.8576     
7200/7200 [==============================] - 3s - loss: 0.4656 - acc: 0.7996     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4645 - acc: 0.8032     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3945 - acc: 0.8321     
 928/7200 [==>...........................] - ETA: 1s - loss: 0.4038 - acc: 0.8373Epoch 4/10
800/800 [==============================] - 1s     1s - loss: 0.3806 - acc: 0.84
7200/7200 [==============================] - 2s - loss: 0.3843 - acc: 0.8439     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3919 - acc: 0.8365     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3802 - acc: 0.8440     
Epoch 5/10
3184/7200 [============>.................] - ETA: 1s - loss: 0.3870 - acc: 0.8445Epoch 1/10
6432/7200 [=========================>....] - ETA: 0s - loss: 0.3687 - acc: 0.8459
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3695 - acc: 0.8471     
Epoch 4/10
1488/7200 [=====>........................] - ETA: 1s - loss: 0.3603 - acc: 0.8535
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3603 - acc: 0.8524     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3623 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3657 - acc: 0.8474     
3936/7200 [===============>..............] - ETA: 2s - loss: 0.5152 - acc: 0.7807Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4690 - acc: 0.8003     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3556 - acc: 0.8561     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3607 - acc: 0.8543     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3672 - acc: 0.8454     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3881 - acc: 0.8431     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3568 - acc: 0.8543     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3515 - acc: 0.8569     
6304/7200 [=========================>....] - ETA: 0s - loss: 0.3611 - acc: 0.8523Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3589 - acc: 0.8540     
1504/7200 [=====>........................] - ETA: 1s - loss: 0.3575 - acc: 0.8577Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3701 - acc: 0.8488     
Epoch 4/10
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3578 - acc: 0.8489
Epoch 8/10
3120/7200 [============>.................] - ETA: 1s - loss: 0.3759 - acc: 0.8439
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3550 - acc: 0.8519     
3840/7200 [===============>..............] - ETA: 1s - loss: 0.3657 - acc: 0.8495Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3647 - acc: 0.8515     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8569     
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3574 - acc: 0.8535Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3527 - acc: 0.8562     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3597 - acc: 0.8536     
5616/7200 [======================>.......] - ETA: 0s - loss: 0.3561 - acc: 0.8586
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3528 - acc: 0.8594     
1408/7200 [====>.........................] - ETA: 1s - loss: 0.3349 - acc: 0.8629Epoch 10/10
3376/7200 [=============>................] - ETA: 1s - loss: 0.3571 - acc: 0.8528
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3532 - acc: 0.8546     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3505 - acc: 0.8574     
6112/7200 [========================>.....] - ETA: 0s - loss: 0.3486 - acc: 0.8596Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3485 - acc: 0.8586     
7200/7200 [==============================] - 2s - loss: 0.3536 - acc: 0.8590     
Epoch 8/10
7008/7200 [============================>.] - ETA: 0s - loss: 0.3549 - acc: 0.8557Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3539 - acc: 0.8569     
Epoch 9/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.4795 - acc: 0.7966Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4715 - acc: 0.7996     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3510 - acc: 0.8582     2
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3922 - acc: 0.8406     
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.4718 - acc: 0.7971     
6736/7200 [===========================>..] - ETA: 0s - loss: 0.3465 - acc: 0.8606Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3493 - acc: 0.8590     
7200/7200 [==============================] - 4s - loss: 0.4594 - acc: 0.8076     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3697 - acc: 0.8461     
Epoch 4/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3945 - acc: 0.8349
Epoch 3/10
3712/7200 [==============>...............] - ETA: 0sss: 0.3823 - acc: 0.8390   
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3639 - acc: 0.8506     
Epoch 5/10
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3640 - acc: 0.8503Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3620 - acc: 0.8532     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3610 - acc: 0.8525     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3574 - acc: 0.8519     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3576 - acc: 0.8518     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3568 - acc: 0.8522     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8551     
4864/7200 [===================>..........] - ETA: 0s - loss: 0.3531 - acc: 0.8544Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3542 - acc: 0.8542     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4607 - acc: 0.8054     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3539 - acc: 0.8538     
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3559 - acc: 0.8557Epoch 6/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.4005 - acc: 0.8363
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3517 - acc: 0.8546     
2432/7200 [=========>....................] - ETA: 1s - loss: 0.3670 - acc: 0.8503Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3881 - acc: 0.8421     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8562     
Epoch 7/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3679 - acc: 0.8497
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3512 - acc: 0.8569     
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3695 - acc: 0.8482Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3690 - acc: 0.8493     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3497 - acc: 0.8575     
Epoch 8/10
5232/7200 [====================>.........] - ETA: 0s - loss: 0.3473 - acc: 0.8540
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3500 - acc: 0.8546     
7200/7200 [==============================] - 1s - loss: 0.3611 - acc: 0.8508     Epoch 9/10

  16/7200 [..............................] - ETA: 1s - loss: 0.1215 - acc: 1.0000Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8560     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3500 - acc: 0.8588     
7200/7200 [==============================] - 1s - loss: 0.3474 - acc: 0.8576     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3614 - acc: 0.8528     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3465 - acc: 0.8594     
1296/7200 [====>.........................] - ETA: 0sEpoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8556     
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8564     
Epoch 7/10
5792/7200 [=======================>......] - ETA: 0s - loss: 0.3415 - acc: 0.8591Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3445 - acc: 0.8569     
7200/7200 [==============================] - 2s - loss: 0.3542 - acc: 0.8575     
Epoch 8/10
4816/7200 [===================>..........] - ETA: 0s - loss: 0.3543 - acc: 0.8524Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3501 - acc: 0.8533     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4516 - acc: 0.8093     
Epoch 2/10
3376/7200 [=============>................] - ETA: 1s - loss: 0.3561 - acc: 0.8578Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8606     
4224/7200 [================>.............] - ETA: 0s - loss: 0.3745 - acc: 0.8499Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3737 - acc: 0.8476     
Epoch 3/10
1280/7200 [====>.........................] - ETA: 11s - loss: 0.5852 - acc: 0.7688
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3511 - acc: 0.8557     
7200/7200 [==============================] - 2s - loss: 0.3594 - acc: 0.8519     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4562 - acc: 0.8029     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3751 - acc: 0.8489     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3556 - acc: 0.8539     
6736/7200 [===========================>..] - ETA: 0s - loss: 0.3882 - acc: 0.8394Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3876 - acc: 0.8394     
Epoch 3/10
1344/7200 [====>.........................] - ETA: 1s - loss: 0.3563 - acc: 0.8490
Epoch 4/10
1904/7200 [======>.......................] - ETA: 1s - loss: 0.3551 - acc: 0.8561Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3555 - acc: 0.8543     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3688 - acc: 0.8501     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3578 - acc: 0.8544     
 528/7200 [=>............................] - ETA: 2s - loss: 0.3782 - acc: 0.8390Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3528 - acc: 0.8550     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3626 - acc: 0.8490     
Epoch 5/10
6240/7200 [=========================>....] - ETA: 0s - loss: 0.4582 - acc: 0.8016
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4504 - acc: 0.8046     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3501 - acc: 0.8588     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3603 - acc: 0.8500     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8612     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3799 - acc: 0.8443     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3479 - acc: 0.8572     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8539     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3535 - acc: 0.8558     
 208/7200 [..............................] - ETA: 1s - loss: 0.3889 - acc: 0.8173Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3618 - acc: 0.8507     
Epoch 4/10
5520/7200 [======================>.......] - ETA: 0s - loss: 0.3551 - acc: 0.8551
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3469 - acc: 0.8592     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3552 - acc: 0.8529     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3568 - acc: 0.8526     
Epoch 5/10
5936/7200 [=======================>......] - ETA: 0s - loss: 0.3511 - acc: 0.8570
6896/7200 [===========================>..] - ETA: 0s - loss: 0.3459 - acc: 0.8614Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3458 - acc: 0.8615     
7200/7200 [==============================] - 2s - loss: 0.3503 - acc: 0.8554     
Epoch 9/10
1440/7200 [=====>........................] - ETA: 1s - loss: 0.3453 - acc: 0.8590
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8624     
7200/7200 [==============================] - 2s - loss: 0.3529 - acc: 0.8546     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3457 - acc: 0.8574     
Epoch 7/10
 864/7200 [==>...........................] - ETA: 1s - loss: 0.3540 - acc: 0.85Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3516 - acc: 0.8564     
7200/7200 [==============================] - 2s - loss: 0.3470 - acc: 0.8574     
4640/7200 [==================>...........] - ETA: 0sEpoch 8/10
3792/7200 [==============>...............] - ETA: 0s - loss: 0.3282 - acc: 0.8687Epoch 1/10
2016/7200 [=======>......................] - ETA: 0sss: 0.3430 - acc: 0.8601   
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.4561 - acc: 0.7994     
1008/7200 [===>..........................] - ETA: 13s - loss: 0.5871 - acc: 0.7560Epoch 2/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3544 - acc: 0.8544Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3475 - acc: 0.8586     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4446 - acc: 0.8081     
3248/7200 [============>.................] - ETA: 1s - loss: 0.3470 - acc: 0.8559Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3849 - acc: 0.8421     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3458 - acc: 0.8565     
7200/7200 [==============================] - 2s - loss: 0.3783 - acc: 0.8440     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3672 - acc: 0.8471     
1104/7200 [===>..........................] - ETA: 1s - loss: 0.3999 - acc: 0.8288Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4446 - acc: 0.8106     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3591 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3617 - acc: 0.8496     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3717 - acc: 0.8482     
Epoch 3/10
Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3566 - acc: 0.8551     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3602 - acc: 0.8500     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3578 - acc: 0.8550     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3560 - acc: 0.8556     Epoch 6/10

7200/7200 [==============================] - 2s - loss: 0.3544 - acc: 0.8536     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4410 - acc: 0.8135     
 336/7200 [>.............................] - ETA: 2s - loss: 0.3372 - acc: 0.8631Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8544     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3540 - acc: 0.8540     
Epoch 8/10
 336/7200 [>.............................] - ETA: 2s - loss: 0.3102 - acc: 0.8750
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3691 - acc: 0.8507     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8581     
6576/7200 [==========================>...] - ETA: 0s - loss: 0.3564 - acc: 0.8516Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3505 - acc: 0.8560     
Epoch 9/10
3760/7200 [==============>...............] - ETA: 0s - loss: 0.3436 - acc: 0.8593
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8586     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3550 - acc: 0.8557     
Epoch 10/10
3664/7200 [==============>...............] - ETA: 0s - loss: 0.3398 - acc: 0.8646
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3535 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3436 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3430 - acc: 0.8579     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8551     
4448/7200 [=================>............] - ETA: 0s - loss: 0.3402 - acc: 0.8640
 688/7200 [=>............................] - ETA: 1s - loss: 0.3487 - acc: 0.8517Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8604     
7200/7200 [==============================] - 2s - loss: 0.3466 - acc: 0.8578     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8601     
Epoch 7/10
6688/7200 [==========================>...] - ETA: 0s - loss: 0.3412 - acc: 0.86Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3406 - acc: 0.8601     
7200/7200 [==============================] - 2s - loss: 0.3468 - acc: 0.8562     
Epoch 8/10
1632/7200 [=====>........................] - ETA: 1s - loss: 0.3487 - acc: 0.8487Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8574     1
Epoch 9/10
6832/7200 [===========================>..] - ETA: 0s - loss: 0.3438 - acc: 0.8567Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4402 - acc: 0.8139     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3455 - acc: 0.8564     
5360/7200 [=====================>........] - ETA: 1s - loss: 0.4701 - acc: 0.7983Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4533 - acc: 0.8068     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3684 - acc: 0.8496     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3392 - acc: 0.8596     
7200/7200 [==============================] - 2s - loss: 0.3773 - acc: 0.8422     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4454 - acc: 0.8107     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3543 - acc: 0.8542     
 144/7200 [..............................] - ETA: 2s - loss: 0.4273 - acc: 0.8125Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3627 - acc: 0.8528     
Epoch 4/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3503 - acc: 0.8536Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3852 - acc: 0.8392     
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3487 - acc: 0.8543Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3500 - acc: 0.8533     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3563 - acc: 0.8526     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3648 - acc: 0.8515     
1088/7200 [===>..........................] - ETA: 13s - loss: 0.5849 - acc: 0.7647Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3460 - acc: 0.8561     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3557 - acc: 0.8531     
Epoch 6/10
5712/7200 [======================>.......] - ETA: 0s - loss: 0.3404 - acc: 0.8657
5136/7200 [====================>.........] - ETA: 0s - loss: 0.3503 - acc: 0.8561Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3589 - acc: 0.8535     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3447 - acc: 0.8624     
Epoch 7/10
 880/7200 [==>...........................] - ETA: 1s - loss: 0.3789 - acc: 0.8443
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3810 - acc: 0.8429     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3543 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3456 - acc: 0.8582     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8593     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3605 - acc: 0.8512     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3423 - acc: 0.8576     
Epoch 9/10
  16/7200 [..............................] - ETA: 2s - loss: 0.4790 - acc: 0.7500
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3479 - acc: 0.8557     
 160/7200 [..............................] - ETA: 2s - loss: 0.3407 - acc: 0.8625Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3567 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3544 - acc: 0.8562     
Epoch 8/10
7152/7200 [============================>.] - ETA: 0s - loss: 0.3444 - acc: 0.8585
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3438 - acc: 0.8589     
  16/7200 [..............................] - ETA: 2s - loss: 0.5091 - acc: 0.7500Epoch 10/10
7072/7200 [============================>.] - ETA: 0s - loss: 0.3447 - acc: 0.8553
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3427 - acc: 0.8588Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8625     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3448 - acc: 0.8557     
7200/7200 [==============================] - 2s - loss: 0.3386 - acc: 0.8604     
 592/7200 [=>............................] - ETA: 1sss: 0.3528 - acc: 0.8554   
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3453 - acc: 0.8568     
 192/7200 [..............................] - ETA: 2s - loss: 0.4316 - acc: 0.8385Epoch 10/10
4880/7200 [===================>..........] - ETA: 0s - loss: 0.3487 - acc: 0.8590Epoch 1/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3476 - acc: 0.8587Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8588     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3492 - acc: 0.8565     
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4517 - acc: 0.8032     
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3537 - acc: 0.8550Epoch 2/10
6368/7200 [=========================>....] - ETA: 0s - loss: 0.4483 - acc: 0.8092Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4429 - acc: 0.8131     
Epoch 2/10
 896/7200 [==>...........................] - ETA: 1s - loss: 0.4113 - acc: 0.8337
Epoch 10/10
5712/7200 [======================>.......] - ETA: 0s - loss: 0.3833 - acc: 0.8430
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3840 - acc: 0.8421     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3460 - acc: 0.8579     
7200/7200 [==============================] - 2s - loss: 0.3693 - acc: 0.8521     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4537 - acc: 0.8065     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3597 - acc: 0.8507     
 192/7200 [..............................] - ETA: 2s - loss: 0.4054 - acc: 0.8125Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3600 - acc: 0.8511     
Epoch 5/10
6864/7200 [===========================>..] - ETA: 0s - loss: 0.3517 - acc: 0.8571Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3781 - acc: 0.8431     
7024/7200 [============================>.] - ETA: 0s - loss: 0.3527 - acc: 0.8568Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3532 - acc: 0.8562     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8561     
5328/7200 [=====================>........] - ETA: 0s - loss: 0.3500 - acc: 0.8594Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3602 - acc: 0.8526     
6992/7200 [============================>.] - ETA: 0s - loss: 0.3530 - acc: 0.8561Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3514 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3558 - acc: 0.8549     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4517 - acc: 0.8071     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3535 - acc: 0.8557     
7152/7200 [============================>.] - ETA: 0s - loss: 0.3495 - acc: 0.8554Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3497 - acc: 0.8553     
2496/7200 [=========>....................] - ETA: 1s - loss: 0.3591 - acc: 0.8421Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8549     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3740 - acc: 0.8467     
6640/7200 [==========================>...] - ETA: 0s - loss: 0.3462 - acc: 0.8620Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3556 - acc: 0.8525     
3120/7200 [============>.................] - ETA: 1s - loss: 0.3385 - acc: 0.8651Epoch 6/10
7184/7200 [============================>.] - ETA: 0s - loss: 0.3482 - acc: 0.8608
 496/7200 [=>............................] - ETA: 2s - loss: 0.3487 - acc: 0.8569Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8567     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3568 - acc: 0.8528     Epoch 4/10

7200/7200 [==============================] - 2s - loss: 0.3427 - acc: 0.8625     
Epoch 9/10
3360/7200 [=============>................] - ETA: 1s - loss: 0.3314 - acc: 0.8637
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3530 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3503 - acc: 0.8556     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3415 - acc: 0.8579     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8582     
7200/7200 [==============================] - 2s - loss: 0.3459 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8550     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3419 - acc: 0.8582     
800/800 [==============================] - 1s     0s - loss: 0.3455 - acc: 0.85
7200/7200 [==============================] - 2s - loss: 0.3468 - acc: 0.8582     
7040/7200 [============================>.] - ETA: 0s - loss: 0.3472 - acc: 0.8582Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3475 - acc: 0.8576     
 176/7200 [..............................] - ETA: 2s - loss: 0.3798 - acc: 0.8636Epoch 7/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3305 - acc: 0.86Epoch 1/10
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3485 - acc: 0.8578Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8590     
800/800 [==============================] - 1s     0s - loss: 0.3434 - acc: 0.85
7200/7200 [==============================] - 2s - loss: 0.3434 - acc: 0.8600     
Epoch 9/10
1328/7200 [====>.........................] - ETA: 11s - loss: 0.5645 - acc: 0.7666
Epoch 2/10
5072/7200 [====================>.........] - ETA: 0s - loss: 0.3958 - acc: 0.8287Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4518 - acc: 0.8064     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8588     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3921 - acc: 0.8357     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3723 - acc: 0.8458     
7136/7200 [============================>.] - ETA: 0s - loss: 0.3423 - acc: 0.8589Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8592     
7200/7200 [==============================] - 1s - loss: 0.3752 - acc: 0.8483     
Epoch 4/10
5936/7200 [=======================>......] - ETA: 0s - loss: 0.3638 - acc: 0.8528
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3568 - acc: 0.8515     
 640/7200 [=>............................] - ETA: 2s - loss: 0.3983 - acc: 0.8516Epoch 4/10
1840/7200 [======>.......................] - ETA: 0s - loss: 0.4011 - acc: 0.84
Epoch 5/10
7024/7200 [============================>.] - ETA: 0s - loss: 0.3801 - acc: 0.8492Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3802 - acc: 0.8485     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3515 - acc: 0.8542     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3588 - acc: 0.8508     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3593 - acc: 0.8500     
 384/7200 [>.............................] - ETA: 38s - loss: 0.6153 - acc: 0.8125Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3509 - acc: 0.8532     
1264/7200 [====>.........................] - ETA: 11s - loss: 0.5442 - acc: 0.8046Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3521 - acc: 0.8524     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4568 - acc: 0.8018     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3560 - acc: 0.8539     
Epoch 5/10
1008/7200 [===>..........................] - ETA: 1s - loss: 0.4122 - acc: 0.8264
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3483 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3921 - acc: 0.8371     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3517 - acc: 0.8567     
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3484 - acc: 0.8576Epoch 6/10
7088/7200 [============================>.] - ETA: 0s - loss: 0.3495 - acc: 0.8575
 352/7200 [>.............................] - ETA: 2s - loss: 0.3339 - acc: 0.8608Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3485 - acc: 0.8579     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3690 - acc: 0.8481     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3435 - acc: 0.8578Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3475 - acc: 0.8571     
 160/7200 [..............................] - ETA: 2s - loss: 0.3298 - acc: 0.8625Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3449 - acc: 0.8546     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3448 - acc: 0.8578     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3644 - acc: 0.8497     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8586     
 320/7200 [>.............................] - ETA: 2s - loss: 0.3807 - acc: 0.8594
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3437 - acc: 0.8596     
Epoch 9/10
6832/7200 [===========================>..] - ETA: 0s - loss: 0.3402 - acc: 0.8601
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3409 - acc: 0.8596     
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3448 - acc: 0.8589Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8592     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3545 - acc: 0.8536     
Epoch 7/10
 400/7200 [>.............................] - ETA: 38s - loss: 0.6493 - acc: 0.7325
7200/7200 [==============================] - 1s - loss: 0.3565 - acc: 0.8525     
Epoch 8/10
 544/7200 [=>............................] - ETA: 1s - loss: 0.3395 - acc: 0.8621Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4508 - acc: 0.8096     
 16/800 [..............................] - ETA: 88sEpoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8574     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3805 - acc: 0.8451     
Epoch 3/10
 400/7200 [>.............................] - ETA: 1s - loss: 0.3497 - acc: 0.8700Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3509 - acc: 0.8564     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4593 - acc: 0.8075     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3605 - acc: 0.8525     
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3434 - acc: 0.8561Epoch 4/10
1680/7200 [======>.......................] - ETA: 1s - loss: 0.3652 - acc: 0.8458
7200/7200 [==============================] - 2s - loss: 0.3773 - acc: 0.8488     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3528 - acc: 0.8575     
5632/7200 [======================>.......] - ETA: 1s - loss: 0.4520 - acc: 0.8125Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4424 - acc: 0.8131     
Epoch 2/10
1856/7200 [======>.......................] - ETA: 1s - loss: 0.3910 - acc: 0.8367
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3526 - acc: 0.8562     
Epoch 6/10
6608/7200 [==========================>...] - ETA: 0s - loss: 0.3883 - acc: 0.8376Epoch 1/10
4960/7200 [===================>..........] - ETA: 0s - loss: 0.3550 - acc: 0.8571
7200/7200 [==============================] - 2s - loss: 0.3856 - acc: 0.8399     Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3539 - acc: 0.8561     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8553     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3661 - acc: 0.8499     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3508 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3485 - acc: 0.8583     
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4386 - acc: 0.8144     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3585 - acc: 0.8519     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3522 - acc: 0.8588     
Epoch 7/10
2752/7200 [==========>...................] - ETA: 1s - loss: 0.3616 - acc: 0.8470
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3738 - acc: 0.8447     

Epoch 3/10
Epoch 6/10
2448/7200 [=========>....................] - ETA: 1s - loss: 0.3518 - acc: 0.8595
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3468 - acc: 0.8594     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3584 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3498 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8576     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8594     
7200/7200 [==============================] - 2s - loss: 0.3520 - acc: 0.8565     
Epoch 5/10
  16/7200 [..............................] - ETA: 2s - loss: 0.2302 - acc: 0.9375
Epoch 8/10
3152/7200 [============>.................] - ETA: 1s - loss: 0.3482 - acc: 0.8598
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3511 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3496 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8581     
3600/7200 [==============>...............] - ETA: 1s - loss: 0.3361 - acc: 0.8633Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3434 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3480 - acc: 0.8575     
Epoch 10/10
6224/7200 [========================>.....] - ETA: 0s - loss: 0.3511 - acc: 0.8541
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3458 - acc: 0.8556     
2992/7200 [===========>..................] - ETA: 1s - loss: 0.3350 - acc: 0.8570Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4571 - acc: 0.8058     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3425 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3854 - acc: 0.8456     
Epoch 3/10
3232/7200 [============>.................] - ETA: 3s - loss: 0.4772 - acc: 0.7995Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3405 - acc: 0.8606     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3632 - acc: 0.8515     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4429 - acc: 0.8101     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3387 - acc: 0.8596     
7200/7200 [==============================] - 2s - loss: 0.3604 - acc: 0.8528     
Epoch 5/10
 208/7200 [..............................] - ETA: 1s - loss: 0.3595 - acc: 0.8365
3920/7200 [===============>..............] - ETA: 2s - loss: 0.4844 - acc: 0.8026Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4502 - acc: 0.8103     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3565 - acc: 0.8536     
Epoch 6/10
 704/7200 [=>............................] - ETA: 1s - loss: 0.3276 - acc: 0.8679
Epoch 4/10
4016/7200 [===============>..............] - ETA: 0s - loss: 0.3439 - acc: 0.8568Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3869 - acc: 0.8408     
3440/7200 [=============>................] - ETA: 1s - loss: 0.3465 - acc: 0.8587Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3518 - acc: 0.8560     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3538 - acc: 0.8579     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3623 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3520 - acc: 0.8583     
5872/7200 [=======================>......] - ETA: 0s - loss: 0.3510 - acc: 0.8581Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3542 - acc: 0.8560     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4479 - acc: 0.8122     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3531 - acc: 0.8549     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3507 - acc: 0.8589     
Epoch 9/10
1072/7200 [===>..........................] - ETA: 1s - loss: 0.3406 - acc: 0.8619
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3877 - acc: 0.8397     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3497 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3498 - acc: 0.8575     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3490 - acc: 0.8583     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3607 - acc: 0.8521     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3471 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3507 - acc: 0.8544     
7200/7200 [==============================] - 2s - loss: 0.3472 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3525 - acc: 0.8568     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3465 - acc: 0.8585     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3453 - acc: 0.8601     
4880/7200 [===================>..........] - ETA: 0s - loss: 0.3450 - acc: 0.8611Epoch 10/10
7200/7200 [==============================] - 1s      - loss: 0.3204 - acc: 0.86
7200/7200 [==============================] - 2s - loss: 0.3488 - acc: 0.8581     
Epoch 6/10
3024/7200 [===========>..................] - ETA: 1s - loss: 0.3444 - acc: 0.8562
Epoch 9/10
 368/7200 [>.............................] - ETA: 2s - loss: 0.4176 - acc: 0.8370Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3436 - acc: 0.8568     
7200/7200 [==============================] - 2s - loss: 0.3449 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3470 - acc: 0.8618     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3453 - acc: 0.8582     
Epoch 8/10
5296/7200 [=====================>........] - ETA: 0sss: 0.3405 - acc: 0.8629   
7200/7200 [==============================] - 4s - loss: 0.4423 - acc: 0.8174     
Epoch 2/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3462 - acc: 0.8574Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3443 - acc: 0.8600     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3693 - acc: 0.8478     
 592/7200 [=>............................] - ETA: 1s - loss: 0.4080 - acc: 0.84Epoch 3/10
2976/7200 [===========>..................] - ETA: 4s - loss: 0.5075 - acc: 0.7920Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3545 - acc: 0.8547     
Epoch 4/10
 432/7200 [>.............................] - ETA: 1s - loss: 0.3274 - acc: 0.8657
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4499 - acc: 0.8115     
Epoch 2/10
2592/7200 [=========>....................] - ETA: 1s - loss: 0.3969 - acc: 0.8395
6064/7200 [========================>.....] - ETA: 0s - loss: 0.3371 - acc: 0.8664Epoch 5/10
 656/7200 [=>............................] - ETA: 23s - loss: 0.6401 - acc: 0.7652
7200/7200 [==============================] - 2s - loss: 0.3831 - acc: 0.8446     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3493 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4534 - acc: 0.8099     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3605 - acc: 0.8515     
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3466 - acc: 0.8596Epoch 4/10
1312/7200 [====>.........................] - ETA: 1s - loss: 0.3828 - acc: 0.8453
Epoch 7/10
2336/7200 [========>.....................] - ETA: 1s - loss: 0.3756 - acc: 0.8455Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3808 - acc: 0.8436     
Epoch 3/10
6448/7200 [=========================>....] - ETA: 0s - loss: 0.3410 - acc: 0.8596
Epoch 5/10
 752/7200 [==>...........................] - ETA: 1s - loss: 0.3461 - acc: 0.8630
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3614 - acc: 0.8528     
2144/7200 [=======>......................] - ETA: 1s - loss: 0.3516 - acc: 0.8573Epoch 4/10
6384/7200 [=========================>....] - ETA: 0s - loss: 0.3361 - acc: 0.8622
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3374 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4530 - acc: 0.8086     
Epoch 2/10
2544/7200 [=========>....................] - ETA: 1s - loss: 0.3444 - acc: 0.8612
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3475 - acc: 0.8569     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3567 - acc: 0.8553Epoch 7/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3569 - acc: 0.8546
4960/7200 [===================>..........] - ETA: 0s - loss: 0.3873 - acc: 0.8397Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3800 - acc: 0.8440     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3548 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3496 - acc: 0.8579     
3856/7200 [===============>..............] - ETA: 0s - loss: 0.3562 - acc: 0.8540Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3353 - acc: 0.8633     
7200/7200 [==============================] - 2s - loss: 0.3598 - acc: 0.8538     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3488 - acc: 0.8581     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3491 - acc: 0.8572     
4400/7200 [=================>............] - ETA: 0s - loss: 0.3481 - acc: 0.8650Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3548 - acc: 0.8533     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3508 - acc: 0.8579     
5536/7200 [======================>.......] - ETA: 0sEpoch 8/10
3600/7200 [==============>...............] - ETA: 1s - loss: 0.3580 - acc: 0.8581Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3467 - acc: 0.8615     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3479 - acc: 0.8606     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3531 - acc: 0.8594     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8596     
6768/7200 [===========================>..] - ETA: 0s - loss: 0.3460 - acc: 0.8582
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3455 - acc: 0.8588     
 368/7200 [>.............................] - ETA: 2s - loss: 0.3556 - acc: 0.8424Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4445 - acc: 0.8097     
3104/7200 [===========>..................] - ETA: 1s - loss: 0.3483 - acc: 0.8557Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3455 - acc: 0.8592     
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3809 - acc: 0.8417     
Epoch 3/10
 896/7200 [==>...........................] - ETA: 1s - loss: 0.3511 - acc: 0.8605Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3468 - acc: 0.8603     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3626 - acc: 0.8501     
Epoch 4/10
2000/7200 [=======>......................] - ETA: 7s - loss: 0.5387 - acc: 0.7910Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3464 - acc: 0.8588     
3376/7200 [=============>................] - ETA: 3s - loss: 0.4916 - acc: 0.7950Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3588 - acc: 0.8551     
Epoch 5/10
1920/7200 [=======>......................] - ETA: 1s - loss: 0.3709 - acc: 0.8484
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3458 - acc: 0.8610     
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8532     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3766 - acc: 0.8465     
Epoch 3/10
272/800 [=========>....................] - ETA: 3s oss: 0.4477 - acc: 0.8125    
Epoch 2/10
3232/7200 [============>.................] - ETA: 0s - loss: 0.3533 - acc: 0.85
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3552 - acc: 0.8538     
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3731 - acc: 0.8438Epoch 4/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3489 - acc: 0.8572Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3729 - acc: 0.8460     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3511 - acc: 0.8540     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3532 - acc: 0.8540     
Epoch 5/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3448 - acc: 0.8617
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8585     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3502 - acc: 0.8576     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3596 - acc: 0.8524     
Epoch 5/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3480 - acc: 0.8586
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3485 - acc: 0.8585     
Epoch 10/10
5552/7200 [======================>.......] - ETA: 0s - loss: 0.3708 - acc: 0.8451
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3550 - acc: 0.8536     

