 BANK CUSTOMER CHURN PREDICTION

Customer churn  can be defined as the customer terminates any relationship with a company that provides services either online or offline. Churn prediction can be referred to as the prediction of customers who are likely to cancel a subscription, product or service.

:::::Importing following libraries:::::

Pandas:: For the data manipulation and analysis.

Matplotlib:: For the data visualization.

Keras:: For building the neural network built on the Tensorflow backend.

Warning:: For dealing with the warnings coming while execution of the lines of code.

```python
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
import warnings
warnings.filterwarnings('ignore')
from sklearn.preprocessing import LabelEncoder, OneHotEncoder
import keras
from keras.models import Sequential
from keras.layers import Dense
from keras.layers import Dropout
```

    Using TensorFlow backend.

::::: Importing dataset:::::

The data is imported using the pandas (alias name pd) pre-defined function read_csv() as our data file format is csv (comma-seprated values) in the dataset variable.

```python
dataset = pd.read_csv('Churn_Modelling.csv')
```

:::::The snapshot of the imported data:::::

As the dataset variable of DATA_FRAME type so we can use the head() function to show the top 5 rows/tuples of the whole dataset.

:::::The featuers and Class_Label of the data:::::

RowNumber: The index number of the row.

CusomerId: The customer ID.

Surname: The last name of the customer.

CreditScore: The credit score given by the bank.

Geography: Country that customer belongs.\begin{equation}
Geography \: \: \epsilon \: \:  R^{\{France,Germany,Spain\}}
\end{equation}

Gender: The gender of the customer. \begin{equation}
Gender \: \: \epsilon \: \:  R^{\{Male\:,\:Female\}}
\end{equation}

Age:The age of the customer.

Tenure:Number of years customer is with the bank.

Balance:The current balance of the account.

NumOfProducts:The number of the products taken by the customer.\begin{equation}
NumOfProducts \: \: \epsilon \: \:  R^{\{1\:,\:2\:,\:3\:,\:4\:\}}
\end{equation}

HasCrCard: Is customer owing a credit card or not. \begin{equation}
HasCrCard \: \: \epsilon \: \:  R^{\{\:0\: = \:No\:,\: 1\: =\: Yes\:\}}
\end{equation}

IsActiveMember:Is customer is active or not.\begin{equation}
IsActiveMember \: \: \epsilon \: \:  R^{\{\:0\: = \:No\:,\: 1\: =\: Yes\:\}}
\end{equation}

EstimatedSalary:The annual salary of the customers.

Exited:The CLASS LABEL whether customer still with bank or not.\begin{equation}
Exited \: \: \epsilon \: \:  R^{\{\:0\: = \:No\:,\: 1\: =\: Yes\:\}}
\end{equation}

```python
dataset.head()
```

      RowNumber
      CustomerId
      Surname
      CreditScore
      Geography
      Gender
      Age
      Tenure
      Balance
      NumOfProducts
      HasCrCard
      IsActiveMember
      EstimatedSalary
      Exited

      0
      1
      15634602
      Hargrave
      619
      France
      Female
      42
      2
      0.00
      1
      1
      1
      101348.88
      1

      1
      2
      15647311
      Hill
      608
      Spain
      Female
      41
      1
      83807.86
      1
      0
      1
      112542.58
      0

      2
      3
      15619304
      Onio
      502
      France
      Female
      42
      8
      159660.80
      3
      1
      0
      113931.57
      1

      3
      4
      15701354
      Boni
      699
      France
      Female
      39
      1
      0.00
      2
      0
      0
      93826.63
      0

      4
      5
      15737888
      Mitchell
      850
      Spain
      Female
      43
      2
      125510.82
      1
      1
      1
      79084.10
      0

:::::Dropping the unsignificant featuers:::::

The function dataset_name.drop(["LIST_OF_FEATUERS"], axis = 0/1) will drop the columns (when axis=1) and rows (when axis=0).

The data divison into the dataset featuers and class label.

```python
X = dataset.iloc[:, 3:13].values
```

```python
y = dataset.iloc[:, 13].values
```

```python
print(X[1])
print(y)
```

    [608 'Spain' 'Female' 41 1 83807.86 1 0 1 112542.58]
    [1 0 1 ... 1 1 0]

:::::The shape of the feature dataset:::::

```python
X.shape
```

    (10000, 10)

:::::The shape of the class label dataset:::::

```python
y.shape
```

    (10000,)

:::::The conversion of the categorical features into numerical using the One-Hot coding Technique.:::::

The conversion of the categorical featuers into numerical featuers using the one-hot encoding technique in which each unique value in the feature will be converted into a seperate column.

```python
labelencoder_X_1 = LabelEncoder()
```

```python
X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])
```

```python
labelencoder_X_2 = LabelEncoder()
```

```python
X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])
```

```python
onehotencoder = OneHotEncoder(categorical_features = [1])
X = onehotencoder.fit_transform(X).toarray()
X = X[:, 1:]
```