Epoch 6/10
  16/7200 [..............................] - ETA: 1s - loss: 0.3558 - acc: 0.8750Epoch 3/10
 480/7200 [=>............................] - ETA: 2s - loss: 0.3942 - acc: 0.8375
7200/7200 [==============================] - 2s - loss: 0.3451 - acc: 0.8590     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3519 - acc: 0.8565     
1568/7200 [=====>........................] - ETA: 1s - loss: 0.3352 - acc: 0.8603Epoch 7/10
800/800 [==============================] - 2s     2s - loss: 0.2323 - acc: 0.93
 368/7200 [>.............................] - ETA: 2s - loss: 0.2858 - acc: 0.8913
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3436 - acc: 0.8612     
Epoch 9/10
6000/7200 [========================>.....] - ETA: 0s - loss: 0.3532 - acc: 0.8585Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3517 - acc: 0.8575     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3430 - acc: 0.8592     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8562     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3517 - acc: 0.8576     
 688/7200 [=>............................] - ETA: 1s - loss: 0.3158 - acc: 0.8837Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3429 - acc: 0.8593     
7200/7200 [==============================] - 4s - loss: 0.4584 - acc: 0.8081     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3473 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8574     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3779 - acc: 0.8476     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8593     
7200/7200 [==============================] - 2s - loss: 0.3479 - acc: 0.8579     
Epoch 8/10
4320/7200 [=================>............] - ETA: 0s - loss: 0.3463 - acc: 0.8597Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3611 - acc: 0.8508     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3455 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3570 - acc: 0.8528     
 384/7200 [>.............................] - ETA: 40s - loss: 0.6567 - acc: 0.7005Epoch 5/10
1504/7200 [=====>........................] - ETA: 1s - loss: 0.3483 - acc: 0.8504Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3438 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3547 - acc: 0.8533     
7136/7200 [============================>.] - ETA: 0s - loss: 0.4422 - acc: 0.8180Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4423 - acc: 0.8176     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3412 - acc: 0.8607     
6832/7200 [===========================>..] - ETA: 0s - loss: 0.3689 - acc: 0.8491
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3686 - acc: 0.8493     
4832/7200 [===================>..........] - ETA: 1s - loss: 0.4604 - acc: 0.8059Epoch 3/10
528/800 [==================>...........] - ETA: 1sloss: 0.4388 - acc: 0.8147   
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3486 - acc: 0.8561     
Epoch 8/10
7152/7200 [============================>.] - ETA: 0sss: 0.3581 - acc: 0.8525   
Epoch 4/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3758 - acc: 0.8448Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3758 - acc: 0.8453     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3461 - acc: 0.8583     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3518 - acc: 0.8558     
4272/7200 [================>.............] - ETA: 0s - loss: 0.3505 - acc: 0.8544Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3553 - acc: 0.8535     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8601     
4000/7200 [===============>..............] - ETA: 2s - loss: 0.4675 - acc: 0.8017Epoch 10/10
 624/7200 [=>............................] - ETA: 1s - loss: 0.3386 - acc: 0.8462
3888/7200 [===============>..............] - ETA: 1s - loss: 0.3385 - acc: 0.8606Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4434 - acc: 0.8097     
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3515 - acc: 0.8546Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8547     
Epoch 5/10
3392/7200 [=============>................] - ETA: 1s - loss: 0.3877 - acc: 0.8370
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3407 - acc: 0.8634
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3813 - acc: 0.8428     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3462 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3460 - acc: 0.8585     
Epoch 8/10
6512/7200 [==========================>...] - ETA: 0s - loss: 0.3453 - acc: 0.8623
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3453 - acc: 0.8624     
Epoch 7/10
4816/7200 [===================>..........] - ETA: 0s - loss: 0.3373 - acc: 0.8598Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3410 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3575 - acc: 0.8529     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3430 - acc: 0.8611     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3410 - acc: 0.8624     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3546 - acc: 0.8546     
Epoch 6/10
6640/7200 [==========================>...] - ETA: 0s - loss: 0.4424 - acc: 0.8123
4208/7200 [================>.............] - ETA: 0s - loss: 0.3302 - acc: 0.8674Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4355 - acc: 0.8161     
4688/7200 [==================>...........] - ETA: 0s - loss: 0.3306 - acc: 0.8667Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3389 - acc: 0.8632     
7200/7200 [==============================] - 2s - loss: 0.3524 - acc: 0.8588     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3676 - acc: 0.8461     
7152/7200 [============================>.] - ETA: 0s - loss: 0.3396 - acc: 0.8595Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3402 - acc: 0.8594     
1328/7200 [====>.........................] - ETA: 1s - loss: 0.3474 - acc: 0.8607Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3579 - acc: 0.8540     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3394 - acc: 0.8597     
2400/7200 [=========>....................] - ETA: 1s - loss: 0.3406 - acc: 0.8633Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3464 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3499 - acc: 0.8535     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3454 - acc: 0.8574     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3488 - acc: 0.8581     
Epoch 6/10
 208/7200 [..............................] - ETA: 2s - loss: 0.3845 - acc: 0.8413Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4357 - acc: 0.8149     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8594     
7072/7200 [============================>.] - ETA: 0s - loss: 0.3453 - acc: 0.8570Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8571     
7200/7200 [==============================] - 2s - loss: 0.3614 - acc: 0.8507     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3438 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4426 - acc: 0.8124     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3509 - acc: 0.8564     
Epoch 4/10
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3457 - acc: 0.8577Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3419 - acc: 0.8585     
3072/7200 [===========>..................] - ETA: 1s - loss: 0.3413 - acc: 0.8613Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3705 - acc: 0.8472     
1648/7200 [=====>........................] - ETA: 1s - loss: 0.3216 - acc: 0.8720Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3479 - acc: 0.8606     
4048/7200 [===============>..............] - ETA: 0s - loss: 0.3347 - acc: 0.8656Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3403 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3570 - acc: 0.8536     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3459 - acc: 0.8640     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4374 - acc: 0.8143     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3376 - acc: 0.8621     
7200/7200 [==============================] - 2s - loss: 0.3559 - acc: 0.8517     
4624/7200 [==================>...........] - ETA: 0s - loss: 0.3398 - acc: 0.8616Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3414 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3608 - acc: 0.8531     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3514 - acc: 0.8562     
5984/7200 [=======================>......] - ETA: 0s - loss: 0.3396 - acc: 0.86Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3418 - acc: 0.8590     
Epoch 8/10
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3437 - acc: 0.8602Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3493 - acc: 0.8572     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3484 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3409 - acc: 0.8651     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3484 - acc: 0.8558     
4528/7200 [=================>............] - ETA: 0s - loss: 0.3502 - acc: 0.8558Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3464 - acc: 0.8579     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3349 - acc: 0.8629     
5424/7200 [=====================>........] - ETA: 0s - loss: 0.3481 - acc: 0.8586Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4431 - acc: 0.8106     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3451 - acc: 0.8576     
1664/7200 [=====>........................] - ETA: 1s - loss: 0.3577 - acc: 0.8552Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3457 - acc: 0.8575     
Epoch 9/10
5168/7200 [====================>.........] - ETA: 0s - loss: 0.3451 - acc: 0.8516
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3382 - acc: 0.8626     
7200/7200 [==============================] - 2s - loss: 0.3415 - acc: 0.8557     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3443 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3634 - acc: 0.8496     
1536/7200 [=====>........................] - ETA: 1s - loss: 0.3364 - acc: 0.8542Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3403 - acc: 0.8583     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3413 - acc: 0.8589     
4096/7200 [================>.............] - ETA: 0s - loss: 0.3365 - acc: 0.8586Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3537 - acc: 0.8569     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3385 - acc: 0.8589     
Epoch 9/10
4208/7200 [================>.............] - ETA: 0s - loss: 0.3404 - acc: 0.8615
2416/7200 [=========>....................] - ETA: 0sEpoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3380 - acc: 0.8631     
Epoch 10/10
4704/7200 [==================>...........] - ETA: 1s - loss: 0.4630 - acc: 0.7966Epoch 1/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.4511 - acc: 0.8053
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4399 - acc: 0.8117     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3342 - acc: 0.8610     
7200/7200 [==============================] - 2s - loss: 0.3466 - acc: 0.8576     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3669 - acc: 0.8503     
Epoch 3/10
6320/7200 [=========================>....] - ETA: 0sss: 0.3426 - acc: 0.8611   
Epoch 9/10
 752/7200 [==>...........................] - ETA: 1s - loss: 0.3220 - acc: 0.8790
Epoch 2/10
2736/7200 [==========>...................] - ETA: 1s - loss: 0.3477 - acc: 0.8644Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3532 - acc: 0.8551     
2000/7200 [=======>......................] - ETA: 1s - loss: 0.3593 - acc: 0.8520Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3413 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3696 - acc: 0.8486     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3492 - acc: 0.8546     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3405 - acc: 0.8625     
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3510 - acc: 0.8551
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3470 - acc: 0.8574     
 864/7200 [==>...........................] - ETA: 1s - loss: 0.3431 - acc: 0.8530Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4345 - acc: 0.8149     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3514 - acc: 0.8562     
Epoch 5/10
7200/7200 [==============================] - 1s      - loss: 0.3726 - acc: 0.84
7200/7200 [==============================] - 2s - loss: 0.3461 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3675 - acc: 0.8510     
Epoch 3/10
2640/7200 [==========>...................] - ETA: 1s - loss: 0.3643 - acc: 0.8523Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3467 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3425 - acc: 0.8588     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3558 - acc: 0.8557     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3444 - acc: 0.8589     
Epoch 7/10
5632/7200 [======================>.......] - ETA: 1s - loss: 0.4332 - acc: 0.8185
Epoch 9/10
6752/7200 [===========================>..] - ETA: 0s - loss: 0.4314 - acc: 0.8192
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4282 - acc: 0.8199     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3415 - acc: 0.8597     
Epoch 8/10
6528/7200 [==========================>...] - ETA: 0s - loss: 0.3434 - acc: 0.8565
6864/7200 [===========================>..] - ETA: 0s - loss: 0.3642 - acc: 0.8489Epoch 10/10
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3412 - acc: 0.8569
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3445 - acc: 0.8557     
Epoch 6/10
5984/7200 [=======================>......] - ETA: 0s - loss: 0.3475 - acc: 0.8563
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8557     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3362 - acc: 0.8604     
2032/7200 [=======>......................] - ETA: 1s - loss: 0.3315 - acc: 0.8612
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3397 - acc: 0.8607     
7104/7200 [============================>.] - ETA: 0s - loss: 0.3442 - acc: 0.8554Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3441 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3398 - acc: 0.8601     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3408 - acc: 0.8585     
4496/7200 [=================>............] - ETA: 0s - loss: 0.3390 - acc: 0.8592Epoch 6/10
5008/7200 [===================>..........] - ETA: 0s - loss: 0.3379 - acc: 0.8590Epoch 1/10
 560/7200 [=>............................] - ETA: 1s - loss: 0.3679 - acc: 0.8482
7200/7200 [==============================] - 2s - loss: 0.3383 - acc: 0.8576     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8590     
4512/7200 [=================>............] - ETA: 0s - loss: 0.3373 - acc: 0.8613Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3390 - acc: 0.8597     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3374 - acc: 0.8603     
Epoch 8/10
4784/7200 [==================>...........] - ETA: 0s - loss: 0.3377 - acc: 0.8633Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4396 - acc: 0.8124     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3360 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8597     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3746 - acc: 0.8479     
Epoch 3/10
5392/7200 [=====================>........] - ETA: 0sss: 0.3345 - acc: 0.8606   
4944/7200 [===================>..........] - ETA: 1s - loss: 0.4580 - acc: 0.8044Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4401 - acc: 0.8138     
Epoch 2/10
6624/7200 [==========================>...] - ETA: 0s - loss: 0.3604 - acc: 0.8502Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3600 - acc: 0.8507     
Epoch 4/10
4496/7200 [=================>............] - ETA: 0s - loss: 0.3894 - acc: 0.8356
7200/7200 [==============================] - 2s - loss: 0.3741 - acc: 0.8475     
Epoch 3/10
1696/7200 [======>.......................] - ETA: 1s - loss: 0.3652 - acc: 0.8508
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3588 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3496 - acc: 0.8553     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4366 - acc: 0.8136     
 560/7200 [=>............................] - ETA: 1s - loss: 0.4012 - acc: 0.8357Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3537 - acc: 0.8547     
Epoch 5/10
5968/7200 [=======================>......] - ETA: 0s - loss: 0.3752 - acc: 0.8485Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3473 - acc: 0.8579     
Epoch 7/10
 512/7200 [=>............................] - ETA: 2s - loss: 0.3836 - acc: 0.8359
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3503 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3464 - acc: 0.8581     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3586 - acc: 0.8510     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4416 - acc: 0.8117     
Epoch 2/10
2176/7200 [========>.....................] - ETA: 1s - loss: 0.3132 - acc: 0.8732
1312/7200 [====>.........................] - ETA: 1s - loss: 0.3983 - acc: 0.8308Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3538 - acc: 0.8554     
2576/7200 [=========>....................] - ETA: 1s - loss: 0.3232 - acc: 0.8680Epoch 5/10
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3532 - acc: 0.8521
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3751 - acc: 0.8444     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3435 - acc: 0.8612     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3507 - acc: 0.8539     
2128/7200 [=======>......................] - ETA: 1s - loss: 0.3524 - acc: 0.8529Epoch 6/10
7136/7200 [============================>.] - ETA: 0s - loss: 0.3435 - acc: 0.8586
5152/7200 [====================>.........] - ETA: 0s - loss: 0.3472 - acc: 0.8554Epoch 4/10
5008/7200 [===================>..........] - ETA: 0s - loss: 0.3407 - acc: 0.8616
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3435 - acc: 0.8582     
2320/7200 [========>.....................] - ETA: 1s - loss: 0.3562 - acc: 0.8534Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3398 - acc: 0.8610     
7200/7200 [==============================] - 2s - loss: 0.3545 - acc: 0.8538     
6976/7200 [============================>.] - ETA: 0s - loss: 0.3389 - acc: 0.8641Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3398 - acc: 0.8636     
5008/7200 [===================>..........] - ETA: 0s - loss: 0.3339 - acc: 0.8654Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3439 - acc: 0.8617     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3543 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3396 - acc: 0.8588     
6800/7200 [===========================>..] - ETA: 0s - loss: 0.3427 - acc: 0.8622Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3417 - acc: 0.8625     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8554     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3411 - acc: 0.8628     
Epoch 10/10
3616/7200 [==============>...............] - ETA: 1s - loss: 0.3361 - acc: 0.8614
Epoch 8/10
 976/7200 [===>..........................] - ETA: 1s - loss: 0.3666 - acc: 0.8494Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3387 - acc: 0.8607     
7200/7200 [==============================] - 4s - loss: 0.4384 - acc: 0.8154     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3462 - acc: 0.8553     
Epoch 9/10
800/800 [==============================] - 2s     0s - loss: 0.3433 - acc: 0.85
7200/7200 [==============================] - 2s - loss: 0.3784 - acc: 0.8447     
Epoch 3/10
1888/7200 [======>.......................] - ETA: 1s - loss: 0.3547 - acc: 0.8522
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4339 - acc: 0.8158     
Epoch 2/10
1488/7200 [=====>........................] - ETA: 1s - loss: 0.3746 - acc: 0.8448Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3580 - acc: 0.8524     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8589     
7200/7200 [==============================] - 2s - loss: 0.3706 - acc: 0.8458     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3482 - acc: 0.8565     7 
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3587 - acc: 0.8522     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4324 - acc: 0.8140     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8575     
Epoch 6/10
2288/7200 [========>.....................] - ETA: 1s - loss: 0.3881 - acc: 0.8339Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3523 - acc: 0.8529     
Epoch 5/10
7136/7200 [============================>.] - ETA: 0s - loss: 0.3695 - acc: 0.8464
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3685 - acc: 0.8468     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3484 - acc: 0.8553     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3390 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3555 - acc: 0.8517     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4370 - acc: 0.8153     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3473 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3349 - acc: 0.8629     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3683 - acc: 0.8460     
Epoch 3/10
 544/7200 [=>............................] - ETA: 2s - loss: 0.3881 - acc: 0.8511
Epoch 5/10
5264/7200 [====================>.........] - ETA: 0s - loss: 0.3515 - acc: 0.8590
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3354 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3574 - acc: 0.8557     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3468 - acc: 0.8549     
1632/7200 [=====>........................] - ETA: 1s - loss: 0.3275 - acc: 0.8652Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3451 - acc: 0.8583     
Epoch 9/10
 960/7200 [===>..........................] - ETA: 2s - loss: 0.3434 - acc: 0.8552

Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3461 - acc: 0.8596     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3429 - acc: 0.8594     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3493 - acc: 0.8578     
Epoch 6/10
2592/7200 [=========>....................] - ETA: 1s - loss: 0.3752 - acc: 0.8449
Epoch 8/10
3712/7200 [==============>...............] - ETA: 1s - loss: 0.3387 - acc: 0.8621
7184/7200 [============================>.] - ETA: 0s - loss: 0.3503 - acc: 0.8569Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3499 - acc: 0.8569     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3449 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8567     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3419 - acc: 0.8590     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8576     
Epoch 9/10
2064/7200 [=======>......................] - ETA: 1s - loss: 0.3543 - acc: 0.8537
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3355 - acc: 0.8618     
5296/7200 [=====================>........] - ETA: 0s - loss: 0.3460 - acc: 0.8595Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3417 - acc: 0.8600     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3644 - acc: 0.8489     
Epoch 3/10
800/800 [==============================] - 2s     0s - loss: 0.3436 - acc: 0.86
7200/7200 [==============================] - 2s - loss: 0.3406 - acc: 0.8618     
7200/7200 [==============================] - 2s - loss: 0.3503 - acc: 0.8543     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4349 - acc: 0.8161     
Epoch 2/10
5168/7200 [====================>.........] - ETA: 0s - loss: 0.3484 - acc: 0.85Epoch 1/10
3472/7200 [=============>................] - ETA: 1s - loss: 0.3745 - acc: 0.8456
Epoch 5/10
6112/7200 [========================>.....] - ETA: 0s - loss: 0.3629 - acc: 0.8529Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3639 - acc: 0.8514     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3433 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3552 - acc: 0.8529     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3429 - acc: 0.8600     
3600/7200 [==============>...............] - ETA: 1s - loss: 0.3520 - acc: 0.8536Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4410 - acc: 0.8111     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4411 - acc: 0.8129     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3494 - acc: 0.8543     
1216/7200 [====>.........................] - ETA: 1s - loss: 0.3920 - acc: 0.8421Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3401 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3709 - acc: 0.8476     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3715 - acc: 0.8508     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3501 - acc: 0.8559Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8590     
3600/7200 [==============>...............] - ETA: 1s - loss: 0.3553 - acc: 0.8547Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3425 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3621 - acc: 0.8488     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3590 - acc: 0.8526     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3382 - acc: 0.8607     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3565 - acc: 0.8512     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3541 - acc: 0.8572     
Epoch 5/10
4304/7200 [================>.............] - ETA: 0s - loss: 0.3342 - acc: 0.8627
Epoch 8/10
6640/7200 [==========================>...] - ETA: 0s - loss: 0.3449 - acc: 0.8604
7200/7200 [==============================] - 2s - loss: 0.3475 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3521 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3354 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3498 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3495 - acc: 0.8518     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3361 - acc: 0.8607     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3455 - acc: 0.8588     
Epoch 8/10
1584/7200 [=====>........................] - ETA: 1s - loss: 0.3365 - acc: 0.8617
Epoch 8/10
4816/7200 [===================>..........] - ETA: 0s - loss: 0.3477 - acc: 0.8596Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3343 - acc: 0.8593     
7200/7200 [==============================] - 2s - loss: 0.3456 - acc: 0.8600     
5040/7200 [====================>.........] - ETA: 0s - loss: 0.3432 - acc: 0.8587Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3445 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3457 - acc: 0.8590     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3404 - acc: 0.8603     
Epoch 10/10
2224/7200 [========>.....................] - ETA: 1s - loss: 0.3413 - acc: 0.8539Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4330 - acc: 0.8193     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3406 - acc: 0.8639     
7200/7200 [==============================] - 2s - loss: 0.3423 - acc: 0.8565     
7200/7200 [==============================] - 2s - loss: 0.3648 - acc: 0.8504     
Epoch 3/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3586 - acc: 0.8546Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4372 - acc: 0.8174     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3558 - acc: 0.8554     
Epoch 4/10
3072/7200 [===========>..................] - ETA: 1s - loss: 0.3538 - acc: 0.8577Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3731 - acc: 0.8474     50
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3529 - acc: 0.8556     6 
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4232 - acc: 0.8192     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3568 - acc: 0.8525     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3457 - acc: 0.8597     
 176/7200 [..............................] - ETA: 2s - loss: 0.4083 - acc: 0.8466Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4435 - acc: 0.8147     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3675 - acc: 0.8485     
Epoch 3/10
6304/7200 [=========================>....] - ETA: 0s - loss: 0.3420 - acc: 0.8637
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3729 - acc: 0.8454     
3696/7200 [==============>...............] - ETA: 1s - loss: 0.3459 - acc: 0.8598Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3539 - acc: 0.8588     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3542 - acc: 0.8561     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3423 - acc: 0.8614     
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3510 - acc: 0.8573Epoch 8/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3502 - acc: 0.8570
2592/7200 [=========>....................] - ETA: 1s - loss: 0.3544 - acc: 0.8534Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8572     
Epoch 5/10
2608/7200 [=========>....................] - ETA: 1s - loss: 0.3479 - acc: 0.8566
Epoch 7/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3552 - acc: 0.8596
1488/7200 [=====>........................] - ETA: 1s - loss: 0.3458 - acc: 0.8602Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3530 - acc: 0.8586     
3360/7200 [=============>................] - ETA: 1s - loss: 0.3468 - acc: 0.8562Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3439 - acc: 0.8588     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3469 - acc: 0.8564     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3357 - acc: 0.8660     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3525 - acc: 0.8565     
Epoch 6/10

  16/7200 [..............................] - ETA: 1s - loss: 0.3983 - acc: 0.8125Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3371 - acc: 0.8629     
7200/7200 [==============================] - 2s - loss: 0.3443 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3470 - acc: 0.8607     
  16/7200 [..............................] - ETA: 3s - loss: 0.4225 - acc: 0.8125Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3434 - acc: 0.8586     
4976/7200 [===================>..........] - ETA: 0s - loss: 0.3457 - acc: 0.8627Epoch 10/10
1760/7200 [======>.......................] - ETA: 1s - loss: 0.3278 - acc: 0.8739Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3431 - acc: 0.8622     
7200/7200 [==============================] - 2s - loss: 0.3476 - acc: 0.8607     
Epoch 8/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3320 - acc: 0.8611Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3397 - acc: 0.8621     
7200/7200 [==============================] - 1s - loss: 0.3401 - acc: 0.8582     
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3496 - acc: 0.8590Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3459 - acc: 0.8600     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3392 - acc: 0.8601     12
7200/7200 [==============================] - 2s - loss: 0.3456 - acc: 0.8600     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4406 - acc: 0.8169     
Epoch 2/10
5728/7200 [======================>.......] - ETA: 0s - loss: 0.3427 - acc: 0.8614Epoch 1/10
2624/7200 [=========>....................] - ETA: 0sss: 0.3414 - acc: 0.8628   
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3709 - acc: 0.8469Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3698 - acc: 0.8481     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3545 - acc: 0.8550     87
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4409 - acc: 0.8142     
Epoch 2/10
1408/7200 [====>.........................] - ETA: 1s - loss: 0.3331 - acc: 0.8736Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4598 - acc: 0.8072     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3507 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3696 - acc: 0.8440     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3652 - acc: 0.8519     
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3513 - acc: 0.8531Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3484 - acc: 0.8564     
Epoch 6/10
1024/7200 [===>..........................] - ETA: 1s - loss: 0.3662 - acc: 0.8525
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4379 - acc: 0.8174     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3558 - acc: 0.8529     
Epoch 4/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3690 - acc: 0.8440
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3516 - acc: 0.8568     
Epoch 5/10
2576/7200 [=========>....................] - ETA: 1s - loss: 0.3472 - acc: 0.8591
Epoch 3/10
2064/7200 [=======>......................] - ETA: 1s - loss: 0.3764 - acc: 0.8459
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3431 - acc: 0.8631     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3482 - acc: 0.8572     
1056/7200 [===>..........................] - ETA: 1s - loss: 0.3314 - acc: 0.8674Epoch 6/10
2864/7200 [==========>...................] - ETA: 1s - loss: 0.3478 - acc: 0.8579
5936/7200 [=======================>......] - ETA: 0s - loss: 0.3469 - acc: 0.8583Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3403 - acc: 0.8624     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3472 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8604     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3399 - acc: 0.8632     Epoch 10/10

7200/7200 [==============================] - 2s - loss: 0.3401 - acc: 0.8600     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3484 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3436 - acc: 0.8618     
Epoch 8/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3447 - acc: 0.8579
7200/7200 [==============================] - 2s - loss: 0.3424 - acc: 0.8622     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3431 - acc: 0.8588     
Epoch 9/10
2208/7200 [========>.....................] - ETA: 1s - loss: 0.3377 - acc: 0.8601
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3423 - acc: 0.8596     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3400 - acc: 0.8628     
Epoch 10/10
4480/7200 [=================>............] - ETA: 0sss: 0.3390 - acc: 0.8608   
Epoch 8/10
7200/7200 [==============================] - 1s      - loss: 0.3539 - acc: 0.85
5424/7200 [=====================>........] - ETA: 0s - loss: 0.3476 - acc: 0.8575Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3405 - acc: 0.8618     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3410 - acc: 0.8601
7200/7200 [==============================] - 2s - loss: 0.3380 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3386 - acc: 0.8622     
Epoch 10/10
3744/7200 [==============>...............] - ETA: 1s - loss: 0.3206 - acc: 0.8729Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4426 - acc: 0.8118     Epoch 1/10

Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3357 - acc: 0.8646     
7200/7200 [==============================] - 2s - loss: 0.3710 - acc: 0.8447     0 
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4301 - acc: 0.8196     
Epoch 2/10
  16/7200 [..............................] - ETA: 2s - loss: 0.3957 - acc: 0.9375
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4276 - acc: 0.8199     
Epoch 2/10
 832/7200 [==>...........................] - ETA: 2s - loss: 0.3930 - acc: 0.8425Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3683 - acc: 0.8492     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3533 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3710 - acc: 0.8503     
Epoch 3/10
2720/7200 [==========>...................] - ETA: 5s - loss: 0.4668 - acc: 0.7985
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3545 - acc: 0.8547     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3563 - acc: 0.8575     
Epoch 4/10
4272/7200 [================>.............] - ETA: 0s - loss: 0.3632 - acc: 0.8500
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3539 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3496 - acc: 0.8569     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3529 - acc: 0.8568     
5984/7200 [=======================>......] - ETA: 0s - loss: 0.3810 - acc: 0.8436Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3764 - acc: 0.8462     
1504/7200 [=====>........................] - ETA: 1s - loss: 0.3596 - acc: 0.8511Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3483 - acc: 0.8557     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3459 - acc: 0.8572     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3482 - acc: 0.8583     
5840/7200 [=======================>......] - ETA: 0s - loss: 0.3590 - acc: 0.8562Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3611 - acc: 0.8550     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3481 - acc: 0.8628     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3454 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3451 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3581 - acc: 0.8549     
Epoch 5/10
4576/7200 [==================>...........] - ETA: 0s - loss: 0.3512 - acc: 0.8562
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8601     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3464 - acc: 0.8571     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3515 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3427 - acc: 0.8606     
7200/7200 [==============================] - 2s - loss: 0.3450 - acc: 0.8610     
6096/7200 [========================>.....] - ETA: 0s - loss: 0.3543 - acc: 0.8558Epoch 9/10
1232/7200 [====>.........................] - ETA: 1s - loss: 0.3403 - acc: 0.8563
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3412 - acc: 0.8617     
 480/7200 [=>............................] - ETA: 2s - loss: 0.3004 - acc: 0.8771Epoch 10/10
2624/7200 [=========>....................] - ETA: 0sss: 0.3396 - acc: 0.8615   
Epoch 10/10
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3600 - acc: 0.8576
7008/7200 [============================>.] - ETA: 0s - loss: 0.3396 - acc: 0.8612Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3404 - acc: 0.8608     
3744/7200 [==============>...............] - ETA: 1s - loss: 0.3528 - acc: 0.8568Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3398 - acc: 0.8639     
7200/7200 [==============================] - 2s - loss: 0.3498 - acc: 0.8592     
Epoch 9/10
1344/7200 [====>.........................] - ETA: 12s - loss: 0.5127 - acc: 0.7865Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8575     
 256/7200 [>.............................] - ETA: 1sEpoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4231 - acc: 0.8189     
Epoch 2/10
6880/7200 [===========================>..] - ETA: 0s - loss: 0.3441 - acc: 0.8613Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3444 - acc: 0.8612     8
7200/7200 [==============================] - 2s - loss: 0.3675 - acc: 0.8494     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4387 - acc: 0.8140     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3540 - acc: 0.8572     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3778 - acc: 0.8428     
Epoch 3/10
1824/7200 [======>.......................] - ETA: 1s - loss: 0.3471 - acc: 0.8586Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4570 - acc: 0.8082     
Epoch 2/10
7088/7200 [============================>.] - ETA: 0s - loss: 0.3492 - acc: 0.8599
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3506 - acc: 0.8592     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3727 - acc: 0.8464Epoch 5/10
2608/7200 [=========>....................] - ETA: 1s - loss: 0.3677 - acc: 0.8524
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3557 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3439 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4665 - acc: 0.8040     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3580 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3514 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3446 - acc: 0.8593     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3722 - acc: 0.8475     
Epoch 3/10
2112/7200 [=======>......................] - ETA: 1s - loss: 0.3441 - acc: 0.8603
 496/7200 [=>............................] - ETA: 2s - loss: 0.3659 - acc: 0.8448Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3483 - acc: 0.8538     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8593     
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3462 - acc: 0.8603Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3588 - acc: 0.8546     
Epoch 4/10
 368/7200 [>.............................] - ETA: 2s - loss: 0.4006 - acc: 0.8234
Epoch 6/10
4784/7200 [==================>...........] - ETA: 0s - loss: 0.3437 - acc: 0.8666
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3435 - acc: 0.8637     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3566 - acc: 0.8528     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3505 - acc: 0.8606     
2624/7200 [=========>....................] - ETA: 1s - loss: 0.3302 - acc: 0.8632Epoch 7/10
1552/7200 [=====>........................] - ETA: 1s - loss: 0.3387 - acc: 0.8608Epoch 9/10

4464/7200 [=================>............] - ETA: 0s - loss: 0.3466 - acc: 0.8600
Epoch 10/10
6432/7200 [=========================>....] - ETA: 0s - loss: 0.3521 - acc: 0.8556
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3485 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3471 - acc: 0.8569     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3389 - acc: 0.8590     
7200/7200 [==============================] - 2s - loss: 0.3496 - acc: 0.8626     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8600     
7200/7200 [==============================] - 2s - loss: 0.3445 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3477 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3447 - acc: 0.8603     
  16/7200 [..............................] - ETA: 1sEpoch 10/10
3952/7200 [===============>..............] - ETA: 0s - loss: 0.3541 - acc: 0.8563Epoch 1/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3444 - acc: 0.8605Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3438 - acc: 0.8610     
7200/7200 [==============================] - 2s - loss: 0.3417 - acc: 0.8635     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4598 - acc: 0.8083     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4317 - acc: 0.8165     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3423 - acc: 0.8610     
 496/7200 [=>............................] - ETA: 2s - loss: 0.3134 - acc: 0.8750Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3648 - acc: 0.8533     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3639 - acc: 0.8525     
Epoch 3/10
800/800 [==============================] - 2s     1s - loss: 0.3453 - acc: 0.85
7200/7200 [==============================] - 2s - loss: 0.3555 - acc: 0.8529     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3548 - acc: 0.8536     
Epoch 4/10
4896/7200 [===================>..........] - ETA: 1s - loss: 0.4546 - acc: 0.8084Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4336 - acc: 0.8169     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3504 - acc: 0.8551     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3541 - acc: 0.8550     
3408/7200 [=============>................] - ETA: 1s - loss: 0.3768 - acc: 0.8413Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3665 - acc: 0.8475     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3450 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3475 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4251 - acc: 0.8232     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3589 - acc: 0.8524     
3088/7200 [===========>..................] - ETA: 1s - loss: 0.3482 - acc: 0.8562Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3412 - acc: 0.8618     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3491 - acc: 0.8590     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3634 - acc: 0.8522     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3539 - acc: 0.8562     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3402 - acc: 0.8596     
2336/7200 [========>.....................] - ETA: 1s - loss: 0.3550 - acc: 0.8502Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3436 - acc: 0.8619     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3554 - acc: 0.8526     
1184/7200 [===>..........................] - ETA: 1s - loss: 0.3371 - acc: 0.8674Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3501 - acc: 0.8575     
6800/7200 [===========================>..] - ETA: 0s - loss: 0.3410 - acc: 0.8612Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3416 - acc: 0.8610     Epoch 9/10

7200/7200 [==============================] - 2s - loss: 0.3429 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3469 - acc: 0.8599     
Epoch 5/10
2368/7200 [========>.....................] - ETA: 1s - loss: 0.3325 - acc: 0.8590
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3476 - acc: 0.8571     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3390 - acc: 0.8614     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3334 - acc: 0.8625     
7200/7200 [==============================] - 2s - loss: 0.3453 - acc: 0.8593     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3489 - acc: 0.8575     
 176/7200 [..............................] - ETA: 2s - loss: 0.3369 - acc: 0.8580Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3383 - acc: 0.8622     
7200/7200 [==============================] - 2s - loss: 0.3430 - acc: 0.8571     
Epoch 9/10
1824/7200 [======>.......................] - ETA: 0sss: 0.3435 - acc: 0.8601   
Epoch 7/10
576/800 [====================>.........] - ETA: 0s0s - loss: 0.3392 - acc: 0.86Epoch 1/10
6880/7200 [===========================>..] - ETA: 0s - loss: 0.3424 - acc: 0.8599
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3416 - acc: 0.8607     
4064/7200 [===============>..............] - ETA: 0sEpoch 8/10
3600/7200 [==============>...............] - ETA: 1s - loss: 0.3299 - acc: 0.8672Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3418 - acc: 0.8603     
7200/7200 [==============================] - 2s - loss: 0.3396 - acc: 0.8601     
Epoch 9/10
 384/7200 [>.............................] - ETA: 45s - loss: 0.5877 - acc: 0.8255
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3378 - acc: 0.8606     
Epoch 10/10
7200/7200 [==============================] - 1s      - loss: 0.3583 - acc: 0.85
7200/7200 [==============================] - 2s - loss: 0.3615 - acc: 0.8526     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4290 - acc: 0.8211     
Epoch 2/10
1952/7200 [=======>......................] - ETA: 1s - loss: 0.3584 - acc: 0.8607Epoch 1/10
3760/7200 [==============>...............] - ETA: 1s - loss: 0.3609 - acc: 0.8556
7200/7200 [==============================] - 2s - loss: 0.3536 - acc: 0.8582     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3678 - acc: 0.8489     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3501 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3569 - acc: 0.8540     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4250 - acc: 0.8171     
Epoch 2/10
2352/7200 [========>.....................] - ETA: 1s - loss: 0.3682 - acc: 0.8520Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3443 - acc: 0.8607     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3486 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3563 - acc: 0.8525     
4704/7200 [==================>...........] - ETA: 0s - loss: 0.3291 - acc: 0.8650Epoch 3/10
2032/7200 [=======>......................] - ETA: 8s - loss: 0.4933 - acc: 0.7795
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3453 - acc: 0.8582     
Epoch 6/10
6624/7200 [==========================>...] - ETA: 0s - loss: 0.4381 - acc: 0.8099
5136/7200 [====================>.........] - ETA: 0s - loss: 0.3483 - acc: 0.8577Epoch 4/10
5648/7200 [======================>.......] - ETA: 0s - loss: 0.3420 - acc: 0.8614
Epoch 2/10
4096/7200 [================>.............] - ETA: 1s - loss: 0.3412 - acc: 0.8611
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3470 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3442 - acc: 0.8629     
2000/7200 [=======>......................] - ETA: 1s - loss: 0.3523 - acc: 0.8515Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3630 - acc: 0.8483     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3375 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3437 - acc: 0.8576     
4272/7200 [================>.............] - ETA: 0s - loss: 0.3426 - acc: 0.8593Epoch 8/10
6608/7200 [==========================>...] - ETA: 0s - loss: 0.3539 - acc: 0.8538
Epoch 6/10
 656/7200 [=>............................] - ETA: 2s - loss: 0.3261 - acc: 0.8643
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3357 - acc: 0.8621     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3398 - acc: 0.8604     
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3308 - acc: 0.8693Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3381 - acc: 0.8589     
1920/7200 [=======>......................] - ETA: 1s - loss: 0.3329 - acc: 0.8656Epoch 7/10

7200/7200 [==============================] - 2s - loss: 0.3509 - acc: 0.8585     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3420 - acc: 0.8597     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3358 - acc: 0.8625     
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3481 - acc: 0.8569Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3479 - acc: 0.8569     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3396 - acc: 0.8601     
5264/7200 [====================>.........] - ETA: 0s - loss: 0.3427 - acc: 0.8604Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3315 - acc: 0.8668     
7200/7200 [==============================] - 2s - loss: 0.3454 - acc: 0.8565     Epoch 9/10

Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3312 - acc: 0.8643     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3438 - acc: 0.8610     
Epoch 8/10
6944/7200 [===========================>..] - ETA: 0s - loss: 0.4234 - acc: 0.8206Epoch 1/10
5168/7200 [====================>.........] - ETA: 0s - loss: 0.3446 - acc: 0.8609
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3392 - acc: 0.8629     
7200/7200 [==============================] - 2s - loss: 0.3307 - acc: 0.8617     Epoch 9/10

7200/7200 [==============================] - 2s - loss: 0.3614 - acc: 0.8529     
Epoch 3/10
2128/7200 [=======>......................] - ETA: 7s - loss: 0.4992 - acc: 0.7796
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3526 - acc: 0.8568     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4297 - acc: 0.8171     
Epoch 2/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3405 - acc: 0.8620Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3372 - acc: 0.8646     
7200/7200 [==============================] - 2s - loss: 0.3473 - acc: 0.8558     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3600 - acc: 0.8501     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3420 - acc: 0.8604     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3493 - acc: 0.8560     
Epoch 4/10
5280/7200 [=====================>........] - ETA: 0s - loss: 0.3421 - acc: 0.8598Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4284 - acc: 0.8206     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3433 - acc: 0.8589     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3457 - acc: 0.8586     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3630 - acc: 0.8539     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3397 - acc: 0.8608     
Epoch 8/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3347 - acc: 0.8638
Epoch 6/10
6816/7200 [===========================>..] - ETA: 0s - loss: 0.4269 - acc: 0.8207
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4262 - acc: 0.8206     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3378 - acc: 0.8637     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3428 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3348 - acc: 0.8612     
7104/7200 [============================>.] - ETA: 0s - loss: 0.3473 - acc: 0.8570Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3466 - acc: 0.8578     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3614 - acc: 0.8528     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3413 - acc: 0.8600     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3341 - acc: 0.8651     
7200/7200 [==============================] - 2s - loss: 0.3448 - acc: 0.8572     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3506 - acc: 0.8553     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3364 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3419 - acc: 0.8583     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3452 - acc: 0.8574     
Epoch 5/10
4160/7200 [================>.............] - ETA: 1s - loss: 0.3278 - acc: 0.8618Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3340 - acc: 0.8619     
5712/7200 [======================>.......] - ETA: 0s - loss: 0.3361 - acc: 0.8626Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3382 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3421 - acc: 0.8575     
Epoch 6/10
 928/7200 [==>...........................] - ETA: 18s - loss: 0.5505 - acc: 0.7802
7200/7200 [==============================] - 2s - loss: 0.3394 - acc: 0.8624     
2688/7200 [==========>...................] - ETA: 5s - loss: 0.4697 - acc: 0.8036Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3401 - acc: 0.8597     
 304/7200 [>.............................] - ETA: 2s - loss: 0.3209 - acc: 0.8618Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4238 - acc: 0.8214     
Epoch 2/10
2672/7200 [==========>...................] - ETA: 0sss: 0.3352 - acc: 0.8603   
Epoch 10/10
 336/7200 [>.............................] - ETA: 2s - loss: 0.3773 - acc: 0.8214
Epoch 8/10
7200/7200 [==============================] - 1s      - loss: 0.3620 - acc: 0.85
7200/7200 [==============================] - 2s - loss: 0.3624 - acc: 0.8512     
Epoch 3/10
1200/7200 [====>.........................] - ETA: 1s - loss: 0.3625 - acc: 0.8492Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3345 - acc: 0.8621     
7200/7200 [==============================] - 2s - loss: 0.3362 - acc: 0.8624     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3546 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3333 - acc: 0.8635     
 288/7200 [>.............................] - ETA: 1sEpoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3461 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4305 - acc: 0.8204     
Epoch 2/10
1520/7200 [=====>........................] - ETA: 1s - loss: 0.3657 - acc: 0.8454Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3294 - acc: 0.8637     
7200/7200 [==============================] - 2s - loss: 0.3473 - acc: 0.8589     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3642 - acc: 0.8488     
Epoch 3/10
2512/7200 [=========>....................] - ETA: 1s - loss: 0.3461 - acc: 0.8599
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3510 - acc: 0.8551     
Epoch 4/10
6800/7200 [===========================>..] - ETA: 0s - loss: 0.3379 - acc: 0.8619Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3417 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 5s - loss: 0.4321 - acc: 0.8164     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3477 - acc: 0.8575     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3382 - acc: 0.8585     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3614 - acc: 0.8521     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3458 - acc: 0.8600     
6960/7200 [============================>.] - ETA: 0s - loss: 0.3378 - acc: 0.8628Epoch 6/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3588 - acc: 0.8574
Epoch 10/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3601 - acc: 0.8539
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3539 - acc: 0.8568     
 992/7200 [===>..........................] - ETA: 1s - loss: 0.3618 - acc: 0.8438Epoch 4/10
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3424 - acc: 0.8618
7200/7200 [==============================] - 2s - loss: 0.3435 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3653 - acc: 0.8494     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3501 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3433 - acc: 0.8588     
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3625 - acc: 0.8550Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3570 - acc: 0.8562     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3444 - acc: 0.8624     
Epoch 6/10
3248/7200 [============>.................] - ETA: 1s - loss: 0.3356 - acc: 0.8701Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3387 - acc: 0.8615     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3512 - acc: 0.8590     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8612     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3373 - acc: 0.8633     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3480 - acc: 0.8594     
1728/7200 [======>.......................] - ETA: 1s - loss: 0.3268 - acc: 0.8686Epoch 6/10
1200/7200 [====>.........................] - ETA: 2s - loss: 0.3188 - acc: 0.8650
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4246 - acc: 0.8219     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3362 - acc: 0.8647     
7200/7200 [==============================] - 2s - loss: 0.3456 - acc: 0.8585     
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3664 - acc: 0.8482Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3374 - acc: 0.8621     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3573 - acc: 0.8528     
Epoch 3/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3442 - acc: 0.8590
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3357 - acc: 0.8615     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3513 - acc: 0.8575     
Epoch 4/10
4560/7200 [==================>...........] - ETA: 0s - loss: 0.3424 - acc: 0.8526Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3407 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3433 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3344 - acc: 0.8660     
7200/7200 [==============================] - 2s - loss: 0.3406 - acc: 0.8635     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3405 - acc: 0.8597     
 656/7200 [=>............................] - ETA: 2s - loss: 0.3460 - acc: 0.8521Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4360 - acc: 0.8150     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3372 - acc: 0.8629     
7200/7200 [==============================] - 2s - loss: 0.3376 - acc: 0.8606     
Epoch 7/10
2608/7200 [=========>....................] - ETA: 1s - loss: 0.3701 - acc: 0.8485Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3667 - acc: 0.8493     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3344 - acc: 0.8629     
 880/7200 [==>...........................] - ETA: 1s - loss: 0.3192 - acc: 0.8807Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3572 - acc: 0.8536     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3350 - acc: 0.8617     
Epoch 9/10
 624/7200 [=>............................] - ETA: 2s - loss: 0.3291 - acc: 0.8702Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4223 - acc: 0.8200     
3216/7200 [============>.................] - ETA: 1s - loss: 0.3393 - acc: 0.8691Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3300 - acc: 0.8635     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3527 - acc: 0.8581     
3760/7200 [==============>...............] - ETA: 1s - loss: 0.3534 - acc: 0.8559Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3617 - acc: 0.8526     
3360/7200 [=============>................] - ETA: 1s - loss: 0.3497 - acc: 0.8619Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3278 - acc: 0.8626     
7200/7200 [==============================] - 2s - loss: 0.3484 - acc: 0.8585     
5760/7200 [=======================>......] - ETA: 1s - loss: 0.4340 - acc: 0.8174Epoch 6/10
1232/7200 [====>.........................] - ETA: 2s - loss: 0.2918 - acc: 0.8880
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3527 - acc: 0.8549     
2208/7200 [========>.....................] - ETA: 1s - loss: 0.3586 - acc: 0.8528Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3443 - acc: 0.8599     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3625 - acc: 0.8526     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3478 - acc: 0.8562     
Epoch 5/10
4848/7200 [===================>..........] - ETA: 0s - loss: 0.3477 - acc: 0.8577Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3441 - acc: 0.8597     
Epoch 8/10
 640/7200 [=>............................] - ETA: 2s - loss: 0.3469 - acc: 0.8547
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3422 - acc: 0.8614     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3432 - acc: 0.8586     
4112/7200 [================>.............] - ETA: 0s - loss: 0.3451 - acc: 0.8585Epoch 9/10
2160/7200 [========>.....................] - ETA: 7s - loss: 0.4951 - acc: 0.7819
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3438 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4247 - acc: 0.8208     
Epoch 2/10
2544/7200 [=========>....................] - ETA: 1s - loss: 0.3620 - acc: 0.8491
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3405 - acc: 0.8614     
Epoch 6/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3612 - acc: 0.8498
Epoch 8/10
7200/7200 [==============================] - 2s - loss: 0.3603 - acc: 0.8500     
Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3419 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3394 - acc: 0.8624     
7200/7200 [==============================] - 2s - loss: 0.3376 - acc: 0.8624     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3514 - acc: 0.8546     
Epoch 4/10
3392/7200 [=============>................] - ETA: 1s - loss: 0.3445 - acc: 0.8597Epoch 8/10
  16/7200 [..............................] - ETA: 1s
3440/7200 [=============>................] - ETA: 1s - loss: 0.3395 - acc: 0.8599
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3345 - acc: 0.8619     
Epoch 10/10
2928/7200 [===========>..................] - ETA: 1s - loss: 0.3371 - acc: 0.8726Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3381 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3431 - acc: 0.8600     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3342 - acc: 0.8633     
7200/7200 [==============================] - 2s - loss: 0.3347 - acc: 0.8625     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3415 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4213 - acc: 0.8263     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3317 - acc: 0.8644     
7200/7200 [==============================] - 2s - loss: 0.3389 - acc: 0.8589     
Epoch 8/10
1552/7200 [=====>........................] - ETA: 1s - loss: 0.3223 - acc: 0.8731Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3593 - acc: 0.8501     
Epoch 3/10
5840/7200 [=======================>......] - ETA: 0s - loss: 0.3355 - acc: 0.8627
7200/7200 [==============================] - 2s - loss: 0.3369 - acc: 0.8640     
Epoch 9/10
6432/7200 [=========================>....] - ETA: 0s - loss: 0.3479 - acc: 0.8562Epoch 1/10
7200/7200 [==============================] - 2s - loss: 0.3483 - acc: 0.8574     
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3346 - acc: 0.8646     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4239 - acc: 0.8218     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3357 - acc: 0.8597     
7200/7200 [==============================] - 2s - loss: 0.3416 - acc: 0.8597     0
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4726 - acc: 0.7964     
Epoch 2/10
7200/7200 [==============================] - 2s - loss: 0.3626 - acc: 0.8521     
Epoch 3/10
2880/7200 [===========>..................] - ETA: 1s - loss: 0.3655 - acc: 0.8469
7200/7200 [==============================] - 1s - loss: 0.4077 - acc: 0.8262     
6976/7200 [============================>.] - ETA: 0s - loss: 0.3404 - acc: 0.8622Epoch 3/10
7200/7200 [==============================] - 2s - loss: 0.3386 - acc: 0.8629     
Epoch 6/10
6480/7200 [==========================>...] - ETA: 0s - loss: 0.3577 - acc: 0.8531
Epoch 4/10
7200/7200 [==============================] - 2s - loss: 0.3545 - acc: 0.8549     
Epoch 4/10
5488/7200 [=====================>........] - ETA: 0s - loss: 0.3324 - acc: 0.8652Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3724 - acc: 0.8476     
Epoch 5/10
7200/7200 [==============================] - 2s - loss: 0.3372 - acc: 0.8621     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3661 - acc: 0.8490     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3461 - acc: 0.8588     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3586 - acc: 0.8533     
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3333 - acc: 0.8628     
Epoch 8/10
7200/7200 [==============================] - 3s - loss: 0.4871 - acc: 0.7922     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3576 - acc: 0.8536     
Epoch 8/10
1440/7200 [=====>........................] - ETA: 0s - loss: 0.3819 - acc: 0.8451
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4072 - acc: 0.8269     
Epoch 3/10
6496/7200 [==========================>...] - ETA: 0s - loss: 0.3314 - acc: 0.8633
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3355 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3777 - acc: 0.8446     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8551     
Epoch 10/10
7200/7200 [==============================] - 2s - loss: 0.3428 - acc: 0.8622     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3663 - acc: 0.8500     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3536 - acc: 0.8533     
7200/7200 [==============================] - 2s - loss: 0.3313 - acc: 0.8639     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8550     
Epoch 6/10
7200/7200 [==============================] - 2s - loss: 0.3418 - acc: 0.8590     
Epoch 8/10
  16/7200 [..............................] - ETA: 2s - loss: 0.1475 - acc: 1.0000
Epoch 7/10
7200/7200 [==============================] - 2s - loss: 0.3291 - acc: 0.8650     
7200/7200 [==============================] - 1s - loss: 0.3523 - acc: 0.8575     
Epoch 8/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3492 - acc: 0.8566Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3552 - acc: 0.8557     
Epoch 9/10
7200/7200 [==============================] - 2s - loss: 0.3390 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8562     
Epoch 10/10
800/800 [==============================] - 2s     0s - loss: 0.3352 - acc: 0.86
7200/7200 [==============================] - 0s - loss: 0.3546 - acc: 0.8551     
7200/7200 [==============================] - 2s - loss: 0.3398 - acc: 0.8621     
6128/7200 [========================>.....] - ETA: 0sEpoch 10/10
7200/7200 [==============================] - 3s - loss: 0.4806 - acc: 0.7982     
Epoch 2/10
2672/7200 [==========>...................] - ETA: 1s - loss: 0.3343 - acc: 0.8604Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4083 - acc: 0.8285     
4576/7200 [==================>...........] - ETA: 0sEpoch 3/10
7200/7200 [==============================] - 0s      - loss: 0.3374 - acc: 0.86
7200/7200 [==============================] - 2s - loss: 0.3361 - acc: 0.8629     
5792/7200 [=======================>......] - ETA: 0s - loss: 0.3836 - acc: 0.8467Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3885 - acc: 0.8442     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3799 - acc: 0.8453     
Epoch 5/10
2912/7200 [===========>..................] - ETA: 0s - loss: 0.3758 - acc: 0.8499
 16/800 [..............................] - ETA: 106sEpoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3724 - acc: 0.8478     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4034 - acc: 0.8325     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3654 - acc: 0.8511     
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3904 - acc: 0.8359Epoch 7/10
4704/7200 [==================>...........] - ETA: 0s - loss: 0.3823 - acc: 0.8416
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3785 - acc: 0.8449     
3584/7200 [=============>................] - ETA: 0s - loss: 0.3620 - acc: 0.8507Epoch 4/10
 320/7200 [>.............................] - ETA: 1s - loss: 0.3455 - acc: 0.8438Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3654 - acc: 0.8493     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4179 - acc: 0.8190     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3648 - acc: 0.8475     
Epoch 5/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3520 - acc: 0.8504
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3916 - acc: 0.8414Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3907 - acc: 0.8417     
Epoch 4/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3858 - acc: 0.8462
Epoch 6/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3224 - acc: 0.8690
  32/7200 [..............................] - ETA: 601s - loss: 0.6874 - acc: 0.5938Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3620 - acc: 0.8517     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8535     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3699 - acc: 0.8496     
7200/7200 [==============================] - 3s - loss: 0.4777 - acc: 0.7989     Epoch 6/10
Epoch 2/10

7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8503     
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8536     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3665 - acc: 0.8519     
1312/7200 [====>.........................] - ETA: 0s - loss: 0.3496 - acc: 0.8552Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.4037 - acc: 0.8278     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8565     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3635 - acc: 0.8506     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3867 - acc: 0.8432     
Epoch 4/10
7200/7200 [==============================] - 0s      - loss: 0.3628 - acc: 0.85
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8558     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3602 - acc: 0.8531     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3762 - acc: 0.8465     
Epoch 5/10
 864/7200 [==>...........................] - ETA: 1s - loss: 0.3500 - acc: 0.8611Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8554     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8553     
7200/7200 [==============================] - 1s - loss: 0.3713 - acc: 0.8483     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3587 - acc: 0.8517     
7200/7200 [==============================] - 1s - loss: 0.3635 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3648 - acc: 0.8525     
Epoch 8/10
7200/7200 [==============================] - 3s - loss: 0.4992 - acc: 0.7988     
Epoch 2/10
7200/7200 [==============================] - 0s      - loss: 0.4253 - acc: 0.81
7200/7200 [==============================] - 1s - loss: 0.3556 - acc: 0.8565     
Epoch 9/10
5024/7200 [===================>..........] - ETA: 0s - loss: 0.4170 - acc: 0.8258Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4128 - acc: 0.8288     
3200/7200 [============>.................] - ETA: 0s - loss: 0.3629 - acc: 0.8503Epoch 3/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3589 - acc: 0.8508Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3612 - acc: 0.8531     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3816 - acc: 0.8435     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3531 - acc: 0.8556     
7200/7200 [==============================] - 1s - loss: 0.3693 - acc: 0.8515     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3640 - acc: 0.8510     
Epoch 6/10
2816/7200 [==========>...................] - ETA: 0s - loss: 0.3601 - acc: 0.8505
Epoch 2/10
5408/7200 [=====================>........] - ETA: 0s - loss: 0.3680 - acc: 0.8445
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3589 - acc: 0.8515     
Epoch 7/10
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3515 - acc: 0.8532
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.4023 - acc: 0.8329     
Epoch 3/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3542 - acc: 0.8546Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3566 - acc: 0.8531     
4128/7200 [================>.............] - ETA: 0s - loss: 0.3820 - acc: 0.8435Epoch 8/10
3200/7200 [============>.................] - ETA: 0s - loss: 0.3465 - acc: 0.8609
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3750 - acc: 0.8453     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8572     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3712 - acc: 0.8475     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3626 - acc: 0.8508     
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3591 - acc: 0.8473Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3503 - acc: 0.8543     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8510     
3616/7200 [==============>...............] - ETA: 0s - loss: 0.3608 - acc: 0.8532Epoch 6/10
3936/7200 [===============>..............] - ETA: 0s - loss: 0.3575 - acc: 0.8547
 448/7200 [>.............................] - ETA: 0s - loss: 0.3947 - acc: 0.8415Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3516 - acc: 0.8554     
7200/7200 [==============================] - 3s - loss: 0.5016 - acc: 0.7962     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3548 - acc: 0.8550     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3584 - acc: 0.8547     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3503 - acc: 0.8557     
Epoch 8/10
 672/7200 [=>............................] - ETA: 1s - loss: 0.3547 - acc: 0.8571
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3600 - acc: 0.8521     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8557     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3872 - acc: 0.8425     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3532 - acc: 0.8533     
Epoch 9/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3655 - acc: 0.8534Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3499 - acc: 0.8560     
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3685 - acc: 0.8521Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3723 - acc: 0.8497     
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3558 - acc: 0.8497Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3591 - acc: 0.8503     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8579     
7200/7200 [==============================] - 1s - loss: 0.3666 - acc: 0.8486     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3509 - acc: 0.8540     
7200/7200 [==============================] - 1s - loss: 0.3611 - acc: 0.8532     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4871 - acc: 0.7929     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3613 - acc: 0.8507     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4078 - acc: 0.8268     
Epoch 3/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3320 - acc: 0.9062Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8544     
Epoch 9/10
3520/7200 [=============>................] - ETA: 0s - loss: 0.3646 - acc: 0.8483Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3776 - acc: 0.8449     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8558     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3648 - acc: 0.8501     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8547     
7200/7200 [==============================] - 1s - loss: 0.3588 - acc: 0.8540     
5632/7200 [======================>.......] - ETA: 0s - loss: 0.5036 - acc: 0.8013Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.4907 - acc: 0.8000     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3562 - acc: 0.8549     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5029 - acc: 0.7974     
6912/7200 [===========================>..] - ETA: 0s - loss: 0.4086 - acc: 0.8219Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4085 - acc: 0.8222     
Epoch 3/10
6048/7200 [========================>.....] - ETA: 0sss: 0.3519 - acc: 0.8575   
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4147 - acc: 0.8257     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3824 - acc: 0.8424     
Epoch 4/10
3616/7200 [==============>...............] - ETA: 0s - loss: 0.4041 - acc: 0.8321Epoch 1/10
5920/7200 [=======================>......] - ETA: 0s - loss: 0.3939 - acc: 0.8365
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3666 - acc: 0.8474     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3891 - acc: 0.8392     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3540 - acc: 0.8571     
Epoch 10/10
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3758 - acc: 0.8486
Epoch 6/10
1088/7200 [===>..........................] - ETA: 0s - loss: 0.3591 - acc: 0.8594
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8547     

Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3702 - acc: 0.8483     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3536 - acc: 0.8575     
6176/7200 [========================>.....] - ETA: 0s - loss: 0.5002 - acc: 0.7910Epoch 8/10
7200/7200 [==============================] - 3s - loss: 0.4880 - acc: 0.7947     
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3655 - acc: 0.8468Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3658 - acc: 0.8476     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3542 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.4058 - acc: 0.8314     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3638 - acc: 0.8501     
Epoch 8/10
7200/7200 [==============================] - 0s      - loss: 0.3833 - acc: 0.84
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8593     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3754 - acc: 0.8472     
Epoch 1/10
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3595 - acc: 0.8535     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3494 - acc: 0.8601     
7200/7200 [==============================] - 1s - loss: 0.3642 - acc: 0.8512     
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3624 - acc: 0.8498Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3568 - acc: 0.8528     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3579 - acc: 0.8550     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3576 - acc: 0.8531     
7200/7200 [==============================] - 1s - loss: 0.3538 - acc: 0.8546     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4878 - acc: 0.7929     
Epoch 2/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3362 - acc: 0.8643Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8561     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4182 - acc: 0.8201     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3523 - acc: 0.8585     
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3981 - acc: 0.8391Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3908 - acc: 0.8428     
Epoch 4/10
 896/7200 [==>...........................] - ETA: 1s - loss: 0.3975 - acc: 0.8337Epoch 1/10
  32/7200 [..............................] - ETA: 603s - loss: 0.7064 - acc: 0.4375
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3768 - acc: 0.8476     
Epoch 5/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3493 - acc: 0.8568
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8568     
1888/7200 [======>.......................] - ETA: 0s - loss: 0.4068 - acc: 0.8369
Epoch 6/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3666 - acc: 0.8537
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3668 - acc: 0.8519     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4915 - acc: 0.7937     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3759 - acc: 0.8479     
 928/7200 [==>...........................] - ETA: 1s - loss: 0.4075 - acc: 0.8244Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3638 - acc: 0.8489     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4088 - acc: 0.8240     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3639 - acc: 0.8518     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3609 - acc: 0.8510     
Epoch 9/10
5024/7200 [===================>..........] - ETA: 0s - loss: 0.3783 - acc: 0.8457Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3597 - acc: 0.8543     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3828 - acc: 0.8431     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3593 - acc: 0.8549     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3559 - acc: 0.8515     
2464/7200 [=========>....................] - ETA: 0s - loss: 0.3685 - acc: 0.8429Epoch 7/10
3168/7200 [============>.................] - ETA: 0s - loss: 0.3616 - acc: 0.8491
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3582 - acc: 0.8525     
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8550     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3602 - acc: 0.8515     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3517 - acc: 0.8569     
5216/7200 [====================>.........] - ETA: 0s - loss: 0.3536 - acc: 0.8516Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3587 - acc: 0.8507     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4817 - acc: 0.7965     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8542     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3587 - acc: 0.8490     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4126 - acc: 0.8240     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8608     
6176/7200 [========================>.....] - ETA: 0s - loss: 0.3540 - acc: 0.8562Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3581 - acc: 0.8546     
6240/7200 [=========================>....] - ETA: 0s - loss: 0.3910 - acc: 0.8399Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3889 - acc: 0.8411     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3560 - acc: 0.8535     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3708 - acc: 0.8497     
Epoch 5/10
1984/7200 [=======>......................] - ETA: 0sss: 0.3521 - acc: 0.8574   
7200/7200 [==============================] - 1s - loss: 0.3603 - acc: 0.8525     
Epoch 6/10
4992/7200 [===================>..........] - ETA: 1s - loss: 0.5503 - acc: 0.7810Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3583 - acc: 0.8528     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5133 - acc: 0.7906     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8562     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4023 - acc: 0.8328     
 736/7200 [==>...........................] - ETA: 0s - loss: 0.3904 - acc: 0.8451Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3532 - acc: 0.8553     
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3740 - acc: 0.8456Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3753 - acc: 0.8450     
Epoch 4/10
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8542     
Epoch 10/10
  32/7200 [..............................] - ETA: 0s - loss: 0.3963 - acc: 0.8125
6944/7200 [===========================>..] - ETA: 0s - loss: 0.4776 - acc: 0.7941Epoch 5/10
 352/7200 [>.............................] - ETA: 1s - loss: 0.3607 - acc: 0.8466
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3500 - acc: 0.8551     
7200/7200 [==============================] - 1s - loss: 0.3949 - acc: 0.8399     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3563 - acc: 0.8507     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3724 - acc: 0.8496     
4800/7200 [===================>..........] - ETA: 1s - loss: 0.4892 - acc: 0.7967Epoch 4/10
 416/7200 [>.............................] - ETA: 0s - loss: 0.4082 - acc: 0.8293
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4663 - acc: 0.8013     
2528/7200 [=========>....................] - ETA: 0s - loss: 0.3766 - acc: 0.8445Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3652 - acc: 0.8490     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8546     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4128 - acc: 0.8251     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3630 - acc: 0.8503     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3506 - acc: 0.8558     
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3560 - acc: 0.8583Epoch 9/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3973 - acc: 0.8261Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3969 - acc: 0.8265     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3618 - acc: 0.8543     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8556     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3889 - acc: 0.8332     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8535     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8576     
7200/7200 [==============================] - 1s - loss: 0.3814 - acc: 0.8417     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3572 - acc: 0.8528     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3559 - acc: 0.8529     
7200/7200 [==============================] - 1s - loss: 0.3729 - acc: 0.8489     Epoch 10/10

Epoch 7/10
 384/7200 [>.............................] - ETA: 1s - loss: 0.3396 - acc: 0.8594
Epoch 2/10
7104/7200 [============================>.] - ETA: 0s - loss: 0.3600 - acc: 0.8530
7200/7200 [==============================] - 1s - loss: 0.3626 - acc: 0.8519     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4103 - acc: 0.8268     
Epoch 3/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3713 - acc: 0.8490Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3591 - acc: 0.8551     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3898 - acc: 0.8372     
Epoch 4/10
1216/7200 [====>.........................] - ETA: 0sss: 0.3528 - acc: 0.8597   
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3734 - acc: 0.8482     
Epoch 5/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3624 - acc: 0.8534Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3528 - acc: 0.8540     
7200/7200 [==============================] - 1s - loss: 0.3610 - acc: 0.8517     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.4717 - acc: 0.8010     
Epoch 2/10
2080/7200 [=======>......................] - ETA: 0s - loss: 0.4124 - acc: 0.8260
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.4025 - acc: 0.8297     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3509 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3751 - acc: 0.8486     
Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.4640 - acc: 0.8031     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3521 - acc: 0.8554     
Epoch 9/10
 736/7200 [==>...........................] - ETA: 0s - loss: 0.3902 - acc: 0.8370Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3629 - acc: 0.8497     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3960 - acc: 0.8340     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3506 - acc: 0.8576     
Epoch 10/10
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3465 - acc: 0.8580
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3690 - acc: 0.8508     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3452 - acc: 0.8608     
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8514     
1600/7200 [=====>........................] - ETA: 10s - loss: 0.5887 - acc: 0.7775Epoch 7/10
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3465 - acc: 0.8477
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4733 - acc: 0.7940     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8538     
Epoch 8/10
2080/7200 [=======>......................] - ETA: 0s - loss: 0.4349 - acc: 0.8130
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.4152 - acc: 0.8246     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3489 - acc: 0.8556     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3518 - acc: 0.8547     
Epoch 9/10
7200/7200 [==============================] - 0s      - loss: 0.4037 - acc: 0.83
4864/7200 [===================>..........] - ETA: 0s - loss: 0.3521 - acc: 0.8592Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3947 - acc: 0.8364     
Epoch 4/10
 704/7200 [=>............................] - ETA: 1s - loss: 0.3864 - acc: 0.8480
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8582     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8606     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3766 - acc: 0.8514     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3509 - acc: 0.8515     
5920/7200 [=======================>......] - ETA: 0s - loss: 0.3673 - acc: 0.8502
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3655 - acc: 0.8497     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8581     
7200/7200 [==============================] - 1s - loss: 0.3658 - acc: 0.8506     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4715 - acc: 0.8004     
Epoch 2/10
7200/7200 [==============================] - 0s      - loss: 0.3598 - acc: 0.85
7200/7200 [==============================] - 1s - loss: 0.3613 - acc: 0.8532     Epoch 8/10

7200/7200 [==============================] - 1s - loss: 0.3981 - acc: 0.8321     
Epoch 3/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3494 - acc: 0.8600Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3549 - acc: 0.8568     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3699 - acc: 0.8482     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3564 - acc: 0.8574     
Epoch 10/10
 352/7200 [>.............................] - ETA: 1s - loss: 0.3692 - acc: 0.8494Epoch 1/10
1216/7200 [====>.........................] - ETA: 1s - loss: 0.3423 - acc: 0.8577
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3554 - acc: 0.8551     
7200/7200 [==============================] - 1s - loss: 0.3562 - acc: 0.8522     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.5106 - acc: 0.7711     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8549     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.4015 - acc: 0.8353     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8576     
2464/7200 [=========>....................] - ETA: 0sEpoch 8/10
7200/7200 [==============================] - 3s - loss: 0.4834 - acc: 0.7935     
Epoch 2/10
3296/7200 [============>.................] - ETA: 0s - loss: 0.3452 - acc: 0.8617
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3938 - acc: 0.8368     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3655 - acc: 0.8530Epoch 3/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3123 - acc: 0.9062Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3503 - acc: 0.8562     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3623 - acc: 0.8497     
3168/7200 [============>.................] - ETA: 0s - loss: 0.3364 - acc: 0.8592Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3664 - acc: 0.8528     
6592/7200 [==========================>...] - ETA: 0s - loss: 0.3469 - acc: 0.8598Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3463 - acc: 0.8593     
4288/7200 [================>.............] - ETA: 0s - loss: 0.3578 - acc: 0.8500Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3584 - acc: 0.8501     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3548 - acc: 0.8532     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8567     
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8531     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3530 - acc: 0.8514     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.4659 - acc: 0.8031     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8526     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8601     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.4068 - acc: 0.8312Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3920 - acc: 0.8374     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3579 - acc: 0.8489Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8571     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3439 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3645 - acc: 0.8510     
Epoch 4/10
4640/7200 [==================>...........] - ETA: 0s - loss: 0.3453 - acc: 0.8610Epoch 1/10
6656/7200 [==========================>...] - ETA: 0s - loss: 0.3432 - acc: 0.8589
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3299 - acc: 0.8604Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3428 - acc: 0.8581     Epoch 9/10

7200/7200 [==============================] - 1s - loss: 0.3570 - acc: 0.8535     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3489 - acc: 0.8574     
7200/7200 [==============================] - 1s - loss: 0.3502 - acc: 0.8543     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8550     
7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8568     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5098 - acc: 0.7707     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3428 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4052 - acc: 0.8326     
Epoch 3/10
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3455 - acc: 0.8620Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3452 - acc: 0.8597     
3392/7200 [=============>................] - ETA: 0s - loss: 0.3788 - acc: 0.8429Epoch 9/10
3136/7200 [============>.................] - ETA: 0s - loss: 0.3445 - acc: 0.8549Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3773 - acc: 0.8433     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3413 - acc: 0.8599     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3628 - acc: 0.8504     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3416 - acc: 0.8567     
7200/7200 [==============================] - 1s - loss: 0.3597 - acc: 0.8521     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.4798 - acc: 0.7956     
2784/7200 [==========>...................] - ETA: 4s - loss: 0.5843 - acc: 0.7213Epoch 2/10
3872/7200 [===============>..............] - ETA: 0s - loss: 0.4143 - acc: 0.8257
Epoch 7/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3079 - acc: 0.9062
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.4116 - acc: 0.8290     
Epoch 3/10
7200/7200 [==============================] - 0s      - loss: 0.3945 - acc: 0.83
7200/7200 [==============================] - 1s - loss: 0.3932 - acc: 0.8364     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8528     
Epoch 8/10
3616/7200 [==============>...............] - ETA: 0s - loss: 0.3698 - acc: 0.8482Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3826 - acc: 0.8453     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3635 - acc: 0.8504     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3500 - acc: 0.8556     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3636 - acc: 0.8492     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3564 - acc: 0.8549     
Epoch 5/10
2112/7200 [=======>......................] - ETA: 0s - loss: 0.3485 - acc: 0.8546
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3614 - acc: 0.8522     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3511 - acc: 0.8571     
Epoch 6/10
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3634 - acc: 0.8478
7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8524     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3518 - acc: 0.8581Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5073 - acc: 0.7703     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3556 - acc: 0.8547     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3510 - acc: 0.8581     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3981 - acc: 0.8311     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3499 - acc: 0.8549     
Epoch 9/10
2656/7200 [==========>...................] - ETA: 0s - loss: 0.3390 - acc: 0.8630
Epoch 4/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3540 - acc: 0.8552Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3536 - acc: 0.8553     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8575     
Epoch 10/10
1184/7200 [===>..........................] - ETA: 0s - loss: 0.3273 - acc: 0.8733
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8564     
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8565     
7200/7200 [==============================] - 1s - loss: 0.3599 - acc: 0.8507     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3575 - acc: 0.8531     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4791 - acc: 0.7949     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8531     
Epoch 8/10
5344/7200 [=====================>........] - ETA: 0s - loss: 0.3447 - acc: 0.8587Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.4141 - acc: 0.8233     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8564     
Epoch 9/10
1280/7200 [====>.........................] - ETA: 1s - loss: 0.3958 - acc: 0.8375Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3879 - acc: 0.8418     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8553     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3646 - acc: 0.8525     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8567     
7200/7200 [==============================] - 1s - loss: 0.3582 - acc: 0.8506     
3712/7200 [==============>...............] - ETA: 3s - loss: 0.5119 - acc: 0.7853Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.4697 - acc: 0.7997     
Epoch 2/10
7200/7200 [==============================] - 3s - loss: 0.4770 - acc: 0.7926     
3136/7200 [============>.................] - ETA: 0s - loss: 0.3738 - acc: 0.8457Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3537 - acc: 0.8569     
6336/7200 [=========================>....] - ETA: 0s - loss: 0.4079 - acc: 0.8299Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.4017 - acc: 0.8331     
Epoch 3/10
4544/7200 [=================>............] - ETA: 0sss: 0.4000 - acc: 0.8336   
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3487 - acc: 0.8602Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8565     
Epoch 8/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3691 - acc: 0.8537
Epoch 4/10
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3682 - acc: 0.8517     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3528 - acc: 0.8553     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3675 - acc: 0.8499     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3577 - acc: 0.8526     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3571 - acc: 0.8526     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8579     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8546     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3556 - acc: 0.8540     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3531 - acc: 0.8565     
Epoch 7/10
  32/7200 [..............................] - ETA: 1s - loss: 0.4620 - acc: 0.8438
7200/7200 [==============================] - 3s - loss: 0.4774 - acc: 0.7954     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3542 - acc: 0.8535     
3744/7200 [==============>...............] - ETA: 0s - loss: 0.4190 - acc: 0.8186Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3517 - acc: 0.8558     
4384/7200 [=================>............] - ETA: 0s - loss: 0.4179 - acc: 0.8200Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4093 - acc: 0.8290     
2976/7200 [===========>..................] - ETA: 0s - loss: 0.3425 - acc: 0.8619Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3515 - acc: 0.8564     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8592     
4288/7200 [================>.............] - ETA: 0s - loss: 0.3847 - acc: 0.8449Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3794 - acc: 0.8457     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3515 - acc: 0.8572     
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8586     
Epoch 10/10
Epoch 10/10
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3617 - acc: 0.8559Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3643 - acc: 0.8539     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8597     
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8546     
7200/7200 [==============================] - 1s - loss: 0.3604 - acc: 0.8501     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3582 - acc: 0.8490     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3532 - acc: 0.8535     
Epoch 8/10
5088/7200 [====================>.........] - ETA: 0sss: 0.4682 - acc: 0.8040   
Epoch 2/10
4480/7200 [=================>............] - ETA: 0s - loss: 0.4097 - acc: 0.8275Epoch 1/10
6016/7200 [========================>.....] - ETA: 0s - loss: 0.4039 - acc: 0.8326Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3550 - acc: 0.8533     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3983 - acc: 0.8354     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8574     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3718 - acc: 0.8471     
 672/7200 [=>............................] - ETA: 1s - loss: 0.3315 - acc: 0.8720Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8583     
7200/7200 [==============================] - 1s - loss: 0.3632 - acc: 0.8492     
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4943 - acc: 0.7769     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8526     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.4860 - acc: 0.7896     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3881 - acc: 0.8389     
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3516 - acc: 0.8519Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3481 - acc: 0.8531     
Epoch 7/10
1056/7200 [===>..........................] - ETA: 0s - loss: 0.3652 - acc: 0.8542
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3618 - acc: 0.8507     
Epoch 4/10
 352/7200 [>.............................] - ETA: 1s - loss: 0.3648 - acc: 0.8466Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8514     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3655 - acc: 0.8524     
1312/7200 [====>.........................] - ETA: 0s - loss: 0.3485 - acc: 0.8506Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8532     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3585 - acc: 0.8526     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8569     
  32/7200 [..............................] - ETA: 1s - loss: 0.4692 - acc: 0.7500Epoch 9/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3497 - acc: 0.8556
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3554 - acc: 0.8508     
1504/7200 [=====>........................] - ETA: 0s - loss: 0.3378 - acc: 0.8590Epoch 6/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3104 - acc: 0.8750
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3495 - acc: 0.8539     
4000/7200 [===============>..............] - ETA: 2s - loss: 0.5158 - acc: 0.7910Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8551     
6112/7200 [========================>.....] - ETA: 0s - loss: 0.4792 - acc: 0.8001Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8574     
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3628 - acc: 0.8448
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8567     
Epoch 8/10
2208/7200 [========>.....................] - ETA: 0s - loss: 0.3570 - acc: 0.8551
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4050 - acc: 0.8272     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8569     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8561     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3860 - acc: 0.8383     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3417 - acc: 0.8594     
5952/7200 [=======================>......] - ETA: 0sEpoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3454 - acc: 0.8599     
Epoch 10/10
5088/7200 [====================>.........] - ETA: 0s - loss: 0.3370 - acc: 0.8614
Epoch 5/10
2912/7200 [===========>..................] - ETA: 0s - loss: 0.3467 - acc: 0.8523Epoch 1/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3676 - acc: 0.8493
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8560     
7200/7200 [==============================] - 1s - loss: 0.3636 - acc: 0.8506     Epoch 6/10

7200/7200 [==============================] - 1s - loss: 0.3556 - acc: 0.8519     
Epoch 7/10
3360/7200 [=============>................] - ETA: 0sss: 0.3543 - acc: 0.8549   
Epoch 8/10
6784/7200 [===========================>..] - ETA: 0sss: 0.5118 - acc: 0.7869   
Epoch 2/10
2912/7200 [===========>..................] - ETA: 0s - loss: 0.3537 - acc: 0.8582Epoch 1/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.4083 - acc: 0.8296Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3511 - acc: 0.8549     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3951 - acc: 0.8400     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3522 - acc: 0.8553     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3697 - acc: 0.8490     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8562     
7200/7200 [==============================] - 1s - loss: 0.3586 - acc: 0.8546     
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4824 - acc: 0.7979     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3527 - acc: 0.8540     
Epoch 6/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3119 - acc: 0.8750
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3994 - acc: 0.8335     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3852 - acc: 0.8456     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8597     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3731 - acc: 0.8442     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3615 - acc: 0.8531     
Epoch 4/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3543 - acc: 0.8569Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3528 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3641 - acc: 0.8485     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8544     
6816/7200 [===========================>..] - ETA: 0s - loss: 0.3460 - acc: 0.8616Epoch 5/10
 384/7200 [>.............................] - ETA: 1s - loss: 0.3218 - acc: 0.8802
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3576 - acc: 0.8542     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8606     
Epoch 10/10
  32/7200 [..............................] - ETA: 1s - loss: 0.6036 - acc: 0.7188
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3548 - acc: 0.8533     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8604     
7200/7200 [==============================] - 1s - loss: 0.3513 - acc: 0.8586     

Epoch 7/10
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.5155 - acc: 0.7826     
3584/7200 [=============>................] - ETA: 0s - loss: 0.3537 - acc: 0.8549Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8547     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8562     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4025 - acc: 0.8357     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3519 - acc: 0.8550     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8571     
 512/7200 [=>............................] - ETA: 0sEpoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3733 - acc: 0.8489     
Epoch 4/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3454 - acc: 0.8630
7200/7200 [==============================] - 1s - loss: 0.3466 - acc: 0.8611     
Epoch 10/10
3744/7200 [==============>...............] - ETA: 0s - loss: 0.3626 - acc: 0.8547Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3622 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8613     
7200/7200 [==============================] - 1s - loss: 0.3592 - acc: 0.8508     
Epoch 6/10
1408/7200 [====>.........................] - ETA: 12s - loss: 0.6754 - acc: 0.6435
Epoch 7/10
5152/7200 [====================>.........] - ETA: 1s - loss: 0.5514 - acc: 0.7632Epoch 1/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3686 - acc: 0.8505
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3574 - acc: 0.8556     
Epoch 8/10
5408/7200 [=====================>........] - ETA: 0s - loss: 0.3973 - acc: 0.8371Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3871 - acc: 0.8435     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3519 - acc: 0.8606     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3644 - acc: 0.8512     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3529 - acc: 0.8571     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3559 - acc: 0.8550     
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4874 - acc: 0.7876     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3490 - acc: 0.8613     
7200/7200 [==============================] - 1s - loss: 0.3542 - acc: 0.8544     
6400/7200 [=========================>....] - ETA: 0s - loss: 0.4777 - acc: 0.7981Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3844 - acc: 0.8433     
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.4752 - acc: 0.7997     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3661 - acc: 0.8500     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8590     
Epoch 7/10
 352/7200 [>.............................] - ETA: 1s - loss: 0.3963 - acc: 0.8210
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3602 - acc: 0.8525     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8565     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3620 - acc: 0.8519     
Epoch 4/10
  32/7200 [..............................] - ETA: 1s - loss: 0.4181 - acc: 0.8125
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3605 - acc: 0.8508Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3556 - acc: 0.8538     
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3502 - acc: 0.8586Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3547 - acc: 0.8565     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8585     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3535 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3507 - acc: 0.8532     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3494 - acc: 0.8599     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3477 - acc: 0.8581     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8571     
2016/7200 [=======>......................] - ETA: 0s - loss: 0.3412 - acc: 0.8581Epoch 7/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3611 - acc: 0.8521
7200/7200 [==============================] - 1s - loss: 0.3502 - acc: 0.8533     
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.5141 - acc: 0.7772     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8564     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3495 - acc: 0.8557     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3830 - acc: 0.8444     
Epoch 3/10
3584/7200 [=============>................] - ETA: 0s - loss: 0.3639 - acc: 0.8513
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3615 - acc: 0.8563
7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8574     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3616 - acc: 0.8556     
Epoch 4/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3299 - acc: 0.8652Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8589     
7200/7200 [==============================] - 1s - loss: 0.3520 - acc: 0.8587     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8601     
Epoch 6/10
3744/7200 [==============>...............] - ETA: 0s - loss: 0.3591 - acc: 0.8496Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8585     
2624/7200 [=========>....................] - ETA: 5s - loss: 0.5557 - acc: 0.7729Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.4762 - acc: 0.7971     
4512/7200 [=================>............] - ETA: 0s - loss: 0.3496 - acc: 0.8579Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3475 - acc: 0.8593     
Epoch 8/10
2880/7200 [===========>..................] - ETA: 0s - loss: 0.4014 - acc: 0.8309Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3922 - acc: 0.8354     
Epoch 3/10
2784/7200 [==========>...................] - ETA: 0s - loss: 0.3724 - acc: 0.8502
Epoch 9/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3419 - acc: 0.8624
Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.4733 - acc: 0.8044     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3428 - acc: 0.8613     
Epoch 10/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3427 - acc: 0.8633
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.4002 - acc: 0.8372     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8615     
7200/7200 [==============================] - 3s - loss: 0.5324 - acc: 0.7724     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3568 - acc: 0.8517     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3697 - acc: 0.8486     
3040/7200 [===========>..................] - ETA: 0s - loss: 0.4218 - acc: 0.8191Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.4125 - acc: 0.8306     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3597 - acc: 0.8547     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8539     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3783 - acc: 0.8464     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3534 - acc: 0.8575     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3521 - acc: 0.8521     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3673 - acc: 0.8524     
Epoch 5/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3481 - acc: 0.8582Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3521 - acc: 0.8581     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3489 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3603 - acc: 0.8547     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8561     
Epoch 8/10
4224/7200 [================>.............] - ETA: 0s - loss: 0.3578 - acc: 0.8610
1408/7200 [====>.........................] - ETA: 0s - loss: 0.3745 - acc: 0.8402Epoch 10/10
2848/7200 [==========>...................] - ETA: 0s - loss: 0.3438 - acc: 0.8592
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3475 - acc: 0.8556     
Epoch 9/10
4224/7200 [================>.............] - ETA: 0s - loss: 0.3576 - acc: 0.8563
7200/7200 [==============================] - 1s - loss: 0.3555 - acc: 0.8578     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3510 - acc: 0.8576     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4824 - acc: 0.7979     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3583 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8608     
7200/7200 [==============================] - 1s - loss: 0.3965 - acc: 0.8381     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8582     
2112/7200 [=======>......................] - ETA: 0sEpoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3681 - acc: 0.8504     
Epoch 4/10
7104/7200 [============================>.] - ETA: 0s - loss: 0.3475 - acc: 0.8618Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8619     
2240/7200 [========>.....................] - ETA: 0sss: 0.3583 - acc: 0.8531   
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3587 - acc: 0.8546     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3557 - acc: 0.8532     
Epoch 7/10
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3609 - acc: 0.8563Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5299 - acc: 0.7738     
Epoch 2/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3525 - acc: 0.8559Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3531 - acc: 0.8543     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4051 - acc: 0.8337     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3535 - acc: 0.8554     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3708 - acc: 0.8497     
Epoch 4/10
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3626 - acc: 0.8513
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3633 - acc: 0.8521     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.5096 - acc: 0.7821     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8569     

1664/7200 [=====>........................] - ETA: 0s - loss: 0.4012 - acc: 0.8323Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3555 - acc: 0.8560     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3970 - acc: 0.8382     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3925 - acc: 0.8390     
Epoch 3/10
6112/7200 [========================>.....] - ETA: 0s - loss: 0.3724 - acc: 0.8500
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3684 - acc: 0.8514     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3661 - acc: 0.8500     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3500 - acc: 0.8587     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3626 - acc: 0.8544     
6848/7200 [===========================>..] - ETA: 0sEpoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3574 - acc: 0.8524     
Epoch 5/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3476 - acc: 0.8606Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3573 - acc: 0.8565     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3506 - acc: 0.8572     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8554     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3509 - acc: 0.8579     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3526 - acc: 0.8551     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3512 - acc: 0.8586     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3442 - acc: 0.8620Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3454 - acc: 0.8607     
3520/7200 [=============>................] - ETA: 3s - loss: 0.6027 - acc: 0.7315
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3555 - acc: 0.8540     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.5287 - acc: 0.7708     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3479 - acc: 0.8587     
Epoch 9/10
1280/7200 [====>.........................] - ETA: 1s - loss: 0.3561 - acc: 0.8508
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.4059 - acc: 0.8321     
Epoch 3/10
3168/7200 [============>.................] - ETA: 0s - loss: 0.3716 - acc: 0.8535
Epoch 10/10
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3467 - acc: 0.8524
7200/7200 [==============================] - 1s - loss: 0.3754 - acc: 0.8460     
Epoch 4/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3742 - acc: 0.8470Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8607     
7200/7200 [==============================] - 1s - loss: 0.3676 - acc: 0.8521     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3613 - acc: 0.8529     
Epoch 6/10
5472/7200 [=====================>........] - ETA: 0s - loss: 0.3618 - acc: 0.8542Epoch 1/10
2560/7200 [=========>....................] - ETA: 5s - loss: 0.5689 - acc: 0.7887
Epoch 7/10
4128/7200 [================>.............] - ETA: 0s - loss: 0.3562 - acc: 0.8561Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4771 - acc: 0.8006     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3564 - acc: 0.8554     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3890 - acc: 0.8378     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3552 - acc: 0.8585     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3637 - acc: 0.8493     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3562 - acc: 0.8554     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4872 - acc: 0.7997     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8546     
Epoch 5/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3501 - acc: 0.8587
Epoch 2/10
7168/7200 [============================>.] - ETA: 0s - loss: 0.3504 - acc: 0.8588
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3512 - acc: 0.8586     
7200/7200 [==============================] - 1s - loss: 0.3537 - acc: 0.8547     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3837 - acc: 0.8447     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3758 - acc: 0.8457     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3510 - acc: 0.8547     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3605 - acc: 0.8554     
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3685 - acc: 0.8502Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3677 - acc: 0.8501     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8589     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8582     
6592/7200 [==========================>...] - ETA: 0sEpoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3630 - acc: 0.8517     
 640/7200 [=>............................] - ETA: 1s - loss: 0.3746 - acc: 0.8516Epoch 5/10
4352/7200 [=================>............] - ETA: 0s - loss: 0.3426 - acc: 0.8617Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8590     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8600     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3583 - acc: 0.8521     
Epoch 6/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3480 - acc: 0.8561
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3479 - acc: 0.8575     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8558     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8585     
Epoch 9/10
7136/7200 [============================>.] - ETA: 0s - loss: 0.3462 - acc: 0.8585
Epoch 8/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3453 - acc: 0.8125
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4635 - acc: 0.8021     
Epoch 2/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3786 - acc: 0.8750
1632/7200 [=====>........................] - ETA: 0s - loss: 0.3299 - acc: 0.8658Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8619     
7200/7200 [==============================] - 1s - loss: 0.3527 - acc: 0.8562     

Epoch 10/10
Epoch 3/10
7168/7200 [============================>.] - ETA: 0s - loss: 0.3487 - acc: 0.8585
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8585     Epoch 4/10