    C:\Users\ARPIT\Anaconda3\lib\site-packages\sklearn\preprocessing\_encoders.py:451: DeprecationWarning: The 'categorical_features' keyword is deprecated in version 0.20 and will be removed in 0.22. You can use the ColumnTransformer instead.
      "use the ColumnTransformer instead.", DeprecationWarning)

```python
X[1]
```

    array([0.0000000e+00, 1.0000000e+00, 6.0800000e+02, 0.0000000e+00,
           4.1000000e+01, 1.0000000e+00, 8.3807860e+04, 1.0000000e+00,
           0.0000000e+00, 1.0000000e+00, 1.1254258e+05])

<h3<:::::The data division into training and testing:::::

The data is divided into training and testing into 80-20 ratio.

```python
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)
```

```python
X_train[1:5]
```

    array([[1.0000000e+00, 0.0000000e+00, 4.2700000e+02, 1.0000000e+00,
            4.2000000e+01, 1.0000000e+00, 7.5681520e+04, 1.0000000e+00,
            1.0000000e+00, 1.0000000e+00, 5.7098000e+04],
           [0.0000000e+00, 0.0000000e+00, 5.3500000e+02, 0.0000000e+00,
            2.9000000e+01, 2.0000000e+00, 1.1236734e+05, 1.0000000e+00,
            1.0000000e+00, 0.0000000e+00, 1.8563076e+05],
           [0.0000000e+00, 1.0000000e+00, 6.5400000e+02, 1.0000000e+00,
            4.0000000e+01, 5.0000000e+00, 1.0568363e+05, 1.0000000e+00,
            1.0000000e+00, 0.0000000e+00, 1.7361709e+05],
           [0.0000000e+00, 1.0000000e+00, 8.5000000e+02, 0.0000000e+00,
            5.7000000e+01, 8.0000000e+00, 1.2677630e+05, 2.0000000e+00,
            1.0000000e+00, 1.0000000e+00, 1.3229849e+05]])

```python
y_train[1:5]
```

    array([0, 0, 0, 0], dtype=int64)

```python
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
```

::::: The Keras Sequential Model:::::

The Sequential model is a linear stack of layers.

```python
classifier = Sequential()
```

::::: Initializing the weights and bias for the neural network model:::::

We have taken the initial vector values from normal/gaussian distribution (mean = 0 and standard deviation = 0.05) for the neural network weights and bias.

```python
initializers = keras.initializers.RandomNormal(mean=0.0, stddev=1.0, seed=None)
```

:::::The Input Layer:::::

The Neurons: 11

The weight matrix initial value: Normal Distribution

The Bias initial values: Normal Distribution

Activation Function: Rectified Linear Unit (ReLU)

```python
classifier.add(Dense(units = 11, kernel_initializer=initializers ,bias_initializer=initializers, activation = 'relu'))
```

```python
classifier.add(Dropout(0.5))
```

:::::The Hidden Layer (L1):::::

Neurons: 8

The weight matrix initial value: Normal Distribution

The Bias initial values: Normal Distribution

Activation Function: Rectified Linear Unit (ReLU)

```python
classifier.add(Dense( units = 8, kernel_initializer=initializers ,bias_initializer=initializers, activation = 'relu'))
```

:::::The Hidden Layer (L2):::::

Neurons: 6

The weight matrix initial value: Normal Distribution

The Bias initial values: Normal Distribution

Activation Function: Rectified Linear Unit (ReLU)

```python
classifier.add(Dense(units = 6, kernel_initializer=initializers ,bias_initializer=initializers, activation = 'relu'))
```

:::::The Hidden Layer (L3):::::

Neurons: 4

The weight matrix initial value: Normal Distribution

The Bias initial values: Normal Distribution

Activation Function: Rectified Linear Unit (ReLU)

```python
classifier.add(Dense(units = 4, kernel_initializer=initializers ,bias_initializer=initializers, activation = 'relu'))
```

:::::The Output Layer:::::

Neurons: 1

The weight matrix initial value: Normal Distribution

The Bias initial values: Normal Distribution

Activation Function: Sigmoid

```python
classifier.add(Dense(units = 1, kernel_initializer=initializers ,bias_initializer=initializers, activation = 'sigmoid'))
```

:::::The Weight's Optimizer:::::

 Adam is an optimization algorithm that can used instead of the classical stochastic gradient descent procedure to update network weights iterative based in training data.

 The method computes individual adaptive learning rates for different parameters from estimates of first and second moments of the gradients.

Learning Rate (0.001): The proportion that weights are updated (e.g. 0.001). Larger values (e.g. 0.3) results in faster initial learning before the rate is updated. Smaller values (e.g. 1.0E-5) slow learning right down during training

beta_1(0.9): The exponential decay rate for the first moment estimates (e.g. 0.9).

beta_2(0.999): The exponential decay rate for the second-moment estimates (e.g. 0.999). This value should be set close to 1.0 on problems with a sparse gradient (e.g. NLP and computer vision problems).

```python
opti = keras.optimizers.Adam(lr = 0.0001, beta_1 = 0.9, beta_2 = 0.999, amsgrad=False)
```

:::::The Fiting Of The Neural Network:::::

This method of the keras library will fit the all the layers of the neural network.