 960/7200 [===>..........................] - ETA: 1s - loss: 0.3746 - acc: 0.8521Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3574 - acc: 0.8569     
Epoch 5/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3504 - acc: 0.8605Epoch 1/10
  32/7200 [..............................] - ETA: 0sss: 0.3527 - acc: 0.8590     
Epoch 6/10
3456/7200 [=============>................] - ETA: 3s - loss: 0.5106 - acc: 0.7810
Epoch 7/10
4128/7200 [================>.............] - ETA: 2s - loss: 0.4965 - acc: 0.7873Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.4687 - acc: 0.7992     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3437 - acc: 0.8608     
Epoch 8/10
 704/7200 [=>............................] - ETA: 28s - loss: 0.6763 - acc: 0.6051
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4725 - acc: 0.7906     
Epoch 2/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3489 - acc: 0.8582
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8604     
Epoch 10/10
4352/7200 [=================>............] - ETA: 0s - loss: 0.3442 - acc: 0.8580
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4547 - acc: 0.8090     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3536 - acc: 0.8546     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8611     
7200/7200 [==============================] - 1s - loss: 0.3613 - acc: 0.8512     
3584/7200 [=============>................] - ETA: 0s - loss: 0.3642 - acc: 0.8530Epoch 4/10
2336/7200 [========>.....................] - ETA: 0s - loss: 0.3507 - acc: 0.8579
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3516 - acc: 0.8571     
Epoch 6/10
4896/7200 [===================>..........] - ETA: 0s - loss: 0.3617 - acc: 0.8529
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3578 - acc: 0.8535     
Epoch 4/10
4000/7200 [===============>..............] - ETA: 0s - loss: 0.3404 - acc: 0.8625
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8572     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3502 - acc: 0.8544     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3467 - acc: 0.8606     
Epoch 8/10
7200/7200 [==============================] - 0s      - loss: 0.3478 - acc: 0.85
7200/7200 [==============================] - 1s - loss: 0.3519 - acc: 0.8562     
Epoch 7/10
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3476 - acc: 0.8555Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8586     
Epoch 9/10
4064/7200 [===============>..............] - ETA: 0s - loss: 0.3523 - acc: 0.8570
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8594     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8599     
6560/7200 [==========================>...] - ETA: 0s - loss: 0.3440 - acc: 0.8575Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3440 - acc: 0.8618     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3400 - acc: 0.8594     
Epoch 10/10

7200/7200 [==============================] - 1s - loss: 0.3388 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.4747 - acc: 0.7968     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8593     
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8596     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3966 - acc: 0.8353     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3399 - acc: 0.8608     
7200/7200 [==============================] - 1s - loss: 0.3682 - acc: 0.8471     
Epoch 4/10
3552/7200 [=============>................] - ETA: 0s - loss: 0.3688 - acc: 0.8494Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3594 - acc: 0.8517     
Epoch 5/10
2656/7200 [==========>...................] - ETA: 0s - loss: 0.3846 - acc: 0.8385Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3573 - acc: 0.8533     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3532 - acc: 0.8551     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4575 - acc: 0.8049     
Epoch 2/10
  32/7200 [..............................] - ETA: 1s - loss: 0.6989 - acc: 0.7188
Epoch 8/10
4928/7200 [===================>..........] - ETA: 1s - loss: 0.4884 - acc: 0.7946Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4624 - acc: 0.8047     
Epoch 2/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3926 - acc: 0.8470
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3938 - acc: 0.8347     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3900 - acc: 0.8429     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3630 - acc: 0.8546     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3621 - acc: 0.8524     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8578     
7200/7200 [==============================] - 1s - loss: 0.3526 - acc: 0.8544     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8507     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4646 - acc: 0.7982     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3542 - acc: 0.8560     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8562     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3802 - acc: 0.8458     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3486 - acc: 0.8568     
3040/7200 [===========>..................] - ETA: 0s - loss: 0.3576 - acc: 0.8484Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3506 - acc: 0.8547     
2720/7200 [==========>...................] - ETA: 0s - loss: 0.3596 - acc: 0.8559Epoch 7/10
5824/7200 [=======================>......] - ETA: 0sss: 0.3558 - acc: 0.8524   
3680/7200 [==============>...............] - ETA: 0s - loss: 0.3499 - acc: 0.8587Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8593     
Epoch 8/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3531 - acc: 0.8561Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3505 - acc: 0.8560     
3360/7200 [=============>................] - ETA: 0s - loss: 0.3500 - acc: 0.8571Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8575     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8583     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8599     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8604     
Epoch 10/10
2848/7200 [==========>...................] - ETA: 0s - loss: 0.3422 - acc: 0.86598
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8610     
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8603     
7200/7200 [==============================] - 4s - loss: 0.4563 - acc: 0.8083     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8561     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3875 - acc: 0.8374     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8593     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3380 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3573 - acc: 0.8556     
Epoch 4/10
7200/7200 [==============================] - 0s      - loss: 0.3419 - acc: 0.86
6048/7200 [========================>.....] - ETA: 0s - loss: 0.3458 - acc: 0.8553Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8604     
7200/7200 [==============================] - 1s - loss: 0.3480 - acc: 0.8553     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3469 - acc: 0.8582     
Epoch 6/10
3744/7200 [==============>...............] - ETA: 0s - loss: 0.3435 - acc: 0.8574Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3412 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3421 - acc: 0.8600     
Epoch 8/10
6880/7200 [===========================>..] - ETA: 0s - loss: 0.4645 - acc: 0.8013Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.4595 - acc: 0.8044     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3831 - acc: 0.8432     
7200/7200 [==============================] - 1s - loss: 0.3378 - acc: 0.8615     Epoch 3/10

Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3616 - acc: 0.8521     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3385 - acc: 0.8610     
7200/7200 [==============================] - 4s - loss: 0.4667 - acc: 0.7983     Epoch 10/10

Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8613     
7200/7200 [==============================] - 1s - loss: 0.3838 - acc: 0.8422     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4610 - acc: 0.8053     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3534 - acc: 0.8543     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3581 - acc: 0.8564     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3816 - acc: 0.8454     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3490 - acc: 0.8539     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3524 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3583 - acc: 0.8532     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3459 - acc: 0.8594     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3503 - acc: 0.8579     
Epoch 6/10
5728/7200 [======================>.......] - ETA: 0s - loss: 0.3399 - acc: 0.8598
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8578     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8558     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3492 - acc: 0.8574     
Epoch 6/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3443 - acc: 0.8594
Epoch 10/10
2464/7200 [=========>....................] - ETA: 0s - loss: 0.3338 - acc: 0.8628Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3457 - acc: 0.8558     
5152/7200 [====================>.........] - ETA: 0s - loss: 0.3425 - acc: 0.8585Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8581     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8606     
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3443 - acc: 0.8621     
1344/7200 [====>.........................] - ETA: 0s - loss: 0.3632 - acc: 0.8475Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3424 - acc: 0.8597     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4687 - acc: 0.7974     
Epoch 2/10
1600/7200 [=====>........................] - ETA: 0s - loss: 0.3998 - acc: 0.8375
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8593     
Epoch 10/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3985 - acc: 0.8356Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3894 - acc: 0.8411     
Epoch 3/10
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3678 - acc: 0.8508
7200/7200 [==============================] - 1s - loss: 0.3615 - acc: 0.8543     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8560     
Epoch 5/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3496 - acc: 0.85Epoch 1/10
7136/7200 [============================>.] - ETA: 0s - loss: 0.3530 - acc: 0.8555
5376/7200 [=====================>........] - ETA: 0sEpoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3536 - acc: 0.8553     
Epoch 6/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3518 - acc: 0.8537Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3837 - acc: 0.8433     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3510 - acc: 0.8556     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3590 - acc: 0.8531     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3480 - acc: 0.8575     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3521 - acc: 0.8576     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3474 - acc: 0.8574     
Epoch 9/10
  32/7200 [..............................] - ETA: 650s - loss: 0.7205 - acc: 0.2812
 384/7200 [>.............................] - ETA: 1s - loss: 0.3673 - acc: 0.8490Epoch 2/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3373 - acc: 0.8595
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3907 - acc: 0.8419Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3443 - acc: 0.8557     
7200/7200 [==============================] - 4s - loss: 0.4754 - acc: 0.7904     
Epoch 10/10
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3818 - acc: 0.8446     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3473 - acc: 0.8556     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3736 - acc: 0.8446     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3611 - acc: 0.8506     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8582     
7200/7200 [==============================] - 1s - loss: 0.3414 - acc: 0.8607     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3596 - acc: 0.8524     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3592 - acc: 0.8538     
Epoch 5/10
4224/7200 [================>.............] - ETA: 0s - loss: 0.3472 - acc: 0.8608
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3516 - acc: 0.8561     
2144/7200 [=======>......................] - ETA: 0s - loss: 0.3137 - acc: 0.8731Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3531 - acc: 0.8568     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8554     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3537 - acc: 0.8542     
3744/7200 [==============>...............] - ETA: 0s - loss: 0.3448 - acc: 0.8592Epoch 7/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3376 - acc: 0.8664Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8625     
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8572     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3480 - acc: 0.8562     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8567     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8565     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3435 - acc: 0.8599     
Epoch 9/10
3872/7200 [===============>..............] - ETA: 3s - loss: 0.5112 - acc: 0.7849
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4610 - acc: 0.8043     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3406 - acc: 0.8589     
Epoch 10/10
1312/7200 [====>.........................] - ETA: 0s - loss: 0.3242 - acc: 0.8651Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8624     
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3395 - acc: 0.8608
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3410 - acc: 0.8599     
7200/7200 [==============================] - 1s - loss: 0.3581 - acc: 0.8535     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3563 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4469 - acc: 0.8121     
Epoch 2/10
5216/7200 [====================>.........] - ETA: 0s - loss: 0.3377 - acc: 0.8620Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8564     
Epoch 6/10
1632/7200 [=====>........................] - ETA: 0s - loss: 0.3467 - acc: 0.8609Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3887 - acc: 0.8393     
Epoch 3/10
3584/7200 [=============>................] - ETA: 0s - loss: 0.3437 - acc: 0.8569
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3569 - acc: 0.8536     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3499 - acc: 0.8542     1
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4689 - acc: 0.7933     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8550     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4623 - acc: 0.8042     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3428 - acc: 0.8594     
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3469 - acc: 0.8553Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3688 - acc: 0.8460     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8606     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3895 - acc: 0.8413     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8608     
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8522     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8575     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3622 - acc: 0.8529     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8569     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3577 - acc: 0.8525     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3599 - acc: 0.8433Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3460 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3395 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3529 - acc: 0.8532     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8587     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8589     
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3386 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8562     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3405 - acc: 0.8586     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3460 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3367 - acc: 0.8613     
Epoch 10/10
2112/7200 [=======>......................] - ETA: 8s - loss: 0.6242 - acc: 0.7112 
 256/7200 [>.............................] - ETA: 1s - loss: 0.2827 - acc: 0.8945Epoch 10/10
1696/7200 [======>.......................] - ETA: 1s - loss: 0.3346 - acc: 0.8691Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4911 - acc: 0.7828     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8603     
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8619     
7200/7200 [==============================] - 1s - loss: 0.3804 - acc: 0.8421     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3562 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4569 - acc: 0.7972     
5952/7200 [=======================>......] - ETA: 0sEpoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3544 - acc: 0.8557     
Epoch 5/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3923 - acc: 0.8351Epoch 1/10
6144/7200 [========================>.....] - ETA: 0s - loss: 0.3895 - acc: 0.8348Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3916 - acc: 0.8347     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3513 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3667 - acc: 0.8515     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8590     
4160/7200 [================>.............] - ETA: 0s - loss: 0.3480 - acc: 0.8627Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8624     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8553     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4627 - acc: 0.8035     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4496 - acc: 0.8107     
Epoch 2/10
5088/7200 [====================>.........] - ETA: 0s - loss: 0.3854 - acc: 0.8432
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3916 - acc: 0.8392     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3453 - acc: 0.8618     
Epoch 10/10
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3204 - acc: 0.8750
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8603     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3661 - acc: 0.8458     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3399 - acc: 0.8633     
7200/7200 [==============================] - 1s - loss: 0.3592 - acc: 0.8556     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3424 - acc: 0.8594     
Epoch 9/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3531 - acc: 0.8562
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8565     
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3575 - acc: 0.8540Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8622     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3558 - acc: 0.8524     
Epoch 6/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3395 - acc: 0.8628
Epoch 6/10
3424/7200 [=============>................] - ETA: 0s - loss: 0.3478 - acc: 0.8598
7200/7200 [==============================] - 1s - loss: 0.3523 - acc: 0.8557     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8590     
Epoch 7/10
 320/7200 [>.............................] - ETA: 1s - loss: 0.3294 - acc: 0.8500Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8565     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3424 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3488 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8628     
Epoch 9/10
6304/7200 [=========================>....] - ETA: 0s - loss: 0.3477 - acc: 0.8580Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8593     
Epoch 10/10
4576/7200 [==================>...........] - ETA: 2s - loss: 0.4797 - acc: 0.8005
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3445 - acc: 0.8572     
7200/7200 [==============================] - 4s - loss: 0.4554 - acc: 0.8089     
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3439 - acc: 0.8571Epoch 2/10
4384/7200 [=================>............] - ETA: 0s - loss: 0.3841 - acc: 0.8440
7200/7200 [==============================] - 1s - loss: 0.3852 - acc: 0.8414     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3694 - acc: 0.8514     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.5185 - acc: 0.7815     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3574 - acc: 0.8554     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3898 - acc: 0.8428     
Epoch 3/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3507 - acc: 0.8552Epoch 1/10
6240/7200 [=========================>....] - ETA: 0s - loss: 0.3674 - acc: 0.8516
Epoch 6/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3482 - acc: 0.8750Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3672 - acc: 0.8514     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3520 - acc: 0.8585     
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3626 - acc: 0.8530Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3594 - acc: 0.8540     
Epoch 5/10
1280/7200 [====>.........................] - ETA: 14s - loss: 0.5986 - acc: 0.7664
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3481 - acc: 0.8564     
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4712 - acc: 0.7974     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3581 - acc: 0.8576     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3485 - acc: 0.8582     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4634 - acc: 0.8025     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3896 - acc: 0.8440     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3546 - acc: 0.8562     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8599     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3860 - acc: 0.8411     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3643 - acc: 0.8492     
Epoch 4/10
3040/7200 [===========>..................] - ETA: 0s - loss: 0.3619 - acc: 0.8546
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3421 - acc: 0.8628     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3451 - acc: 0.8611
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3547 - acc: 0.8532     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8593     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3567 - acc: 0.8536     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3515 - acc: 0.8524     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8613     
7200/7200 [==============================] - 1s - loss: 0.3515 - acc: 0.8526     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8592     
Epoch 7/10
5536/7200 [======================>.......] - ETA: 0s - loss: 0.3545 - acc: 0.8548Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3461 - acc: 0.8574     
 320/7200 [>.............................] - ETA: 1s - loss: 0.3443 - acc: 0.8531Epoch 8/10
7136/7200 [============================>.] - ETA: 0sss: 0.3473 - acc: 0.8589   
7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8575     Epoch 9/10

  32/7200 [..............................] - ETA: 1s - loss: 0.2253 - acc: 0.9375Epoch 8/10
3552/7200 [=============>................] - ETA: 0s - loss: 0.3372 - acc: 0.8651Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8592     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3410 - acc: 0.8608     
7200/7200 [==============================] - 4s - loss: 0.4620 - acc: 0.8028     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8610     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8597     2
7200/7200 [==============================] - 1s - loss: 0.3843 - acc: 0.8406     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4753 - acc: 0.7992     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3618 - acc: 0.8517     
Epoch 4/10
4960/7200 [===================>..........] - ETA: 0s - loss: 0.3530 - acc: 0.8567
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3525 - acc: 0.8556     
1472/7200 [=====>........................] - ETA: 0sEpoch 5/10
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3272 - acc: 0.8611Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3627 - acc: 0.8525     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8565     
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3598 - acc: 0.8570Epoch 6/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3423 - acc: 0.8438Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3548 - acc: 0.8558     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8565     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8569     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3417 - acc: 0.8599     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8544     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4447 - acc: 0.7994     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3379 - acc: 0.8654Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8613     
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4664 - acc: 0.7994     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8599     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3879 - acc: 0.8386     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3424 - acc: 0.8594Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3396 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3840 - acc: 0.8444     
Epoch 3/10
7072/7200 [============================>.] - ETA: 0s - loss: 0.3705 - acc: 0.8476
 320/7200 [>.............................] - ETA: 1s - loss: 0.3505 - acc: 0.8844Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3697 - acc: 0.8485     
Epoch 4/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3596 - acc: 0.8603
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8596     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3605 - acc: 0.8571     
Epoch 4/10
 736/7200 [==>...........................] - ETA: 0s - loss: 0.3134 - acc: 0.8682
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8600     
7200/7200 [==============================] - 1s - loss: 0.3503 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3570 - acc: 0.8528     
Epoch 6/10
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3536 - acc: 0.8584
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3535 - acc: 0.8583     
Epoch 7/10
5664/7200 [======================>.......] - ETA: 0s - loss: 0.3482 - acc: 0.8584Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3489 - acc: 0.8585     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3471 - acc: 0.8597     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3483 - acc: 0.8587     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8614     
Epoch 8/10
1440/7200 [=====>........................] - ETA: 1s - loss: 0.3485 - acc: 0.8604Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8546     
Epoch 10/10
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3380 - acc: 0.8685
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8610     
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8613     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4682 - acc: 0.7982     
Epoch 2/10
6944/7200 [===========================>..] - ETA: 0s - loss: 0.3868 - acc: 0.8422
7200/7200 [==============================] - 1s - loss: 0.3869 - acc: 0.8429     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4541 - acc: 0.7988     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3648 - acc: 0.8522     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3845 - acc: 0.8361     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8536     
Epoch 5/10
 928/7200 [==>...........................] - ETA: 1s - loss: 0.3436 - acc: 0.8621Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3606 - acc: 0.8500     
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3352 - acc: 0.8649Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3552 - acc: 0.8574     
Epoch 6/10
1152/7200 [===>..........................] - ETA: 1s - loss: 0.3656 - acc: 0.8550Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3516 - acc: 0.8546     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3522 - acc: 0.8590     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3477 - acc: 0.8592     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3487 - acc: 0.8592     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8590     
5632/7200 [======================>.......] - ETA: 1s - loss: 0.4743 - acc: 0.7882Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4604 - acc: 0.7946     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3487 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3441 - acc: 0.8590     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.4000 - acc: 0.8251     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4515 - acc: 0.7994     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8619     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8572     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3759 - acc: 0.8464     
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3911 - acc: 0.8391Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3915 - acc: 0.8410     
Epoch 3/10
2400/7200 [=========>....................] - ETA: 0s - loss: 0.3479 - acc: 0.8608
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3431 - acc: 0.8607     
7200/7200 [==============================] - 1s - loss: 0.3601 - acc: 0.8539     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3682 - acc: 0.8493     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8597     
7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8538     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3557 - acc: 0.8518     
Epoch 5/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3495 - acc: 0.8588
Epoch 7/10
800/800 [==============================] - 2s     0s - loss: 0.3372 - acc: 0.86
7200/7200 [==============================] - 1s - loss: 0.3541 - acc: 0.8560     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3490 - acc: 0.8603     
Epoch 8/10
2400/7200 [=========>....................] - ETA: 0s - loss: 0.3478 - acc: 0.8571Epoch 1/10
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3385 - acc: 0.8609
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3495 - acc: 0.8567     
Epoch 9/10
3808/7200 [==============>...............] - ETA: 0s - loss: 0.3393 - acc: 0.8637Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8608     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3478 - acc: 0.8585     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3466 - acc: 0.8582     
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8596     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4535 - acc: 0.8031     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3423 - acc: 0.8625     
7200/7200 [==============================] - 4s - loss: 0.4680 - acc: 0.7988     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3893 - acc: 0.8404     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3783 - acc: 0.8475     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3663 - acc: 0.8518     
Epoch 4/10
1920/7200 [=======>......................] - ETA: 0s - loss: 0.3531 - acc: 0.8562Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3578 - acc: 0.8500     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3530 - acc: 0.8529     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3514 - acc: 0.8542     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8560     Epoch 1/10

2848/7200 [==========>...................] - ETA: 0s - loss: 0.3568 - acc: 0.8543Epoch 6/10
 672/7200 [=>............................] - ETA: 30s - loss: 0.6940 - acc: 0.5432
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3497 - acc: 0.8575     
Epoch 7/10
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3438 - acc: 0.8590
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3444 - acc: 0.8596     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3864 - acc: 0.8410     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8632     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3435 - acc: 0.8601     
Epoch 9/10
6912/7200 [===========================>..] - ETA: 0s - loss: 0.3634 - acc: 0.8549
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3635 - acc: 0.8544     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3424 - acc: 0.8592     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3405 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8617     
7200/7200 [==============================] - 1s - loss: 0.3552 - acc: 0.8587     Epoch 10/10

Epoch 5/10

Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8607     
7200/7200 [==============================] - 1s - loss: 0.3558 - acc: 0.8594     
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3688 - acc: 0.8504     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8606     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3597 - acc: 0.8508     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3540 - acc: 0.8551     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3434 - acc: 0.8601     
Epoch 9/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3513 - acc: 0.8590Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3526 - acc: 0.8587     
Epoch 7/10
 288/7200 [>.............................] - ETA: 1s - loss: 0.3014 - acc: 0.8785Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3438 - acc: 0.8601     
Epoch 10/10
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3384 - acc: 0.8620
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8613     
7200/7200 [==============================] - 1s - loss: 0.3508 - acc: 0.8535     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3446 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4502 - acc: 0.8053     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4458 - acc: 0.8118     
Epoch 2/10
800/800 [==============================] - 2s     1s - loss: 0.4010 - acc: 0.84
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8606     
7200/7200 [==============================] - 1s - loss: 0.3732 - acc: 0.8462     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3666 - acc: 0.8528     
Epoch 3/10
3328/7200 [============>.................] - ETA: 0s - loss: 0.3570 - acc: 0.8501Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3550 - acc: 0.8542     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3549 - acc: 0.8544     
1824/7200 [======>.......................] - ETA: 0s - loss: 0.3480 - acc: 0.8635Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3504 - acc: 0.8583     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3479 - acc: 0.8574     
1248/7200 [====>.........................] - ETA: 1s - loss: 0.3414 - acc: 0.8574Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8557     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3428 - acc: 0.8585     
Epoch 6/10
 352/7200 [>.............................] - ETA: 1s - loss: 0.3144 - acc: 0.8835Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3450 - acc: 0.8604     
Epoch 7/10
6880/7200 [===========================>..] - ETA: 0s - loss: 0.4568 - acc: 0.8073
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4566 - acc: 0.8074     
Epoch 2/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3770 - acc: 0.8475
Epoch 8/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3178 - acc: 0.8125
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3768 - acc: 0.8472     
 608/7200 [=>............................] - ETA: 1s - loss: 0.3002 - acc: 0.8684Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3383 - acc: 0.8629     
7040/7200 [============================>.] - ETA: 0s - loss: 0.3389 - acc: 0.8611Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3405 - acc: 0.8603     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8538     
Epoch 4/10
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3419 - acc: 0.8635
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3349 - acc: 0.8638     
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3873 - acc: 0.8354Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3389 - acc: 0.8631     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3513 - acc: 0.8542     
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3499 - acc: 0.8561Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3663 - acc: 0.8492     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3340 - acc: 0.8638     
7200/7200 [==============================] - 1s - loss: 0.3347 - acc: 0.8624     
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3490 - acc: 0.8574     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3487 - acc: 0.8549     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8581     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3429 - acc: 0.8578     
3392/7200 [=============>................] - ETA: 0s - loss: 0.3458 - acc: 0.8600Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8587     
Epoch 6/10
1088/7200 [===>..........................] - ETA: 1s - loss: 0.3361 - acc: 0.8612Epoch 1/10
2784/7200 [==========>...................] - ETA: 0s - loss: 0.3275 - acc: 0.8631Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3413 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3411 - acc: 0.8585     
Epoch 10/10
4768/7200 [==================>...........] - ETA: 0s - loss: 0.3311 - acc: 0.8591
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3407 - acc: 0.8590     
2848/7200 [==========>...................] - ETA: 5s - loss: 0.4787 - acc: 0.7935
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4505 - acc: 0.8057     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4469 - acc: 0.8061     
1504/7200 [=====>........................] - ETA: 0s - loss: 0.3700 - acc: 0.8551Epoch 2/10
2976/7200 [===========>..................] - ETA: 0s - loss: 0.3769 - acc: 0.8501
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3764 - acc: 0.8456     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3695 - acc: 0.8493     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8601     
6752/7200 [===========================>..] - ETA: 0s - loss: 0.3580 - acc: 0.8510Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3592 - acc: 0.8506     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3516 - acc: 0.8562     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3534 - acc: 0.8547     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3496 - acc: 0.8579     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3498 - acc: 0.8587     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3476 - acc: 0.8585     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3482 - acc: 0.8554     
Epoch 7/10
 896/7200 [==>...........................] - ETA: 1s - loss: 0.3416 - acc: 0.8560Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3426 - acc: 0.8613     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4487 - acc: 0.8065     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3360 - acc: 0.8641Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3453 - acc: 0.8603     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3430 - acc: 0.8571     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3449 - acc: 0.8581Epoch 8/10
 192/7200 [..............................] - ETA: 2s - loss: 0.3883 - acc: 0.8177
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3419 - acc: 0.8572     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3387 - acc: 0.8613     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8561     
  32/7200 [..............................] - ETA: 719s - loss: 0.6958 - acc: 0.5625Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8647     
6112/7200 [========================>.....] - ETA: 0s - loss: 0.4627 - acc: 0.8030Epoch 10/10
7168/7200 [============================>.] - ETA: 0s - loss: 0.3462 - acc: 0.8588
7200/7200 [==============================] - 1s - loss: 0.3470 - acc: 0.8583     Epoch 2/10

  32/7200 [..............................] - ETA: 1s - loss: 0.2485 - acc: 0.9062Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3403 - acc: 0.8622     
7200/7200 [==============================] - 1s - loss: 0.3325 - acc: 0.8622     
7104/7200 [============================>.] - ETA: 0s - loss: 0.3717 - acc: 0.8505
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3707 - acc: 0.8511     
Epoch 3/10
6496/7200 [==========================>...] - ETA: 0s - loss: 0.3488 - acc: 0.8562
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3493 - acc: 0.8556     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3391 - acc: 0.8649     
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3442 - acc: 0.8581Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3453 - acc: 0.8582     
Epoch 5/10
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3342 - acc: 0.8639Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8619     
Epoch 9/10
 896/7200 [==>...........................] - ETA: 1s - loss: 0.3381 - acc: 0.8616
Epoch 6/10
 608/7200 [=>............................] - ETA: 1s - loss: 0.3340 - acc: 0.8684Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3430 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3343 - acc: 0.8635     
7200/7200 [==============================] - 1s - loss: 0.3388 - acc: 0.8615     
Epoch 8/10
2784/7200 [==========>...................] - ETA: 5s - loss: 0.5073 - acc: 0.7913
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3348 - acc: 0.8633     
1536/7200 [=====>........................] - ETA: 1s - loss: 0.3964 - acc: 0.8372Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4571 - acc: 0.8074     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3720 - acc: 0.8467     
Epoch 3/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3804 - acc: 0.8447
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3759 - acc: 0.8465     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3484 - acc: 0.8581     
Epoch 4/10
1280/7200 [====>.........................] - ETA: 0s - loss: 0.3295 - acc: 0.8641Epoch 1/10
2432/7200 [=========>....................] - ETA: 0s - loss: 0.3355 - acc: 0.8676
7200/7200 [==============================] - 1s - loss: 0.3551 - acc: 0.8525     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3466 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3501 - acc: 0.8592     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3427 - acc: 0.8592     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3456 - acc: 0.8576     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8631     
1824/7200 [======>.......................] - ETA: 10s - loss: 0.5455 - acc: 0.7429Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4487 - acc: 0.7996     
Epoch 2/10
 320/7200 [>.............................] - ETA: 1s - loss: 0.3105 - acc: 0.8906Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3467 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8631     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3703 - acc: 0.8485     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8601     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3420 - acc: 0.8590     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3543 - acc: 0.8539     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3340 - acc: 0.8626     
 352/7200 [>.............................] - ETA: 1s - loss: 0.3347 - acc: 0.8580Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3415 - acc: 0.8619     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3490 - acc: 0.8561     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3319 - acc: 0.8622     
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8592     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4486 - acc: 0.8071     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3455 - acc: 0.8572     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3358 - acc: 0.8622     
7200/7200 [==============================] - 1s - loss: 0.3748 - acc: 0.8462     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3447 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3534 - acc: 0.8553     
Epoch 4/10
2016/7200 [=======>......................] - ETA: 0s - loss: 0.3367 - acc: 0.8611
Epoch 8/10
4640/7200 [==================>...........] - ETA: 0s - loss: 0.3516 - acc: 0.8595Epoch 1/10
800/800 [==============================] - 2s     0s - loss: 0.3544 - acc: 0.85
7200/7200 [==============================] - 1s - loss: 0.3491 - acc: 0.8582     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3397 - acc: 0.8594     
Epoch 9/10
6368/7200 [=========================>....] - ETA: 0s - loss: 0.3503 - acc: 0.8541Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3381 - acc: 0.8644     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3449 - acc: 0.8611     
Epoch 7/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3335 - acc: 0.8639
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8628     
Epoch 8/10
 896/7200 [==>...........................] - ETA: 1s - loss: 0.3423 - acc: 0.8560
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3374 - acc: 0.8635     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3712 - acc: 0.8471     
4288/7200 [================>.............] - ETA: 2s - loss: 0.4746 - acc: 0.7966Epoch 3/10
2912/7200 [===========>..................] - ETA: 0s - loss: 0.3549 - acc: 0.8561
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8613     
7040/7200 [============================>.] - ETA: 0sEpoch 10/10
 352/7200 [>.............................] - ETA: 1s - loss: 0.2999 - acc: 0.8864
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3720 - acc: 0.8489     
Epoch 3/10
Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3512 - acc: 0.8557     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3332 - acc: 0.8658     
7200/7200 [==============================] - 1s - loss: 0.3519 - acc: 0.8536     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3467 - acc: 0.8578     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3451 - acc: 0.8593     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3379 - acc: 0.8622Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8569     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3433 - acc: 0.8568     
Epoch 6/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3374 - acc: 0.8583
5984/7200 [=======================>......] - ETA: 0s
Epoch 8/10
  32/7200 [..............................] - ETA: 1s - loss: 0.3726 - acc: 0.8125Epoch 2/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3853 - acc: 0.8413Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3442 - acc: 0.8585     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3387 - acc: 0.8613     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3749 - acc: 0.8467     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3369 - acc: 0.8619     
4384/7200 [=================>............] - ETA: 0s - loss: 0.3652 - acc: 0.8469Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3384 - acc: 0.8615     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3566 - acc: 0.8568     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3357 - acc: 0.8638     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3379 - acc: 0.8626     
 320/7200 [>.............................] - ETA: 67s - loss: 0.6982 - acc: 0.4844 
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3345 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.4539 - acc: 0.7993     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8579     
 320/7200 [>.............................] - ETA: 1s - loss: 0.3884 - acc: 0.8500Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3315 - acc: 0.8656     
7008/7200 [============================>.] - ETA: 0s - loss: 0.3451 - acc: 0.8590
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3458 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3422 - acc: 0.8585     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3561 - acc: 0.8533     
Epoch 4/10
1184/7200 [===>..........................] - ETA: 1s - loss: 0.3576 - acc: 0.8556Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3437 - acc: 0.8624     
Epoch 9/10
 832/7200 [==>...........................] - ETA: 1s - loss: 0.3287 - acc: 0.8666
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3373 - acc: 0.8611     
Epoch 10/10
5280/7200 [=====================>........] - ETA: 0s - loss: 0.3433 - acc: 0.8629Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3460 - acc: 0.8603     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8624     
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4439 - acc: 0.8111     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3402 - acc: 0.8647     
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3747 - acc: 0.8453     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3403 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3533 - acc: 0.8529     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4533 - acc: 0.8021     
Epoch 2/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3324 - acc: 0.8651Epoch 1/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.3750 - acc: 0.8482
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3472 - acc: 0.8583     
 512/7200 [=>............................] - ETA: 1s - loss: 0.3511 - acc: 0.8516Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3701 - acc: 0.8490     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3475 - acc: 0.8572     
Epoch 6/10
  32/7200 [..............................] - ETA: 1s - loss: 0.2637 - acc: 0.9062
7200/7200 [==============================] - 1s - loss: 0.3522 - acc: 0.8549     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3418 - acc: 0.8610     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3435 - acc: 0.8587     5
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3408 - acc: 0.8579     
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4418 - acc: 0.8144     
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3436 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3390 - acc: 0.8632     
5184/7200 [====================>.........] - ETA: 0s - loss: 0.3688 - acc: 0.8476Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3700 - acc: 0.8474     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3413 - acc: 0.8601     
Epoch 7/10
 672/7200 [=>............................] - ETA: 1s - loss: 0.3464 - acc: 0.8646Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3382 - acc: 0.8619     
Epoch 10/10
7200/7200 [==============================] - 1s - loss: 0.3521 - acc: 0.8547     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3366 - acc: 0.8638     
3136/7200 [============>.................] - ETA: 0s - loss: 0.3336 - acc: 0.8622Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3356 - acc: 0.8628     
7200/7200 [==============================] - 1s - loss: 0.3462 - acc: 0.8581     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3398 - acc: 0.8600     
Epoch 9/10
1792/7200 [======>.......................] - ETA: 11s - loss: 0.5357 - acc: 0.7941
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3374 - acc: 0.8604     
2688/7200 [==========>...................] - ETA: 6s - loss: 0.5024 - acc: 0.7965Epoch 10/10
4640/7200 [==================>...........] - ETA: 0s - loss: 0.3427 - acc: 0.8591
Epoch 2/10
7200/7200 [==============================] - 1s - loss: 0.3412 - acc: 0.8603     
Epoch 7/10
7200/7200 [==============================] - 1s - loss: 0.3334 - acc: 0.8631     
7200/7200 [==============================] - 1s - loss: 0.3709 - acc: 0.8475     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3409 - acc: 0.8608     
Epoch 8/10
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3752 - acc: 0.8372Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3531 - acc: 0.8547     
Epoch 4/10
7200/7200 [==============================] - 1s - loss: 0.3363 - acc: 0.8628     
Epoch 9/10
7200/7200 [==============================] - 1s - loss: 0.3517 - acc: 0.8553     
Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3360 - acc: 0.8611     
Epoch 10/10
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3368 - acc: 0.8597Epoch 1/10
7200/7200 [==============================] - 1s - loss: 0.3468 - acc: 0.8560     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3330 - acc: 0.8643     
7200/7200 [==============================] - 3s - loss: 0.5408 - acc: 0.7867     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4204 - acc: 0.8143     
Epoch 3/10
7200/7200 [==============================] - 1s - loss: 0.3464 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3943 - acc: 0.8386     
 320/7200 [>.............................] - ETA: 1s - loss: 0.3466 - acc: 0.8625Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3775 - acc: 0.8447     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3649 - acc: 0.8504     
Epoch 6/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3432 - acc: 0.9219
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3644 - acc: 0.8511     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5850 - acc: 0.7728     
Epoch 2/10
6304/7200 [=========================>....] - ETA: 0sss: 0.3586 - acc: 0.8543   
Epoch 8/10
7200/7200 [==============================] - 1s - loss: 0.3432 - acc: 0.8594     
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3792 - acc: 0.8426Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4351 - acc: 0.8040     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8540     
Epoch 9/10
1280/7200 [====>.........................] - ETA: 0s - loss: 0.3907 - acc: 0.8398Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4033 - acc: 0.8321     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3583 - acc: 0.8526     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3824 - acc: 0.8454     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3373 - acc: 0.8599Epoch 5/10
7200/7200 [==============================] - 1s - loss: 0.3368 - acc: 0.8611     
  64/7200 [..............................] - ETA: 0s - loss: 0.4260 - acc: 0.8125Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8551     
7200/7200 [==============================] - 0s - loss: 0.3624 - acc: 0.8526     
Epoch 6/10
7200/7200 [==============================] - 1s - loss: 0.3387 - acc: 0.8617     
7200/7200 [==============================] - 0s - loss: 0.3621 - acc: 0.8540     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8564     
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.5543 - acc: 0.7758     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8558     
768/800 [===========================>..] - ETA: 0s Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4280 - acc: 0.8081     

Epoch 3/10
2272/7200 [========>.....................] - ETA: 0s - loss: 0.4058 - acc: 0.82Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4029 - acc: 0.8279     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3806 - acc: 0.8446     
Epoch 5/10
5056/7200 [====================>.........] - ETA: 0s - loss: 0.3615 - acc: 0.8538Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3683 - acc: 0.8507     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3676 - acc: 0.8479     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3608 - acc: 0.8538     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3565 - acc: 0.8536     6
Epoch 9/10
1728/7200 [======>.......................] - ETA: 10s - loss: 0.6652 - acc: 0.7373Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5727 - acc: 0.7814     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3569 - acc: 0.8546     
 704/7200 [=>............................] - ETA: 0s - loss: 0.4557 - acc: 0.7983Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4399 - acc: 0.8014     
1856/7200 [======>.......................] - ETA: 9s - loss: 0.6196 - acc: 0.7850 Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3553 - acc: 0.8568     
7200/7200 [==============================] - 3s - loss: 0.5216 - acc: 0.7917     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4155 - acc: 0.8208     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4290 - acc: 0.8086     
6208/7200 [========================>.....] - ETA: 0s - loss: 0.4034 - acc: 0.8323Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8350     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4079 - acc: 0.8265     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3858 - acc: 0.8415     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3908 - acc: 0.8363     
7200/7200 [==============================] - 0s - loss: 0.3782 - acc: 0.8467     Epoch 5/10

  64/7200 [..............................] - ETA: 0s - loss: 0.4191 - acc: 0.8594Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5206 - acc: 0.7926     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3756 - acc: 0.8475     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3809 - acc: 0.8411     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4247 - acc: 0.8121     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3665 - acc: 0.8515     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3755 - acc: 0.8453     
Epoch 7/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3993 - acc: 0.8322Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3645 - acc: 0.8499     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4047 - acc: 0.8289     
  64/7200 [..............................] - ETA: 0s - loss: 0.4239 - acc: 0.8594Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3701 - acc: 0.8460     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3617 - acc: 0.8501     
7200/7200 [==============================] - 0s - loss: 0.3862 - acc: 0.8378     
Epoch 5/10
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3735 - acc: 0.8469
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3778 - acc: 0.8425     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3622 - acc: 0.8544     
Epoch 10/10
3584/7200 [=============>................] - ETA: 0s - loss: 0.3717 - acc: 0.8460
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3608 - acc: 0.8535     
7200/7200 [==============================] - 0s - loss: 0.3661 - acc: 0.8504     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3638 - acc: 0.8511     
7200/7200 [==============================] - 3s - loss: 0.5474 - acc: 0.7846     Epoch 9/10

Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4210 - acc: 0.8085     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8562     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3927 - acc: 0.8342     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3578 - acc: 0.8519     
Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3769 - acc: 0.8415     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3691 - acc: 0.8458     
Epoch 6/10
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3595 - acc: 0.8485Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3661 - acc: 0.8481     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3624 - acc: 0.8454     
Epoch 8/10
  64/7200 [..............................] - ETA: 343s - loss: 0.7247 - acc: 0.2188
Epoch 9/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3560 - acc: 0.8509Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5833 - acc: 0.7556     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3558 - acc: 0.8522     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4285 - acc: 0.8150     
7200/7200 [==============================] - 0s - loss: 0.3572 - acc: 0.8504     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3884 - acc: 0.8411     
Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.5497 - acc: 0.7756     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3708 - acc: 0.8458     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4199 - acc: 0.8103     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3652 - acc: 0.8492     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8382     1
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3598 - acc: 0.8531Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3559 - acc: 0.8542     
Epoch 7/10
800/800 [==============================] - 2s      s - loss: 0.3538 - acc: 0.851
7200/7200 [==============================] - 3s - loss: 0.5525 - acc: 0.7760     
2688/7200 [==========>...................] - ETA: 0sEpoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3723 - acc: 0.8507     
4160/7200 [================>.............] - ETA: 0sEpoch 5/10
1920/7200 [=======>......................] - ETA: 0s - loss: 0.4382 - acc: 0.8047
 576/7200 [=>............................] - ETA: 0s - loss: 0.3385 - acc: 0.8490Epoch 8/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3637 - acc: 0.8502
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3538 - acc: 0.8550     
7200/7200 [==============================] - 0s - loss: 0.3623 - acc: 0.8511     
Epoch 9/10
Epoch 6/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.4064 - acc: 0.8286Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3960 - acc: 0.8340     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8551     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3602 - acc: 0.8476     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3755 - acc: 0.8478     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8592     
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8531     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3674 - acc: 0.8542     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8574     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3679 - acc: 0.8458     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8547     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3602 - acc: 0.8514     0
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8574     
7200/7200 [==============================] - 3s - loss: 0.5436 - acc: 0.7829     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3580 - acc: 0.8553     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4322 - acc: 0.8110     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3600 - acc: 0.8512     
Epoch 10/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.4105 - acc: 0.8242Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4094 - acc: 0.8261     
Epoch 4/10
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3984 - acc: 0.8361
7200/7200 [==============================] - 0s - loss: 0.3953 - acc: 0.8361     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3855 - acc: 0.8392     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3763 - acc: 0.8444     
Epoch 7/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3761 - acc: 0.8408Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3718 - acc: 0.8447     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3661 - acc: 0.8475     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3651 - acc: 0.8482     
Epoch 10/10
7200/7200 [==============================] - 3s - loss: 0.5603 - acc: 0.7676     
Epoch 2/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.4407 - acc: 0.8066Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3615 - acc: 0.8490     
7200/7200 [==============================] - 0s - loss: 0.4347 - acc: 0.8128     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4054 - acc: 0.8357     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8429     
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.5438 - acc: 0.7833     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3724 - acc: 0.8479     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4235 - acc: 0.8089     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3706 - acc: 0.8492     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3953 - acc: 0.8315     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3603 - acc: 0.8539     
Epoch 8/10
7200/7200 [==============================] - 3s - loss: 0.5422 - acc: 0.7853     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3780 - acc: 0.8418     
Epoch 5/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3579 - acc: 0.8526Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3593 - acc: 0.8529     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4192 - acc: 0.8099     
Epoch 3/10
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3535 - acc: 0.8512
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8507     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3889 - acc: 0.8356     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3681 - acc: 0.8461     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8590     
7200/7200 [==============================] - 0s - loss: 0.3712 - acc: 0.8440     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3644 - acc: 0.8479     
 640/7200 [=>............................] - ETA: 0s - loss: 0.3174 - acc: 0.8781Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3649 - acc: 0.8511     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3619 - acc: 0.8515     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3595 - acc: 0.8488     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3596 - acc: 0.8501     
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3690 - acc: 0.8393Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3574 - acc: 0.8507     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3595 - acc: 0.8504     
7200/7200 [==============================] - 3s - loss: 0.5463 - acc: 0.7776     
Epoch 2/10
4864/7200 [===================>..........] - ETA: 0s - loss: 0.4340 - acc: 0.8039
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.4264 - acc: 0.8114     
Epoch 3/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.4057 - acc: 0.8298
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4038 - acc: 0.8308     
Epoch 4/10
 896/7200 [==>...........................] - ETA: 0s - loss: 0.3950 - acc: 0.8404Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3527 - acc: 0.8543     
7200/7200 [==============================] - 0s - loss: 0.3851 - acc: 0.8382     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3704 - acc: 0.8471     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3691 - acc: 0.8506     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3631 - acc: 0.8525     
Epoch 8/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3584 - acc: 0.8555Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3602 - acc: 0.8518     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3586 - acc: 0.8538     
Epoch 10/10
7200/7200 [==============================] - 3s - loss: 0.5520 - acc: 0.7815     
Epoch 2/10
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3520 - acc: 0.8566Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3532 - acc: 0.8546     
7200/7200 [==============================] - 0s - loss: 0.4216 - acc: 0.8049     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3987 - acc: 0.8311     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3820 - acc: 0.8414     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3735 - acc: 0.8467     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.5459 - acc: 0.7822     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3677 - acc: 0.8450     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.4331 - acc: 0.8092     

Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3656 - acc: 0.8476     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.4080 - acc: 0.8265     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8521     
5888/7200 [=======================>......] - ETA: 0s - loss: 0.5671 - acc: 0.7734Epoch 9/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4665 - acc: 0.8281Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5440 - acc: 0.7812     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8317     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3563 - acc: 0.8522     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4310 - acc: 0.8104     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3806 - acc: 0.8432     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8560     
7200/7200 [==============================] - 0s - loss: 0.4067 - acc: 0.8289     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3746 - acc: 0.8446     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3948 - acc: 0.8306     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3697 - acc: 0.8432     
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3764 - acc: 0.8424Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3797 - acc: 0.8449     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3668 - acc: 0.8492     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3736 - acc: 0.8467     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3704 - acc: 0.8462Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3645 - acc: 0.8490     
Epoch 10/10
 704/7200 [=>............................] - ETA: 0s - loss: 0.3317 - acc: 0.8665
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3679 - acc: 0.8464     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8506     
7200/7200 [==============================] - 0s - loss: 0.4375 - acc: 0.8021     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3643 - acc: 0.8506     
Epoch 9/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.4082 - acc: 0.8277Epoch 1/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3619 - acc: 0.8510
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3606 - acc: 0.8525     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3923 - acc: 0.8372     
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3435 - acc: 0.8567Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3600 - acc: 0.8501     
7200/7200 [==============================] - 0s - loss: 0.3831 - acc: 0.8429     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3758 - acc: 0.8462     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3649 - acc: 0.8515     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3605 - acc: 0.8522     
Epoch 1/10
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.5652 - acc: 0.7679     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3635 - acc: 0.8499     
 64/800 [=>............................] - ETA: 31sEpoch 10/10
800/800 [==============================] - 2s      s - loss: 0.4445 - acc: 0.808
7200/7200 [==============================] - 0s - loss: 0.4272 - acc: 0.8172     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3592 - acc: 0.8514     
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3951 - acc: 0.8424Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8422     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3766 - acc: 0.8497     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3656 - acc: 0.8526     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3595 - acc: 0.8539     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5045 - acc: 0.7872     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3593 - acc: 0.8510     
Epoch 8/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3554 - acc: 0.8581
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3574 - acc: 0.8553     
Epoch 9/10
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3897 - acc: 0.8368Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3871 - acc: 0.8396     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3558 - acc: 0.8543     
Epoch 10/10
7200/7200 [==============================] - 3s - loss: 0.5077 - acc: 0.7868     
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3592 - acc: 0.8605Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8575     
7200/7200 [==============================] - 0s - loss: 0.3675 - acc: 0.8526     
5120/7200 [====================>.........] - ETA: 0s - loss: 0.4220 - acc: 0.8141Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4119 - acc: 0.8201     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3621 - acc: 0.8521     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3864 - acc: 0.8383     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3556 - acc: 0.8544     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3666 - acc: 0.8511     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3522 - acc: 0.8567     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8521     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3506 - acc: 0.8549     
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.5495 - acc: 0.7533     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8557     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8592     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4218 - acc: 0.8164     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8538     
Epoch 8/10
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3856 - acc: 0.8423Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3902 - acc: 0.8392     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8590     
7200/7200 [==============================] - 0s - loss: 0.3476 - acc: 0.8556     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3670 - acc: 0.8471     
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3441 - acc: 0.8601Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3450 - acc: 0.8599     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3646 - acc: 0.8499     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8610     
7200/7200 [==============================] - 0s - loss: 0.3605 - acc: 0.8528     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3595 - acc: 0.8522     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8542     
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.4988 - acc: 0.7975     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3522 - acc: 0.8529     
Epoch 10/10
4864/7200 [===================>..........] - ETA: 0s - loss: 0.4206 - acc: 0.8123Epoch 1/10
2432/7200 [=========>....................] - ETA: 0sss: 0.4139 - acc: 0.8183   
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8553     
7200/7200 [==============================] - 0s - loss: 0.3869 - acc: 0.8361     
Epoch 4/10
3200/7200 [============>.................] - ETA: 0s - loss: 0.3688 - acc: 0.8506Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3707 - acc: 0.8501     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3577 - acc: 0.8547     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3555 - acc: 0.8531     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 3s - loss: 0.5198 - acc: 0.7890     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8592     
Epoch 9/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.4205 - acc: 0.8142Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8539     
2816/7200 [==========>...................] - ETA: 5s - loss: 0.5982 - acc: 0.7905Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4294 - acc: 0.8140     
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.5184 - acc: 0.7900     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8539     
7200/7200 [==============================] - 0s - loss: 0.4058 - acc: 0.8264     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4261 - acc: 0.8158     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3883 - acc: 0.8390     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4052 - acc: 0.8261     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3681 - acc: 0.8497     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3903 - acc: 0.8382     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3601 - acc: 0.8538     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3694 - acc: 0.8494     
4800/7200 [===================>..........] - ETA: 1s - loss: 0.5535 - acc: 0.7752Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3599 - acc: 0.8518     
 64/800 [=>............................] - ETA: 31sEpoch 8/10
7200/7200 [==============================] - 3s - loss: 0.5204 - acc: 0.7828     
  64/7200 [..............................] - ETA: 0sEpoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3593 - acc: 0.8533     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.4191 - acc: 0.8183     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8531     
Epoch 9/10
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3918 - acc: 0.8354Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8535     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3879 - acc: 0.8385     
  64/7200 [..............................] - ETA: 0s - loss: 0.4043 - acc: 0.8906Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8556     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3554 - acc: 0.8531     
Epoch 9/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3371 - acc: 0.8594
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3520 - acc: 0.8560Epoch 5/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3578 - acc: 0.8549
7200/7200 [==============================] - 0s - loss: 0.3639 - acc: 0.8482     
Epoch 6/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4263 - acc: 0.7969
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8519     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3528 - acc: 0.8572     
7200/7200 [==============================] - 0s - loss: 0.3530 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8556     4
Epoch 9/10
800/800 [==============================] - 2s      s - loss: 0.5482 - acc: 0.794
7200/7200 [==============================] - 3s - loss: 0.5113 - acc: 0.7906     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8558     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4199 - acc: 0.8160     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3461 - acc: 0.8576     
 64/800 [=>............................] - ETA: 32ss - loss: 0.3927 - acc: 0.8404Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3909 - acc: 0.8425     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3677 - acc: 0.8488     
Epoch 5/10
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3595 - acc: 0.8556Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3552 - acc: 0.8538     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8554     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8568     
Epoch 9/10
2496/7200 [=========>....................] - ETA: 0s - loss: 0.3543 - acc: 0.8610Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5485 - acc: 0.7543     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8543     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4147 - acc: 0.8169     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8579     
7200/7200 [==============================] - 0s - loss: 0.3799 - acc: 0.8431     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.5491 - acc: 0.7535     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3601 - acc: 0.8517     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4201 - acc: 0.8161     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3552 - acc: 0.8493     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3852 - acc: 0.8414     
 576/7200 [=>............................] - ETA: 0s - loss: 0.3425 - acc: 0.8681Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8532     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3647 - acc: 0.8512     
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.4974 - acc: 0.7969     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3486 - acc: 0.8553     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3607 - acc: 0.8514     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4201 - acc: 0.8090     
Epoch 3/10
4160/7200 [================>.............] - ETA: 0s - loss: 0.3517 - acc: 0.8555Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8547     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3563 - acc: 0.8542     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3906 - acc: 0.8361     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8568     
Epoch 10/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3923 - acc: 0.7969
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3711 - acc: 0.8494     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8567     
7200/7200 [==============================] - 0s - loss: 0.3538 - acc: 0.8550     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3644 - acc: 0.8518     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8539     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3605 - acc: 0.8538     
 576/7200 [=>............................] - ETA: 0s - loss: 0.3480 - acc: 0.8507Epoch 7/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3616 - acc: 0.8529
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8532     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3525 - acc: 0.8528     
Epoch 9/10
7200/7200 [==============================] - 3s - loss: 0.5278 - acc: 0.7850     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3533 - acc: 0.8540     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4170 - acc: 0.8175     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8544     
7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8349     
Epoch 4/10
3200/7200 [============>.................] - ETA: 0s - loss: 0.3773 - acc: 0.8441Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3706 - acc: 0.8485     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3594 - acc: 0.8532     
Epoch 6/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3537 - acc: 0.8578Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8546     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3527 - acc: 0.8564     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8560     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8543     8
Epoch 10/10
1152/7200 [===>..........................] - ETA: 18s - loss: 0.6615 - acc: 0.6927Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8575     
7200/7200 [==============================] - 4s - loss: 0.5217 - acc: 0.7789     
Epoch 2/10
1280/7200 [====>.........................] - ETA: 15s - loss: 0.6580 - acc: 0.7016
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.5191 - acc: 0.7817     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8413     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4148 - acc: 0.8243     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3719 - acc: 0.8469     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3846 - acc: 0.8424     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3652 - acc: 0.8486     
Epoch 6/10
7200/7200 [==============================] - 3s - loss: 0.5370 - acc: 0.7675     
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3571 - acc: 0.8524Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3648 - acc: 0.8508     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3577 - acc: 0.8503     
Epoch 7/10
7040/7200 [============================>.] - ETA: 0s - loss: 0.4286 - acc: 0.8097Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4271 - acc: 0.8107     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3578 - acc: 0.8528     
Epoch 6/10
3712/7200 [==============>...............] - ETA: 0s - loss: 0.4084 - acc: 0.8308
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3965 - acc: 0.8367     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8536     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3575 - acc: 0.8504     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3762 - acc: 0.8471     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8564     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8564     
Epoch 10/10
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3514 - acc: 0.8588
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3498 - acc: 0.8578     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3509 - acc: 0.8539     
7200/7200 [==============================] - 0s - loss: 0.3615 - acc: 0.8536     
5248/7200 [====================>.........] - ETA: 0s - loss: 0.3467 - acc: 0.8586Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8593     
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3560 - acc: 0.8555Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3573 - acc: 0.8524     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8576     
7200/7200 [==============================] - 0s - loss: 0.3558 - acc: 0.8547     
Epoch 9/10

  64/7200 [..............................] - ETA: 0s - loss: 0.4659 - acc: 0.7812Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8558     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4205 - acc: 0.8113     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3977 - acc: 0.8329     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8569     
7200/7200 [==============================] - 0s - loss: 0.3841 - acc: 0.8417     
Epoch 5/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3757 - acc: 0.8424Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3718 - acc: 0.8453     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3652 - acc: 0.8510     
Epoch 7/10
6528/7200 [==========================>...] - ETA: 0s - loss: 0.3631 - acc: 0.8529Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3617 - acc: 0.8526     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3546 - acc: 0.8557     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3534 - acc: 0.8544     
Epoch 10/10
1856/7200 [======>.......................] - ETA: 0s - loss: 0.3385 - acc: 0.8605Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3533 - acc: 0.8550     
7200/7200 [==============================] - 3s - loss: 0.5012 - acc: 0.7968     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4225 - acc: 0.8064     
Epoch 3/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.5095 - acc: 0.7986
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.5010 - acc: 0.7961     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3718 - acc: 0.8444     6
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4223 - acc: 0.8075     
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.4959 - acc: 0.7956     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3634 - acc: 0.8490     
1152/7200 [===>..........................] - ETA: 0s - loss: 0.4129 - acc: 0.8160Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8354     
Epoch 4/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.4183 - acc: 0.8150Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4136 - acc: 0.8176     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3578 - acc: 0.8486     
Epoch 7/10
 576/7200 [=>............................] - ETA: 0s - loss: 0.3768 - acc: 0.8333
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3881 - acc: 0.8400Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3881 - acc: 0.8389     
Epoch 4/10
6976/7200 [============================>.] - ETA: 0s - loss: 0.3616 - acc: 0.8511
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3612 - acc: 0.8515     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3735 - acc: 0.8469     
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3540 - acc: 0.8527Epoch 5/10
6976/7200 [============================>.] - ETA: 0s - loss: 0.3518 - acc: 0.8542
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8532     
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3576 - acc: 0.8538Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3623 - acc: 0.8539     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3545 - acc: 0.8540     
7200/7200 [==============================] - 0s - loss: 0.3543 - acc: 0.8501     Epoch 8/10

Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8536     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8532     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3535 - acc: 0.8536     
7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8544     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3515 - acc: 0.8526     
Epoch 10/10
7200/7200 [==============================] - 3s - loss: 0.5159 - acc: 0.7910     
Epoch 2/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3484 - acc: 0.8554
3200/7200 [============>.................] - ETA: 0s - loss: 0.4196 - acc: 0.8134Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8556     
7200/7200 [==============================] - 0s - loss: 0.4196 - acc: 0.8135     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8561     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3894 - acc: 0.8372     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8528     
7200/7200 [==============================] - 0s - loss: 0.3720 - acc: 0.8447     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3605 - acc: 0.8511     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3603 - acc: 0.8529     
Epoch 7/10
 704/7200 [=>............................] - ETA: 0s - loss: 0.3564 - acc: 0.8608Epoch 1/10
800/800 [==============================] - 3s      s - loss: 0.3529 - acc: 0.852
7200/7200 [==============================] - 0s - loss: 0.3557 - acc: 0.8536     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3586 - acc: 0.8557     
Epoch 9/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3556 - acc: 0.8517Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3546 - acc: 0.8519     
Epoch 10/10
4352/7200 [=================>............] - ETA: 0s - loss: 0.3432 - acc: 0.8621Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8562     
7200/7200 [==============================] - 3s - loss: 0.5218 - acc: 0.7815     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4102 - acc: 0.8308     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3779 - acc: 0.8449     
1024/7200 [===>..........................] - ETA: 0sEpoch 4/10
7200/7200 [==============================] - 3s - loss: 0.5224 - acc: 0.7794     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3635 - acc: 0.8500     
Epoch 5/10
6208/7200 [========================>.....] - ETA: 0s - loss: 0.4138 - acc: 0.8265
Epoch 2/10
 576/7200 [=>............................] - ETA: 0s - loss: 0.4129 - acc: 0.8108Epoch 1/10
2624/7200 [=========>....................] - ETA: 0s - loss: 0.3617 - acc: 0.8514
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3574 - acc: 0.8532     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3764 - acc: 0.8456     

Epoch 3/10
Epoch 4/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3701 - acc: 0.8501
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3913 - acc: 0.8404     Epoch 4/10

7200/7200 [==============================] - 0s - loss: 0.3619 - acc: 0.8507     
Epoch 5/10
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3513 - acc: 0.8566
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3691 - acc: 0.8504     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8557     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8528     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3643 - acc: 0.8521     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3498 - acc: 0.8576     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3605 - acc: 0.8547     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8561     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3483 - acc: 0.8576     
7200/7200 [==============================] - 0s - loss: 0.3562 - acc: 0.8571     
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3528 - acc: 0.8519Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4824 - acc: 0.7962     
Epoch 2/10
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3660 - acc: 0.8507
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8569     
Epoch 9/10
  64/7200 [..............................] - ETA: 0s - loss: 0.5169 - acc: 0.8125
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3448 - acc: 0.8613Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3476 - acc: 0.8594     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8567     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3824 - acc: 0.8451     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8610     
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8578     
7200/7200 [==============================] - 0s - loss: 0.3686 - acc: 0.8514     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3553 - acc: 0.8515     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8519     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8512     
Epoch 8/10
Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8579     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8565     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8587     
Epoch 1/10
Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5168 - acc: 0.7863     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4246 - acc: 0.8176     
Epoch 3/10
7200/7200 [==============================] - 0s      - loss: 0.3983 - acc: 0.83
7200/7200 [==============================] - 0s - loss: 0.3951 - acc: 0.8368     0
Epoch 4/10
5056/7200 [====================>.........] - ETA: 1s - loss: 0.5425 - acc: 0.7905Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5152 - acc: 0.7860     
6272/7200 [=========================>....] - ETA: 0s - loss: 0.5230 - acc: 0.7916Epoch 2/10
 640/7200 [=>............................] - ETA: 0s - loss: 0.4301 - acc: 0.8172
Epoch 5/10
7200/7200 [==============================] - 3s - loss: 0.5132 - acc: 0.7928     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4223 - acc: 0.8175     
6656/7200 [==========================>...] - ETA: 0s - loss: 0.4195 - acc: 0.8050Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4175 - acc: 0.8065     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3683 - acc: 0.8507     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8379     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3875 - acc: 0.8361     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3635 - acc: 0.8524     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3775 - acc: 0.8451     
Epoch 5/10
 512/7200 [=>............................] - ETA: 0s - loss: 0.3838 - acc: 0.8438
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3567 - acc: 0.8554     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3663 - acc: 0.8536     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3608 - acc: 0.8497     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3583 - acc: 0.8561     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8533     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3610 - acc: 0.8494     
Epoch 7/10
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3557 - acc: 0.8569
Epoch 10/10
7200/7200 [==============================] - 4s - loss: 0.5075 - acc: 0.7868     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3527 - acc: 0.8547     
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8583     Epoch 8/10

4544/7200 [=================>............] - ETA: 0s - loss: 0.3565 - acc: 0.8554Epoch 8/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3577 - acc: 0.8475
7200/7200 [==============================] - 0s - loss: 0.4136 - acc: 0.8271     
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3496 - acc: 0.8534Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8569     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3499 - acc: 0.8526     
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3950 - acc: 0.8350Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3784 - acc: 0.8464     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8586     

Epoch 10/10
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3603 - acc: 0.8496     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8575     
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8587     
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8569     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8551     
Epoch 8/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3460 - acc: 0.8584Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3467 - acc: 0.8576     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3440 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8547     
Epoch 1/10
Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5538 - acc: 0.7632     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4154 - acc: 0.8269     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3793 - acc: 0.8446     
Epoch 4/10
4032/7200 [===============>..............] - ETA: 2s - loss: 0.6108 - acc: 0.7401Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5552 - acc: 0.7628     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3547 - acc: 0.8568Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.5145 - acc: 0.7925     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3602 - acc: 0.8525     
Epoch 5/10
5184/7200 [====================>.........] - ETA: 0s - loss: 0.4241 - acc: 0.8193
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4158 - acc: 0.8260     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3563 - acc: 0.8528     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3840 - acc: 0.8422     
4288/7200 [================>.............] - ETA: 0s - loss: 0.3531 - acc: 0.8591Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3847 - acc: 0.8438     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3513 - acc: 0.8585     
Epoch 7/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3534 - acc: 0.8526
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3685 - acc: 0.8473Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3671 - acc: 0.8493     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3632 - acc: 0.8514     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3614 - acc: 0.8529     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8549     
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3570 - acc: 0.8533Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3568 - acc: 0.8546     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8558     
Epoch 7/10
7200/7200 [==============================] - 3s - loss: 0.5458 - acc: 0.7879     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3549 - acc: 0.8567Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8621     
3392/7200 [=============>................] - ETA: 0s - loss: 0.3608 - acc: 0.8520Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8567     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3528 - acc: 0.8539     
Epoch 8/10
1920/7200 [=======>......................] - ETA: 0s - loss: 0.3388 - acc: 0.8635
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8557     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8533     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3963 - acc: 0.8387     
Epoch 4/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3759 - acc: 0.8461
Epoch 10/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3713 - acc: 0.8484
 512/7200 [=>............................] - ETA: 0s - loss: 0.3455 - acc: 0.8594Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3707 - acc: 0.8514     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8567     
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8604     
7200/7200 [==============================] - 0s - loss: 0.3660 - acc: 0.8515     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3622 - acc: 0.8524     
Epoch 7/10
800/800 [==============================] - 2s      s - loss: 0.3555 - acc: 0.858
4928/7200 [===================>..........] - ETA: 0sss: 0.3573 - acc: 0.8556   
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3572 - acc: 0.8571     
Epoch 9/10
1920/7200 [=======>......................] - ETA: 0s - loss: 0.3505 - acc: 0.8646Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8597     
7200/7200 [==============================] - 0s     
6848/7200 [===========================>..] - ETA: 0sEpoch 1/10
Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5117 - acc: 0.7915     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4215 - acc: 0.8082     
Epoch 3/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.3983 - acc: 0.8316Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3939 - acc: 0.8331     
Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.4951 - acc: 0.7979     
Epoch 2/10
7200/7200 [==============================] - 3s - loss: 0.5156 - acc: 0.7899     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3778 - acc: 0.8433     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4134 - acc: 0.8139     
4544/7200 [=================>............] - ETA: 0s - loss: 0.3566 - acc: 0.8550Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4215 - acc: 0.8018     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3669 - acc: 0.8486     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3900 - acc: 0.8304     
Epoch 4/10
 512/7200 [=>............................] - ETA: 0s - loss: 0.3915 - acc: 0.8301
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3622 - acc: 0.8496     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3741 - acc: 0.8442     
Epoch 5/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3263 - acc: 0.8676
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8531     
3136/7200 [============>.................] - ETA: 0s - loss: 0.3631 - acc: 0.8463Epoch 8/10
4096/7200 [================>.............] - ETA: 0s - loss: 0.3614 - acc: 0.8491
Epoch 6/10
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3413 - acc: 0.8472
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3548 - acc: 0.8526     
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3396 - acc: 0.8704Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.5410 - acc: 0.7703     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3593 - acc: 0.8483     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3614 - acc: 0.8496     
3456/7200 [=============>................] - ETA: 0s - loss: 0.4200 - acc: 0.8099Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8533     
3072/7200 [===========>..................] - ETA: 0s - loss: 0.3595 - acc: 0.8564Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.4223 - acc: 0.8132     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3530 - acc: 0.8581Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8592     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3549 - acc: 0.8553     
Epoch 8/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3875 - acc: 0.8410
7200/7200 [==============================] - 0s - loss: 0.3886 - acc: 0.8415     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3549 - acc: 0.8551     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3536 - acc: 0.8553     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3735 - acc: 0.8497     
2816/7200 [==========>...................] - ETA: 0s - loss: 0.3591 - acc: 0.8512Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8540     
Epoch 10/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3747 - acc: 0.8520
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3564 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3500 - acc: 0.8569     
7200/7200 [==============================] - 0s - loss: 0.3502 - acc: 0.8568     
7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8556     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3507 - acc: 0.8558     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3486 - acc: 0.8558     
Epoch 10/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3867 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8603     
7040/7200 [============================>.] - ETA: 0sEpoch 1/10
Epoch 1/10
7200/7200 [==============================] - 3s - loss: 0.5150 - acc: 0.7950     
Epoch 2/10
5184/7200 [====================>.........] - ETA: 0s - loss: 0.4217 - acc: 0.8179Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4101 - acc: 0.8275     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3830 - acc: 0.8442     
Epoch 4/10
7200/7200 [==============================] - 3s - loss: 0.4802 - acc: 0.7958     
Epoch 2/10
7200/7200 [==============================] - 3s - loss: 0.5129 - acc: 0.7954     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3640 - acc: 0.8490     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4075 - acc: 0.8233     
Epoch 3/10
1728/7200 [======>.......................] - ETA: 0s - loss: 0.3781 - acc: 0.8414
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3562 - acc: 0.8521Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3565 - acc: 0.8539     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3819 - acc: 0.8431     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3759 - acc: 0.8454     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8535     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3669 - acc: 0.8515     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3589 - acc: 0.8526     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3583 - acc: 0.8529     
7200/7200 [==============================] - 0s - loss: 0.3541 - acc: 0.8585     
Epoch 6/10
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.5172 - acc: 0.7893     
Epoch 2/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.4499 - acc: 0.7854
Epoch 7/10
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3499 - acc: 0.8568
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8544     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.4186 - acc: 0.8118     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8533     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8596     
Epoch 10/10
3456/7200 [=============>................] - ETA: 0s - loss: 0.3519 - acc: 0.8585
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3953 - acc: 0.8345Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3876 - acc: 0.8396     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3509 - acc: 0.8569     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8567     
7200/7200 [==============================] - 0s - loss: 0.3424 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3714 - acc: 0.8472     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8568     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3409 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3649 - acc: 0.8464     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8558     
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8601     
7200/7200 [==============================] - 0s - loss: 0.3596 - acc: 0.8501     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3565 - acc: 0.8521     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3551 - acc: 0.8558     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3529 - acc: 0.8536     
Epoch 10/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3506 - acc: 0.8571Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8571     
6912/7200 [===========================>..] - ETA: 0sEpoch 1/10
Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4934 - acc: 0.7975     
Epoch 2/10
1728/7200 [======>.......................] - ETA: 0s - loss: 0.4168 - acc: 0.8154Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4015 - acc: 0.8251     1
Epoch 3/10
7200/7200 [==============================] - 3s - loss: 0.4954 - acc: 0.7975     
3840/7200 [===============>..............] - ETA: 3s - loss: 0.5294 - acc: 0.7956Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3761 - acc: 0.8461     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4943 - acc: 0.7982     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4087 - acc: 0.8224     
3904/7200 [===============>..............] - ETA: 0s - loss: 0.4108 - acc: 0.8220Epoch 3/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.4030 - acc: 0.8263
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8246     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3780 - acc: 0.8479     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3786 - acc: 0.8431     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3583 - acc: 0.8529     
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3508 - acc: 0.8558Epoch 5/10
1984/7200 [=======>......................] - ETA: 0s - loss: 0.3372 - acc: 0.8690
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3638 - acc: 0.8515     
Epoch 5/10
5056/7200 [====================>.........] - ETA: 1s - loss: 0.4986 - acc: 0.7991
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4799 - acc: 0.7975     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3492 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3569 - acc: 0.8518     
Epoch 6/10
 576/7200 [=>............................] - ETA: 0s - loss: 0.3641 - acc: 0.8438
Epoch 7/10
2624/7200 [=========>....................] - ETA: 0s - loss: 0.3553 - acc: 0.8537
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3486 - acc: 0.8564     
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3852 - acc: 0.8493Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8599     
Epoch 8/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3309 - acc: 0.8594
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3843 - acc: 0.8436Epoch 7/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3501 - acc: 0.8594
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8603     
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3603 - acc: 0.8541Epoch 9/10
3264/7200 [============>.................] - ETA: 0s - loss: 0.3480 - acc: 0.8581
7200/7200 [==============================] - 0s - loss: 0.3596 - acc: 0.8550     Epoch 8/10

Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8590     
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3489 - acc: 0.8545
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8536     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3516 - acc: 0.8543     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8607     
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8561     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8575     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8571     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8568     
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8560     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8592     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8596     
2432/7200 [=========>....................] - ETA: 0sEpoch 1/10
5888/7200 [=======================>......] - ETA: 0sEpoch 1/10
6720/7200 [===========================>..] - ETA: 0sEpoch 1/10
6976/7200 [============================>.] - ETA: 0sEpoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4931 - acc: 0.7937     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4164 - acc: 0.8176     
5184/7200 [====================>.........] - ETA: 1s - loss: 0.5191 - acc: 0.7731Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4966 - acc: 0.7817     7
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3868 - acc: 0.8406     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4892 - acc: 0.7975     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4044 - acc: 0.8289     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3665 - acc: 0.8519     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4123 - acc: 0.8199     
Epoch 3/10
 576/7200 [=>............................] - ETA: 0s - loss: 0.3762 - acc: 0.8316
Epoch 4/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3558 - acc: 0.8532
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3818 - acc: 0.8422     
Epoch 4/10
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3336 - acc: 0.8750
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.5162 - acc: 0.7768     
Epoch 2/10
2240/7200 [========>.....................] - ETA: 0s - loss: 0.4025 - acc: 0.8393
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3630 - acc: 0.8536     
Epoch 5/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4083 - acc: 0.8281
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8328     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8528     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3545 - acc: 0.8551     
4288/7200 [================>.............] - ETA: 0s - loss: 0.3757 - acc: 0.8535Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3524 - acc: 0.8539     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3676 - acc: 0.8532     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8583     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8551     
Epoch 8/10
5376/7200 [=====================>........] - ETA: 0s - loss: 0.3449 - acc: 0.8577
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8539     
Epoch 5/10
5888/7200 [=======================>......] - ETA: 0s - loss: 0.3516 - acc: 0.8539
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8560     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8567     
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3580 - acc: 0.8511Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8554     
7200/7200 [==============================] - 0s - loss: 0.3458 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8554     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8603     
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8578     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8607     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3383 - acc: 0.8626     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3460 - acc: 0.8574     
7200/7200 [==============================] - 0s - loss: 0.3387 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8622     
6784/7200 [===========================>..] - ETA: 0sEpoch 1/10
1792/7200 [======>.......................] - ETA: 0sEpoch 1/10
6784/7200 [===========================>..] - ETA: 0sEpoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4933 - acc: 0.7954     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4824 - acc: 0.7993     
Epoch 2/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3916 - acc: 0.8405
Epoch 3/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.4028 - acc: 0.8310Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4054 - acc: 0.8322     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3770 - acc: 0.8482     
Epoch 4/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3191 - acc: 0.9062
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3771 - acc: 0.8472     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3606 - acc: 0.8507     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4091 - acc: 0.8203     
  64/7200 [..............................] - ETA: 1s - loss: 0.3298 - acc: 0.8906Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3640 - acc: 0.8492     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3781 - acc: 0.8453     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3506 - acc: 0.8556     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3581 - acc: 0.8510     
2112/7200 [=======>......................] - ETA: 0s - loss: 0.3454 - acc: 0.8632Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8526     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8593     
Epoch 7/10
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3296 - acc: 0.8757
Epoch 7/10
7168/7200 [============================>.] - ETA: 0s - loss: 0.3421 - acc: 0.8560
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8560     Epoch 6/10

  64/7200 [..............................] - ETA: 0s - loss: 0.2524 - acc: 0.8906Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3508 - acc: 0.8551     
Epoch 8/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3410 - acc: 0.8607
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4962 - acc: 0.7882     
7200/7200 [==============================] - 0s - loss: 0.3420 - acc: 0.8607     Epoch 2/10

  64/7200 [..............................] - ETA: 0s - loss: 0.4412 - acc: 0.7656Epoch 9/10
1280/7200 [====>.........................] - ETA: 0s - loss: 0.4076 - acc: 0.8125
Epoch 9/10
7104/7200 [============================>.] - ETA: 0s - loss: 0.3422 - acc: 0.8574
7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8571     
Epoch 8/10
Epoch 3/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4252 - acc: 0.8438
Epoch 10/10
 640/7200 [=>............................] - ETA: 0s - loss: 0.3254 - acc: 0.8625
 640/7200 [=>............................] - ETA: 0s - loss: 0.4128 - acc: 0.8344Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3716 - acc: 0.8474     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8579     
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3416 - acc: 0.8547Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8593     
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8556     
7200/7200 [==============================] - 0s - loss: 0.3570 - acc: 0.8529     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8582     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8575     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8600     
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8587     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8569     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8576     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8593     
Epoch 10/10
2368/7200 [========>.....................] - ETA: 0s - loss: 0.3439 - acc: 0.8611Epoch 1/10
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3441 - acc: 0.8601Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8622     
6720/7200 [===========================>..] - ETA: 0sEpoch 1/10
800/800 [==============================] - 2s      68s - loss: 0.7100 - acc: 0.359
7200/7200 [==============================] - 3s - loss: 0.5013 - acc: 0.7828     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4907 - acc: 0.7839     
Epoch 2/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.4074 - acc: 0.8259Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4075 - acc: 0.8253     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4019 - acc: 0.8299     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4978 - acc: 0.7801     
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3715 - acc: 0.8481Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3752 - acc: 0.8454     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3710 - acc: 0.8497     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4070 - acc: 0.8269     
5696/7200 [======================>.......] - ETA: 0s - loss: 0.3574 - acc: 0.8539Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3626 - acc: 0.8525     
  64/7200 [..............................] - ETA: 0s - loss: 0.4126 - acc: 0.8125Epoch 5/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3549 - acc: 0.8566
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3765 - acc: 0.8482     
6976/7200 [============================>.] - ETA: 0s - loss: 0.3561 - acc: 0.8535Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8540     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3534 - acc: 0.8546     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8540     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3625 - acc: 0.8550     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8578     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3466 - acc: 0.8561     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3599 - acc: 0.8501     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8546     
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.5059 - acc: 0.7786     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8553     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3544 - acc: 0.8531     
 576/7200 [=>............................] - ETA: 0s - loss: 0.3828 - acc: 0.8576Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3416 - acc: 0.8635     
Epoch 9/10
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3328 - acc: 0.8689
Epoch 3/10
2816/7200 [==========>...................] - ETA: 0s - loss: 0.3832 - acc: 0.8381
Epoch 10/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3304 - acc: 0.8687
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3400 - acc: 0.8613     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3684 - acc: 0.8528     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8554     
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8576     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3380 - acc: 0.8603     
7200/7200 [==============================] - 0s - loss: 0.3562 - acc: 0.8511     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8590     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3531 - acc: 0.8544     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3444 - acc: 0.8610     
7200/7200 [==============================] - 0s - loss: 0.3489 - acc: 0.8557     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8575     
Epoch 8/10
800/800 [==============================] - 2s      s - loss: 0.3470 - acc: 0.855
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8576     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3433 - acc: 0.8593     
Epoch 10/10
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3385 - acc: 0.8638Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3381 - acc: 0.8632     
Epoch 1/10
800/800 [==============================] - 3s      
7040/7200 [============================>.] - ETA: 0sEpoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4831 - acc: 0.7968     
Epoch 2/10
4032/7200 [===============>..............] - ETA: 3s - loss: 0.5232 - acc: 0.7971Epoch 1/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.4147 - acc: 0.8173
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4140 - acc: 0.8187     
Epoch 3/10
1280/7200 [====>.........................] - ETA: 16s - loss: 0.6145 - acc: 0.7883
Epoch 3/10
2304/7200 [========>.....................] - ETA: 7s - loss: 0.5658 - acc: 0.8008 
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4823 - acc: 0.7996     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3735 - acc: 0.8478     
Epoch 4/10
2688/7200 [==========>...................] - ETA: 0s - loss: 0.3866 - acc: 0.8404
Epoch 5/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3490 - acc: 0.8577
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3613 - acc: 0.8508     
Epoch 5/10
 576/7200 [=>............................] - ETA: 0s - loss: 0.2972 - acc: 0.8646
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3723 - acc: 0.8471     
Epoch 4/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3508 - acc: 0.8527
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8529     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3599 - acc: 0.8511     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3517 - acc: 0.8532     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3502 - acc: 0.8569     
Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.5066 - acc: 0.7836     
Epoch 2/10
5120/7200 [====================>.........] - ETA: 0s - loss: 0.3469 - acc: 0.8561Epoch 6/10

7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8568     Epoch 9/10

7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8569     
Epoch 8/10
3136/7200 [============>.................] - ETA: 0s - loss: 0.3419 - acc: 0.8594
Epoch 3/10
6016/7200 [========================>.....] - ETA: 0s - loss: 0.3408 - acc: 0.8614
Epoch 7/10
1088/7200 [===>..........................] - ETA: 0s - loss: 0.3132 - acc: 0.8759
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8596     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3779 - acc: 0.8464     
Epoch 4/10
4288/7200 [================>.............] - ETA: 0s - loss: 0.3589 - acc: 0.8496
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8574     
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8571     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3611 - acc: 0.8531     
Epoch 5/10
4864/7200 [===================>..........] - ETA: 0s - loss: 0.3422 - acc: 0.8586
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3560 - acc: 0.8532     
Epoch 6/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2989 - acc: 0.8750
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8585     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3557 - acc: 0.8536     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3412 - acc: 0.8608     
7200/7200 [==============================] - 0s - loss: 0.3506 - acc: 0.8531     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3525 - acc: 0.8532     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8607     
Epoch 10/10
800/800 [==============================] - 2s      s - loss: 0.3365 - acc: 0.857
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3427 - acc: 0.85Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8543     
7200/7200 [==============================] - 0s     
Epoch 1/10
7200/7200 [==============================] - 0s     
Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.5114 - acc: 0.7943     
Epoch 2/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4038 - acc: 0.7969Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.4106 - acc: 0.8307     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4767 - acc: 0.7982     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3782 - acc: 0.8464     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3981 - acc: 0.8122     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3621 - acc: 0.8533     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3708 - acc: 0.8206     
Epoch 4/10
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3772 - acc: 0.8125
5440/7200 [=====================>........] - ETA: 1s - loss: 0.4987 - acc: 0.7923Epoch 6/10
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3437 - acc: 0.8516
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3643 - acc: 0.8231     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8560     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.4029 - acc: 0.8086     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3609 - acc: 0.8515     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8587     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3762 - acc: 0.8169     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3552 - acc: 0.8535     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4769 - acc: 0.8038     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8575     
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3587 - acc: 0.8558Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3691 - acc: 0.8262     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3921 - acc: 0.8364     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3530 - acc: 0.8576     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8586     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3663 - acc: 0.8489     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3652 - acc: 0.8483     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8572     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8597     
7200/7200 [==============================] - 0s - loss: 0.3613 - acc: 0.8524     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3529 - acc: 0.8543     
6272/7200 [=========================>....] - ETA: 0s - loss: 0.3488 - acc: 0.8622Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3525 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3578 - acc: 0.8571     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3486 - acc: 0.8564     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8626     
7200/7200 [==============================] - 0s - loss: 0.3596 - acc: 0.8553     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8583     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3574 - acc: 0.8579     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3422 - acc: 0.8590     Epoch 8/10

800/800 [==============================] - 3s      s - loss: 0.3378 - acc: 0.862
7200/7200 [==============================] - 0s - loss: 0.3539 - acc: 0.8590     
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8625     
Epoch 9/10
3008/7200 [===========>..................] - ETA: 0s - loss: 0.3414 - acc: 0.8594
7200/7200 [==============================] - 0s - loss: 0.3371 - acc: 0.8610     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8633     
6592/7200 [==========================>...] - ETA: 0sEpoch 1/10
 832/7200 [==>...........................] - ETA: 0sEpoch 1/10
6976/7200 [============================>.] - ETA: 0sEpoch 1/10
6784/7200 [===========================>..] - ETA: 0sEpoch 1/10
7200/7200 [==============================] - 4s - loss: 0.5095 - acc: 0.7808     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4081 - acc: 0.8321     
Epoch 3/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4351 - acc: 0.8438
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3718 - acc: 0.8494     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8279     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.5081 - acc: 0.7829     
3328/7200 [============>.................] - ETA: 0s - loss: 0.3612 - acc: 0.8603Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3805 - acc: 0.8453     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3611 - acc: 0.8564     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4037 - acc: 0.8349     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3561 - acc: 0.8551     

Epoch 6/10
5824/7200 [=======================>......] - ETA: 0s - loss: 0.5019 - acc: 0.7914Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4893 - acc: 0.7956     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3794 - acc: 0.8438Epoch 2/10
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3993 - acc: 0.8294
Epoch 4/10
6848/7200 [===========================>..] - ETA: 0s - loss: 0.3542 - acc: 0.8556
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3547 - acc: 0.8561     Epoch 7/10

7200/7200 [==============================] - 0s - loss: 0.4004 - acc: 0.8335     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3601 - acc: 0.8569     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8564     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3490 - acc: 0.8557     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3658 - acc: 0.8529     
  64/7200 [..............................] - ETA: 0s - loss: 0.3004 - acc: 0.8750Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3565 - acc: 0.8551     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3551 - acc: 0.8539     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3488 - acc: 0.8592     
Epoch 9/10
2176/7200 [========>.....................] - ETA: 0s - loss: 0.3390 - acc: 0.8640
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3491 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3476 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3447 - acc: 0.8582     
Epoch 10/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3546 - acc: 0.8576
Epoch 8/10
4864/7200 [===================>..........] - ETA: 0s - loss: 0.3405 - acc: 0.8600
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8581     
Epoch 7/10
 704/7200 [=>............................] - ETA: 0s - loss: 0.3529 - acc: 0.8494
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8581     
3968/7200 [===============>..............] - ETA: 0s - loss: 0.3547 - acc: 0.8551Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3441 - acc: 0.8596     
7200/7200 [==============================] - 0s - loss: 0.3465 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8592     
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3393 - acc: 0.8618Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8599     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8601     
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8615     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8619     
6976/7200 [============================>.] - ETA: 0sEpoch 1/10
Epoch 1/10
2816/7200 [==========>...................] - ETA: 0sEpoch 1/10
6848/7200 [===========================>..] - ETA: 0sEpoch 1/10
3200/7200 [============>.................] - ETA: 4s - loss: 0.5914 - acc: 0.7566
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.5110 - acc: 0.7831     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4041 - acc: 0.8353     
Epoch 3/10
 576/7200 [=>............................] - ETA: 41s - loss: 0.6785 - acc: 0.6840 
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3722 - acc: 0.8508     
4864/7200 [===================>..........] - ETA: 1s - loss: 0.5426 - acc: 0.7882Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.5114 - acc: 0.7944     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3848 - acc: 0.8428     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3562 - acc: 0.8553     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4104 - acc: 0.8303     
Epoch 3/10
7200/7200 [==============================] - 4s - loss: 0.4995 - acc: 0.7860     
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3358 - acc: 0.8657Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3666 - acc: 0.8508     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3470 - acc: 0.8572     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4024 - acc: 0.8313     
Epoch 6/10

Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3776 - acc: 0.8453     
 576/7200 [=>............................] - ETA: 0s - loss: 0.3646 - acc: 0.8542Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3478 - acc: 0.8579     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3714 - acc: 0.8485     
6208/7200 [========================>.....] - ETA: 0s - loss: 0.3592 - acc: 0.8549Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3541 - acc: 0.8562     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3478 - acc: 0.8638Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3618 - acc: 0.8538     
1216/7200 [====>.........................] - ETA: 0s - loss: 0.3716 - acc: 0.8487Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8606     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3584 - acc: 0.8539     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3543 - acc: 0.8550     
Epoch 8/10
1792/7200 [======>.......................] - ETA: 0s - loss: 0.3473 - acc: 0.8638
1088/7200 [===>..........................] - ETA: 0s - loss: 0.3329 - acc: 0.8612Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8607     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3554 - acc: 0.8567     
Epoch 6/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3541 - acc: 0.8544
Epoch 9/10
2304/7200 [========>.....................] - ETA: 0s - loss: 0.3672 - acc: 0.8485
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3393 - acc: 0.8607     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3523 - acc: 0.8547     
4672/7200 [==================>...........] - ETA: 0s - loss: 0.3547 - acc: 0.8564Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8556     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8589     
Epoch 8/10
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3475 - acc: 0.8594
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8618     Epoch 8/10

7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8592     
7200/7200 [==============================] - 0s - loss: 0.3494 - acc: 0.8572     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8574     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8590     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3464 - acc: 0.8583     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3443 - acc: 0.8594     
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8613     
7040/7200 [============================>.] - ETA: 0sEpoch 1/10
800/800 [==============================] - 3s      
3520/7200 [=============>................] - ETA: 0s
6848/7200 [===========================>..] - ETA: 0sEpoch 1/10
Epoch 1/10
4480/7200 [=================>............] - ETA: 2s - loss: 0.6351 - acc: 0.7310Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.5753 - acc: 0.7589     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.4189 - acc: 0.8228     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3874 - acc: 0.8454     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3656 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.5103 - acc: 0.7932     
Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.4795 - acc: 0.7989     
1600/7200 [=====>........................] - ETA: 0s - loss: 0.3628 - acc: 0.8531Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4053 - acc: 0.8318     
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3296 - acc: 0.8715Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4065 - acc: 0.8293     
1088/7200 [===>..........................] - ETA: 0s - loss: 0.3986 - acc: 0.8290Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3521 - acc: 0.8576     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3748 - acc: 0.8485     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3807 - acc: 0.8456     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4818 - acc: 0.7972     
Epoch 2/10
4800/7200 [===================>..........] - ETA: 0s - loss: 0.3594 - acc: 0.8546
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3563 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3627 - acc: 0.8533     
2944/7200 [===========>..................] - ETA: 0s - loss: 0.3415 - acc: 0.8604Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.4083 - acc: 0.8281     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3452 - acc: 0.8603     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3528 - acc: 0.8586     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3530 - acc: 0.8551     
Epoch 6/10
3264/7200 [============>.................] - ETA: 0s - loss: 0.3737 - acc: 0.8487
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8606     
Epoch 7/10
  64/7200 [..............................] - ETA: 0s - loss: 0.2209 - acc: 0.9219
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3528 - acc: 0.8562     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8594     
3328/7200 [============>.................] - ETA: 0s - loss: 0.3412 - acc: 0.8663Epoch 8/10
6464/7200 [=========================>....] - ETA: 0s - loss: 0.3638 - acc: 0.8544
7200/7200 [==============================] - 0s - loss: 0.3636 - acc: 0.8536     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3498 - acc: 0.8586     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8581     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3555 - acc: 0.8575     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8596     
Epoch 9/10
6080/7200 [========================>.....] - ETA: 0s - loss: 0.3536 - acc: 0.8572
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3518 - acc: 0.8565     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8600     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8604     
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3398 - acc: 0.8596
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8575     
7200/7200 [==============================] - 0s - loss: 0.3487 - acc: 0.8610     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8599     
Epoch 10/10
4544/7200 [=================>............] - ETA: 0s - loss: 0.3394 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3436 - acc: 0.8579     
7168/7200 [============================>.] - ETA: 0s
6912/7200 [===========================>..] - ETA: 0sEpoch 1/10
Epoch 1/10
7200/7200 [==============================] - 0s      - loss: 0.5156 - acc: 0.79
7200/7200 [==============================] - 4s - loss: 0.4809 - acc: 0.8008     
Epoch 2/10
3840/7200 [===============>..............] - ETA: 0s - loss: 0.4119 - acc: 0.8247Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3998 - acc: 0.8300     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3714 - acc: 0.8464     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3574 - acc: 0.8531     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4941 - acc: 0.7981     
3712/7200 [==============>...............] - ETA: 0s - loss: 0.3446 - acc: 0.8567Epoch 2/10
7200/7200 [==============================] - 4s - loss: 0.5082 - acc: 0.7840     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3545 - acc: 0.8550     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.4002 - acc: 0.8306     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.4069 - acc: 0.8321     
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3793 - acc: 0.8379Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3505 - acc: 0.8558     
3264/7200 [============>.................] - ETA: 0s - loss: 0.3793 - acc: 0.8382Epoch 7/10
3776/7200 [==============>...............] - ETA: 0s - loss: 0.3406 - acc: 0.8588
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3758 - acc: 0.8444     
2112/7200 [=======>......................] - ETA: 9s - loss: 0.6288 - acc: 0.7358 Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3479 - acc: 0.8574     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3601 - acc: 0.8538     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.5110 - acc: 0.7833     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8549     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3542 - acc: 0.8575     
3584/7200 [=============>................] - ETA: 0s - loss: 0.3626 - acc: 0.8474Epoch 6/10
5568/7200 [======================>.......] - ETA: 0s - loss: 0.3529 - acc: 0.8549Epoch 3/10

7200/7200 [==============================] - 0s - loss: 0.3511 - acc: 0.8554     
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3581 - acc: 0.8513Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3415 - acc: 0.8603     
  64/7200 [..............................] - ETA: 1s - loss: 0.3362 - acc: 0.8594Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3510 - acc: 0.8590     
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3856 - acc: 0.8412Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3850 - acc: 0.8415     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3399 - acc: 0.8593     
7200/7200 [==============================] - 0s - loss: 0.3480 - acc: 0.8579     
Epoch 7/10
3584/7200 [=============>................] - ETA: 0s - loss: 0.3643 - acc: 0.8538
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3670 - acc: 0.8507     
Epoch 5/10
5504/7200 [=====================>........] - ETA: 0s - loss: 0.3480 - acc: 0.8565
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3471 - acc: 0.8560     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3582 - acc: 0.8532     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3403 - acc: 0.8603     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3437 - acc: 0.8583     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3545 - acc: 0.8557     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3419 - acc: 0.8590     
1664/7200 [=====>........................] - ETA: 0s - loss: 0.3338 - acc: 0.8594
Epoch 10/10
 64/800 [=>............................] - ETA: 33soss: 0.3542 - acc: 0.8544     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8619     
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8569     
Epoch 9/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3405 - acc: 0.8641Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3496 - acc: 0.8571     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3472 - acc: 0.8610     
6464/7200 [=========================>....] - ETA: 0sEpoch 1/10
Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4676 - acc: 0.8017     
  64/7200 [..............................] - ETA: 0s
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8357     
Epoch 3/10
4608/7200 [==================>...........] - ETA: 0s - loss: 0.3696 - acc: 0.8457Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3615 - acc: 0.8517     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3530 - acc: 0.8531     4
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4770 - acc: 0.7975     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3497 - acc: 0.8535     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3895 - acc: 0.8349     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8567     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4845 - acc: 0.7914     Epoch 2/10

7200/7200 [==============================] - 0s - loss: 0.3604 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3457 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.4058 - acc: 0.8288     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3520 - acc: 0.8542     
3520/7200 [=============>................] - ETA: 0s - loss: 0.3823 - acc: 0.8432Epoch 5/10
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3748 - acc: 0.8464
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3748 - acc: 0.8462     
Epoch 4/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3418 - acc: 0.8569
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4816 - acc: 0.7932     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8565     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3615 - acc: 0.8517     
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3299 - acc: 0.8685Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3448 - acc: 0.8607     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3992 - acc: 0.8315     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3367 - acc: 0.8633     
7200/7200 [==============================] - 0s - loss: 0.3550 - acc: 0.8582     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8597     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3679 - acc: 0.8497     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3526 - acc: 0.8524     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8581     
Epoch 9/10
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3300 - acc: 0.8656
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3484 - acc: 0.8568     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8631     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8593     
3840/7200 [===============>..............] - ETA: 0s - loss: 0.3456 - acc: 0.8555Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3455 - acc: 0.8574     

Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3456 - acc: 0.8575     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3449 - acc: 0.8589     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8611     
Epoch 8/10
5952/7200 [=======================>......] - ETA: 0s - loss: 0.3416 - acc: 0.8607Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8589     
7200/7200 [==============================] - 0s - loss: 0.3385 - acc: 0.8589     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8625     
Epoch 10/10
2624/7200 [=========>....................] - ETA: 0sss: 0.3357 - acc: 0.8614   
6720/7200 [===========================>..] - ETA: 0sEpoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4754 - acc: 0.8006     
Epoch 2/10
1088/7200 [===>..........................] - ETA: 0s - loss: 0.3990 - acc: 0.8346Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8336     
Epoch 3/10
800/800 [==============================] - 3s      s - loss: 0.3498 - acc: 0.862
7200/7200 [==============================] - 0s - loss: 0.3657 - acc: 0.8514     
Epoch 4/10
5632/7200 [======================>.......] - ETA: 0s - loss: 0.3553 - acc: 0.8549Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3557 - acc: 0.8538     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4844 - acc: 0.7806     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8614     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3885 - acc: 0.8393     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8574     
4416/7200 [=================>............] - ETA: 0s - loss: 0.3557 - acc: 0.8533Epoch 8/10
7200/7200 [==============================] - 4s - loss: 0.4702 - acc: 0.8024     
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3610 - acc: 0.8528Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3596 - acc: 0.8526     
Epoch 4/10
4032/7200 [===============>..............] - ETA: 0s - loss: 0.4076 - acc: 0.8299
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3529 - acc: 0.8581     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3971 - acc: 0.8340     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8600     
Epoch 10/10
3392/7200 [=============>................] - ETA: 4s - loss: 0.5207 - acc: 0.7939
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3573 - acc: 0.8569Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3590 - acc: 0.8560     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4673 - acc: 0.8038     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8601     
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8567     
3136/7200 [============>.................] - ETA: 0s - loss: 0.4038 - acc: 0.8313Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3512 - acc: 0.8538     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3948 - acc: 0.8354     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3445 - acc: 0.8560     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8581     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3569 - acc: 0.8567     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8611     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3446 - acc: 0.8600     
2624/7200 [=========>....................] - ETA: 0s - loss: 0.3465 - acc: 0.8628Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3475 - acc: 0.8567     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8604     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3434 - acc: 0.8557     
Epoch 8/10
5312/7200 [=====================>........] - ETA: 0s - loss: 0.3406 - acc: 0.8637
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3404 - acc: 0.8650     
800/800 [==============================] - 3s      s - loss: 0.3442 - acc: 0.857
7200/7200 [==============================] - 0s - loss: 0.3414 - acc: 0.8621     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8600     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3378 - acc: 0.8625     
Epoch 10/10
  64/7200 [..............................] - ETA: 0s - loss: 0.3533 - acc: 0.8438Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3402 - acc: 0.8571     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8614     
7200/7200 [==============================] - 0s - loss: 0.3388 - acc: 0.8604     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3359 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3346 - acc: 0.8604     
6464/7200 [=========================>....] - ETA: 0sEpoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4757 - acc: 0.7989     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3946 - acc: 0.8387     
Epoch 3/10
 640/7200 [=>............................] - ETA: 0s - loss: 0.3819 - acc: 0.8391Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3615 - acc: 0.8519     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8542     
Epoch 5/10
4480/7200 [=================>............] - ETA: 0s - loss: 0.3464 - acc: 0.8594Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8607     
2752/7200 [==========>...................] - ETA: 6s - loss: 0.5612 - acc: 0.7747Epoch 6/10
7200/7200 [==============================] - 4s - loss: 0.4814 - acc: 0.7975     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8581     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3936 - acc: 0.8353     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3391 - acc: 0.8619     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3631 - acc: 0.8533     
Epoch 4/10
2752/7200 [==========>...................] - ETA: 0s - loss: 0.3487 - acc: 0.8568
Epoch 9/10
7200/7200 [==============================] - 4s - loss: 0.4676 - acc: 0.8017     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3571 - acc: 0.8506     
2752/7200 [==========>...................] - ETA: 0s - loss: 0.4019 - acc: 0.8336Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3347 - acc: 0.8629     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3935 - acc: 0.8358     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3501 - acc: 0.8558     
4480/7200 [=================>............] - ETA: 0s - loss: 0.3312 - acc: 0.8679Epoch 6/10
2880/7200 [===========>..................] - ETA: 0s - loss: 0.3530 - acc: 0.8490
7200/7200 [==============================] - 0s - loss: 0.3617 - acc: 0.8518     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3485 - acc: 0.8549     
Epoch 7/10
 576/7200 [=>............................] - ETA: 0s - loss: 0.3544 - acc: 0.8472
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3530 - acc: 0.8529     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3481 - acc: 0.8587     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3905 - acc: 0.8381     
Epoch 3/10
6400/7200 [=========================>....] - ETA: 0s - loss: 0.3459 - acc: 0.8567
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3664 - acc: 0.8505Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8562     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3597 - acc: 0.8539     
Epoch 4/10
4416/7200 [=================>............] - ETA: 0s - loss: 0.3454 - acc: 0.8619
6784/7200 [===========================>..] - ETA: 0s - loss: 0.3430 - acc: 0.8617Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3453 - acc: 0.8601     
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3466 - acc: 0.8606Epoch 10/10
2240/7200 [========>.....................] - ETA: 0s - loss: 0.3388 - acc: 0.8625
Epoch 5/10
6720/7200 [===========================>..] - ETA: 0s - loss: 0.3481 - acc: 0.8583
4928/7200 [===================>..........] - ETA: 0s - loss: 0.3497 - acc: 0.8551
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3482 - acc: 0.8574     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3425 - acc: 0.8569     
Epoch 9/10
5440/7200 [=====================>........] - ETA: 0s - loss: 0.3443 - acc: 0.8586Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3442 - acc: 0.8582     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8582     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3451 - acc: 0.8589     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3368 - acc: 0.8631     
7200/7200 [==============================] - 0s - loss: 0.3418 - acc: 0.8600     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3374 - acc: 0.8617     
Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4639 - acc: 0.8075     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3967 - acc: 0.8349     
7104/7200 [============================>.] - ETA: 0sEpoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3679 - acc: 0.8478     
Epoch 4/10
  64/7200 [..............................] - ETA: 0s - loss: 0.4978 - acc: 0.7656Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3588 - acc: 0.8511     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3537 - acc: 0.8536     
Epoch 6/10
2048/7200 [=======>......................] - ETA: 10s - loss: 0.5867 - acc: 0.7417Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3503 - acc: 0.8568     
Epoch 7/10
7200/7200 [==============================] - 4s - loss: 0.4771 - acc: 0.7915     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3474 - acc: 0.8558     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3895 - acc: 0.8385     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3469 - acc: 0.8550     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3543 - acc: 0.8535     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8585     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3468 - acc: 0.8589     
Epoch 5/10
7200/7200 [==============================] - 4s - loss: 0.4754 - acc: 0.8006     
4736/7200 [==================>...........] - ETA: 0s - loss: 0.3384 - acc: 0.8638Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3407 - acc: 0.8619     
7200/7200 [==============================] - 0s - loss: 0.3421 - acc: 0.8590     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3928 - acc: 0.8337     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3426 - acc: 0.8601     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3658 - acc: 0.8512     
Epoch 4/10
7200/7200 [==============================] - 4s - loss: 0.4711 - acc: 0.8013     
4992/7200 [===================>..........] - ETA: 0s - loss: 0.3422 - acc: 0.8590Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3390 - acc: 0.8610     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3558 - acc: 0.8536     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3899 - acc: 0.8387     
1152/7200 [===>..........................] - ETA: 0s - loss: 0.3423 - acc: 0.8672Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3514 - acc: 0.8567     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3625 - acc: 0.8526     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3342 - acc: 0.8638     
1088/7200 [===>..........................] - ETA: 0s - loss: 0.3384 - acc: 0.8676Epoch 10/10
800/800 [==============================] - 3s      s - loss: 0.3368 - acc: 0.864
7200/7200 [==============================] - 0s - loss: 0.3462 - acc: 0.8622     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3519 - acc: 0.8560     
Epoch 5/10
1600/7200 [=====>........................] - ETA: 0s - loss: 0.3398 - acc: 0.8550
7200/7200 [==============================] - 0s - loss: 0.3463 - acc: 0.8576     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3493 - acc: 0.8560     
Epoch 6/10
1024/7200 [===>..........................] - ETA: 0s - loss: 0.3204 - acc: 0.8740Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3431 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3427 - acc: 0.8626     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3432 - acc: 0.8608     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8589     
Epoch 8/10
6336/7200 [=========================>....] - ETA: 0s - loss: 0.3383 - acc: 0.8597
7200/7200 [==============================] - 0s - loss: 0.3411 - acc: 0.8594     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3406 - acc: 0.8613     
Epoch 10/10
5760/7200 [=======================>......] - ETA: 0s - loss: 0.3400 - acc: 0.8616Epoch 1/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8611     6
7200/7200 [==============================] - 4s - loss: 0.4816 - acc: 0.7967     
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3917 - acc: 0.8368     
Epoch 3/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3589 - acc: 0.8529
7200/7200 [==============================] - 0s - loss: 0.3600 - acc: 0.8533     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3540 - acc: 0.8543     
Epoch 5/10
 640/7200 [=>............................] - ETA: 0s - loss: 0.3366 - acc: 0.8547Epoch 1/10
800/800 [==============================] - 3s      s - loss: 0.3521 - acc: 0.857
7200/7200 [==============================] - 0s - loss: 0.3495 - acc: 0.8579     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3459 - acc: 0.8592     
3264/7200 [============>.................] - ETA: 5s - loss: 0.5601 - acc: 0.7558Epoch 7/10
7104/7200 [============================>.] - ETA: 0s - loss: 0.4923 - acc: 0.7859Epoch 1/10
7200/7200 [==============================] - 4s - loss: 0.4909 - acc: 0.7864     
3648/7200 [==============>...............] - ETA: 0s - loss: 0.3491 - acc: 0.8566Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3438 - acc: 0.8600     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3901 - acc: 0.8381     
Epoch 3/10
3392/7200 [=============>................] - ETA: 0s - loss: 0.3562 - acc: 0.8538
Epoch 9/10
3904/7200 [===============>..............] - ETA: 0s - loss: 0.3278 - acc: 0.8653
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3363 - acc: 0.8603     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3466 - acc: 0.8562     
 576/7200 [=>............................] - ETA: 43s - loss: 0.6596 - acc: 0.7292 Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3365 - acc: 0.8606     
7200/7200 [==============================] - 4s - loss: 0.4757 - acc: 0.7989     

Epoch 6/10
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3429 - acc: 0.8576     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3945 - acc: 0.8386     
Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3430 - acc: 0.8603     
Epoch 8/10
5248/7200 [====================>.........] - ETA: 1s - loss: 0.4997 - acc: 0.7889
Epoch 4/10
1536/7200 [=====>........................] - ETA: 0s - loss: 0.3524 - acc: 0.8548
Epoch 2/10
7200/7200 [==============================] - 0s - loss: 0.3395 - acc: 0.8608     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3473 - acc: 0.8547     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3995 - acc: 0.8363     
2048/7200 [=======>......................] - ETA: 0s - loss: 0.3356 - acc: 0.8599Epoch 3/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8601     
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8626     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3662 - acc: 0.8482     
Epoch 4/10
7200/7200 [==============================] - 0s - loss: 0.3405 - acc: 0.8590     
Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3356 - acc: 0.8622     
7200/7200 [==============================] - 0s - loss: 0.3539 - acc: 0.8535     
Epoch 5/10
7200/7200 [==============================] - 0s - loss: 0.3392 - acc: 0.8618     
Epoch 8/10
2560/7200 [=========>....................] - ETA: 0s - loss: 0.3566 - acc: 0.8527
Epoch 6/10
7200/7200 [==============================] - 0s - loss: 0.3340 - acc: 0.8618     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3477 - acc: 0.8551     
3264/7200 [============>.................] - ETA: 0s - loss: 0.3229 - acc: 0.8652Epoch 7/10
7200/7200 [==============================] - 0s - loss: 0.3348 - acc: 0.8617     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3454 - acc: 0.8600     
Epoch 8/10
7200/7200 [==============================] - 0s - loss: 0.3337 - acc: 0.8640     
7200/7200 [==============================] - 0s - loss: 0.3417 - acc: 0.8614     
Epoch 9/10
7200/7200 [==============================] - 0s - loss: 0.3423 - acc: 0.8611     
Epoch 10/10
7200/7200 [==============================] - 0s - loss: 0.3397 - acc: 0.8624     
6016/7200 [========================>.....] - ETA: 0sEpoch 1/10
8000/8000 [==============================] - 0s - loss: 0.4466 - acc: 0.8127     
Epoch 2/10
8000/8000 [==============================] - 0s - loss: 0.3750 - acc: 0.8464     
Epoch 3/10
8000/8000 [==============================] - 0s - loss: 0.3584 - acc: 0.8529     
Epoch 4/10
8000/8000 [==============================] - 0s - loss: 0.3545 - acc: 0.8582     
Epoch 5/10
8000/8000 [==============================] - 0s - loss: 0.3475 - acc: 0.8575     
Epoch 6/10
8000/8000 [==============================] - 0s - loss: 0.3499 - acc: 0.8573     
Epoch 7/10
8000/8000 [==============================] - 0s - loss: 0.3451 - acc: 0.8579     
Epoch 8/10
8000/8000 [==============================] - 0s - loss: 0.3457 - acc: 0.8567     
Epoch 9/10
8000/8000 [==============================] - 0s - loss: 0.3453 - acc: 0.8589     
Epoch 10/10
8000/8000 [==============================] - 0s - loss: 0.3437 - acc: 0.8610     
used: 2993.89 s
In [11]:
best_parameters
Out[11]:
{'P': 0.1,
 'batch_size': 16,
 'h1': 48,
 'h2': 12,
 'nb_epoch': 100,
 'opt': 'adam'}
In [12]:
best_accuracy
Out[12]:
0.86375000000000002
In [13]:
# GridSearchCV?
In [14]:
eclipse
Out[14]:
2993.88751912117
In [15]:
from time import ctime
with open('result_6.txt', 'w+') as fl:
    fl.write(str(best_parameters)+'\n')
    fl.write(str(best_accuracy)+'\n')
    fl.write(str(eclipse)+'\n')
    fl.write(str(ctime())+'\n')
In [23]:
cls = build_classifier('adam', 0.1, 48, 12)
cls.summary()
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_4 (Dense)              (None, 48)                576       
_________________________________________________________________
dropout_3 (Dropout)          (None, 48)                0         
_________________________________________________________________
dense_5 (Dense)              (None, 12)                588       
_________________________________________________________________
dropout_4 (Dropout)          (None, 12)                0         
_________________________________________________________________
dense_6 (Dense)              (None, 1)                 13        
=================================================================
Total params: 1,177
Trainable params: 1,177
Non-trainable params: 0
_________________________________________________________________
In [24]:
from time import time, ctime
start = time()
# fitting ANN with training set
cls.fit(X_train, y_train, batch_size=16, epochs=100)
eclipse = time()-start
print ctime()
eclipse
Epoch 1/100
8000/8000 [==============================] - 0s - loss: 0.4359 - acc: 0.7960     
Epoch 2/100
8000/8000 [==============================] - 0s - loss: 0.3912 - acc: 0.8247     
Epoch 3/100
8000/8000 [==============================] - 0s - loss: 0.3680 - acc: 0.8490     
Epoch 4/100
8000/8000 [==============================] - 0s - loss: 0.3604 - acc: 0.8538     
Epoch 5/100
8000/8000 [==============================] - 0s - loss: 0.3552 - acc: 0.8550     
Epoch 6/100
8000/8000 [==============================] - 0s - loss: 0.3489 - acc: 0.8594     
Epoch 7/100
8000/8000 [==============================] - 0s - loss: 0.3504 - acc: 0.8596     
Epoch 8/100
8000/8000 [==============================] - 0s - loss: 0.3454 - acc: 0.8620     
Epoch 9/100
8000/8000 [==============================] - 0s - loss: 0.3479 - acc: 0.8564     
Epoch 10/100
8000/8000 [==============================] - 0s - loss: 0.3452 - acc: 0.8576     
Epoch 11/100
8000/8000 [==============================] - 0s - loss: 0.3424 - acc: 0.8582     
Epoch 12/100
8000/8000 [==============================] - 0s - loss: 0.3415 - acc: 0.8623     
Epoch 13/100
8000/8000 [==============================] - 0s - loss: 0.3424 - acc: 0.8615     
Epoch 14/100
8000/8000 [==============================] - 0s - loss: 0.3385 - acc: 0.8604     
Epoch 15/100
8000/8000 [==============================] - 0s - loss: 0.3411 - acc: 0.8606     
Epoch 16/100
8000/8000 [==============================] - 0s - loss: 0.3384 - acc: 0.8594     
Epoch 17/100
8000/8000 [==============================] - 0s - loss: 0.3363 - acc: 0.8626     
Epoch 18/100
8000/8000 [==============================] - 0s - loss: 0.3400 - acc: 0.8615     
Epoch 19/100
8000/8000 [==============================] - 0s - loss: 0.3398 - acc: 0.8617     
Epoch 20/100
8000/8000 [==============================] - 0s - loss: 0.3371 - acc: 0.8635     
Epoch 21/100
8000/8000 [==============================] - 0s - loss: 0.3380 - acc: 0.8612     
Epoch 22/100
8000/8000 [==============================] - 0s - loss: 0.3359 - acc: 0.8628     
Epoch 23/100
8000/8000 [==============================] - 0s - loss: 0.3358 - acc: 0.8630     
Epoch 24/100
8000/8000 [==============================] - 0s - loss: 0.3353 - acc: 0.8632     
Epoch 25/100
8000/8000 [==============================] - 0s - loss: 0.3331 - acc: 0.8629     
Epoch 26/100
8000/8000 [==============================] - 0s - loss: 0.3340 - acc: 0.8634     
Epoch 27/100
8000/8000 [==============================] - 0s - loss: 0.3314 - acc: 0.8619     
Epoch 28/100
8000/8000 [==============================] - 0s - loss: 0.3333 - acc: 0.8645     
Epoch 29/100
8000/8000 [==============================] - 0s - loss: 0.3315 - acc: 0.8665     
Epoch 30/100
8000/8000 [==============================] - 0s - loss: 0.3330 - acc: 0.8643     
Epoch 31/100
8000/8000 [==============================] - 0s - loss: 0.3339 - acc: 0.8659     
Epoch 32/100
8000/8000 [==============================] - 0s - loss: 0.3297 - acc: 0.8674     
Epoch 33/100
8000/8000 [==============================] - 0s - loss: 0.3313 - acc: 0.8648     
Epoch 34/100
8000/8000 [==============================] - 0s - loss: 0.3300 - acc: 0.8651     
Epoch 35/100
8000/8000 [==============================] - 0s - loss: 0.3309 - acc: 0.8678     
Epoch 36/100
8000/8000 [==============================] - 0s - loss: 0.3304 - acc: 0.8652     
Epoch 37/100
8000/8000 [==============================] - 0s - loss: 0.3321 - acc: 0.8636     
Epoch 38/100
8000/8000 [==============================] - 0s - loss: 0.3323 - acc: 0.8654     
Epoch 39/100
8000/8000 [==============================] - 0s - loss: 0.3306 - acc: 0.8648     
Epoch 40/100
8000/8000 [==============================] - 0s - loss: 0.3297 - acc: 0.8644     
Epoch 41/100
8000/8000 [==============================] - 0s - loss: 0.3284 - acc: 0.8648     
Epoch 42/100
8000/8000 [==============================] - 0s - loss: 0.3281 - acc: 0.8674     
Epoch 43/100
8000/8000 [==============================] - 0s - loss: 0.3260 - acc: 0.8658     
Epoch 44/100
8000/8000 [==============================] - 0s - loss: 0.3250 - acc: 0.8681     
Epoch 45/100
8000/8000 [==============================] - 0s - loss: 0.3234 - acc: 0.8684     
Epoch 46/100
8000/8000 [==============================] - 0s - loss: 0.3297 - acc: 0.8673     
Epoch 47/100
8000/8000 [==============================] - 0s - loss: 0.3257 - acc: 0.8664     
Epoch 48/100
8000/8000 [==============================] - 0s - loss: 0.3286 - acc: 0.8673     
Epoch 49/100
8000/8000 [==============================] - 0s - loss: 0.3229 - acc: 0.8682     
Epoch 50/100
8000/8000 [==============================] - 0s - loss: 0.3253 - acc: 0.8665     
Epoch 51/100
8000/8000 [==============================] - 0s - loss: 0.3225 - acc: 0.8690     
Epoch 52/100
8000/8000 [==============================] - 0s - loss: 0.3254 - acc: 0.8662     
Epoch 53/100
8000/8000 [==============================] - 0s - loss: 0.3235 - acc: 0.8695     
Epoch 54/100
8000/8000 [==============================] - 0s - loss: 0.3245 - acc: 0.8685     
Epoch 55/100
8000/8000 [==============================] - 0s - loss: 0.3238 - acc: 0.8669     
Epoch 56/100
8000/8000 [==============================] - 0s - loss: 0.3264 - acc: 0.8686     
Epoch 57/100
8000/8000 [==============================] - 0s - loss: 0.3226 - acc: 0.8666     
Epoch 58/100
8000/8000 [==============================] - 0s - loss: 0.3202 - acc: 0.8674     
Epoch 59/100
8000/8000 [==============================] - 0s - loss: 0.3196 - acc: 0.8690     
Epoch 60/100
8000/8000 [==============================] - 0s - loss: 0.3222 - acc: 0.8687     
Epoch 61/100
8000/8000 [==============================] - 0s - loss: 0.3243 - acc: 0.8679     
Epoch 62/100
8000/8000 [==============================] - 0s - loss: 0.3269 - acc: 0.8695     
Epoch 63/100
8000/8000 [==============================] - 0s - loss: 0.3234 - acc: 0.8674     
Epoch 64/100
8000/8000 [==============================] - 0s - loss: 0.3191 - acc: 0.8705     
Epoch 65/100
8000/8000 [==============================] - 0s - loss: 0.3200 - acc: 0.8701     
Epoch 66/100
8000/8000 [==============================] - 0s - loss: 0.3199 - acc: 0.8715     
Epoch 67/100
8000/8000 [==============================] - 0s - loss: 0.3204 - acc: 0.8690     
Epoch 68/100
8000/8000 [==============================] - 0s - loss: 0.3202 - acc: 0.8712     
Epoch 69/100
8000/8000 [==============================] - 0s - loss: 0.3182 - acc: 0.8705     
Epoch 70/100
8000/8000 [==============================] - 0s - loss: 0.3175 - acc: 0.8698     
Epoch 71/100
8000/8000 [==============================] - 0s - loss: 0.3227 - acc: 0.8662     
Epoch 72/100
8000/8000 [==============================] - 0s - loss: 0.3209 - acc: 0.8701     
Epoch 73/100
8000/8000 [==============================] - 0s - loss: 0.3163 - acc: 0.8708     
Epoch 74/100
8000/8000 [==============================] - 0s - loss: 0.3190 - acc: 0.8700     
Epoch 75/100
8000/8000 [==============================] - 0s - loss: 0.3188 - acc: 0.8704     
Epoch 76/100
8000/8000 [==============================] - 0s - loss: 0.3173 - acc: 0.8709     
Epoch 77/100
8000/8000 [==============================] - 0s - loss: 0.3192 - acc: 0.8693     
Epoch 78/100
8000/8000 [==============================] - 0s - loss: 0.3186 - acc: 0.8693     
Epoch 79/100
8000/8000 [==============================] - 0s - loss: 0.3187 - acc: 0.8706     
Epoch 80/100
8000/8000 [==============================] - 0s - loss: 0.3162 - acc: 0.8699     
Epoch 81/100
8000/8000 [==============================] - 0s - loss: 0.3192 - acc: 0.8721     
Epoch 82/100
8000/8000 [==============================] - 0s - loss: 0.3175 - acc: 0.8722     
Epoch 83/100
8000/8000 [==============================] - 0s - loss: 0.3200 - acc: 0.8705     
Epoch 84/100
8000/8000 [==============================] - 0s - loss: 0.3169 - acc: 0.8705     
Epoch 85/100
8000/8000 [==============================] - 0s - loss: 0.3153 - acc: 0.8715     
Epoch 86/100
8000/8000 [==============================] - 0s - loss: 0.3147 - acc: 0.8709     
Epoch 87/100
8000/8000 [==============================] - 0s - loss: 0.3156 - acc: 0.8696     
Epoch 88/100
8000/8000 [==============================] - 0s - loss: 0.3167 - acc: 0.8728     
Epoch 89/100
8000/8000 [==============================] - 0s - loss: 0.3169 - acc: 0.8721     
Epoch 90/100
8000/8000 [==============================] - 0s - loss: 0.3169 - acc: 0.8746     
Epoch 91/100
8000/8000 [==============================] - 0s - loss: 0.3164 - acc: 0.8719     
Epoch 92/100
8000/8000 [==============================] - 0s - loss: 0.3127 - acc: 0.8715     
Epoch 93/100
8000/8000 [==============================] - 0s - loss: 0.3135 - acc: 0.8732     
Epoch 94/100
8000/8000 [==============================] - 0s - loss: 0.3145 - acc: 0.8708     
Epoch 95/100
8000/8000 [==============================] - 0s - loss: 0.3164 - acc: 0.8718     
Epoch 96/100
8000/8000 [==============================] - 0s - loss: 0.3118 - acc: 0.8756     
Epoch 97/100
8000/8000 [==============================] - 0s - loss: 0.3159 - acc: 0.8718     
Epoch 98/100
8000/8000 [==============================] - 0s - loss: 0.3149 - acc: 0.8741     
Epoch 99/100
8000/8000 [==============================] - 0s - loss: 0.3110 - acc: 0.8745     
Epoch 100/100
8000/8000 [==============================] - 0s - loss: 0.3137 - acc: 0.8706     
Wed Oct 25 17:14:08 2017
Out[24]:
52.89596676826477
In [25]:
from sklearn.metrics import accuracy_score
accuracy_score(y_test, cls.predict(X_test)>0.5)
Out[25]:
0.85499999999999998
In [19]:
# if __name__ == "__main__":
#     from time import time
#     start=time()
#     accuracies = cross_val_score(estimator = classifier, X=X_train, y=y_train, cv=10, n_jobs=-1)
#     eclipse = time()-start
#     print 'used: {:.2f} s'.format(eclipse)
In [20]:
# accuracies
In [21]:
# accuracies.mean()
In [22]:
# accuracies.std()

Predicting a single new observation