Optimizer: Adam Optimizer

Loss Function: Binary Cross Entropy

Metrics: Accuracy

```python
classifier.compile(optimizer = opti, loss = 'binary_crossentropy', metrics = ['accuracy'])
```

:::::Training of the Neural Network

The Batch Size: 128

Number of Epochs:10000

```python
history = classifier.fit(X_train, y_train, validation_split=0.10, batch_size = 32, epochs = 10000)
```

    Train on 7200 samples, validate on 800 samples
    Epoch 1/10000
    7200/7200 [==============================] - 3s 393us/step - loss: 0.3738 - acc: 0.8458 - val_loss: 0.3689 - val_acc: 0.8200
    Epoch 2/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3704 - acc: 0.8457 - val_loss: 0.3696 - val_acc: 0.8213
    Epoch 3/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3732 - acc: 0.8431 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 4/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3651 - acc: 0.8451 - val_loss: 0.3702 - val_acc: 0.8187
    Epoch 5/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3729 - acc: 0.8433 - val_loss: 0.3708 - val_acc: 0.8187
    Epoch 6/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3743 - acc: 0.8431 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 7/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3741 - acc: 0.8488 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 8/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3724 - acc: 0.8457 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 9/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3674 - acc: 0.8475 - val_loss: 0.3699 - val_acc: 0.8187
    Epoch 10/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3711 - acc: 0.8467 - val_loss: 0.3700 - val_acc: 0.8187
    Epoch 11/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3707 - acc: 0.8446 - val_loss: 0.3706 - val_acc: 0.8187
    Epoch 12/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8465 - val_loss: 0.3694 - val_acc: 0.8200
    Epoch 13/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8478 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 14/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8483 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 15/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3728 - acc: 0.8482 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 16/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8442 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 17/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3669 - acc: 0.8490 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 18/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8482 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 19/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3662 - acc: 0.8497 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 20/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3728 - acc: 0.8472 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 21/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8478 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 22/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3721 - acc: 0.8456 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 23/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8462 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 24/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3739 - acc: 0.8432 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 25/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3698 - acc: 0.8483 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 26/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3729 - acc: 0.8460 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 27/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3680 - acc: 0.8511 - val_loss: 0.3697 - val_acc: 0.8213
    Epoch 28/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8474 - val_loss: 0.3705 - val_acc: 0.8187
    Epoch 29/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8476 - val_loss: 0.3703 - val_acc: 0.8187
    Epoch 30/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3741 - acc: 0.8451 - val_loss: 0.3712 - val_acc: 0.8187
    Epoch 31/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3676 - acc: 0.8460 - val_loss: 0.3707 - val_acc: 0.8187
    Epoch 32/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3724 - acc: 0.8454 - val_loss: 0.3704 - val_acc: 0.8187
    Epoch 33/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3679 - acc: 0.8500 - val_loss: 0.3701 - val_acc: 0.8187
    Epoch 34/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8493 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 35/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3712 - acc: 0.8458 - val_loss: 0.3710 - val_acc: 0.8187
    Epoch 36/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8504 - val_loss: 0.3697 - val_acc: 0.8237
    Epoch 37/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3732 - acc: 0.8446 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 38/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8485 - val_loss: 0.3688 - val_acc: 0.8250
    Epoch 39/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8471 - val_loss: 0.3694 - val_acc: 0.8237
    Epoch 40/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3661 - acc: 0.8521 - val_loss: 0.3692 - val_acc: 0.8237
    Epoch 41/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8464 - val_loss: 0.3695 - val_acc: 0.8225
    Epoch 42/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3650 - acc: 0.8522 - val_loss: 0.3688 - val_acc: 0.8237
    Epoch 43/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8478 - val_loss: 0.3698 - val_acc: 0.8237
    Epoch 44/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8468 - val_loss: 0.3696 - val_acc: 0.8213
    Epoch 45/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8499 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 46/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8444 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 47/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3720 - acc: 0.8478 - val_loss: 0.3704 - val_acc: 0.8213
    Epoch 48/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3723 - acc: 0.8469 - val_loss: 0.3696 - val_acc: 0.8237
    Epoch 49/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3746 - acc: 0.8451 - val_loss: 0.3700 - val_acc: 0.8250
    Epoch 50/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3673 - acc: 0.8494 - val_loss: 0.3692 - val_acc: 0.8250
    Epoch 51/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3632 - acc: 0.8486 - val_loss: 0.3692 - val_acc: 0.8237
    Epoch 52/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3676 - acc: 0.8482 - val_loss: 0.3687 - val_acc: 0.8263
    Epoch 53/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3691 - val_acc: 0.8250
    Epoch 54/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3734 - acc: 0.8432 - val_loss: 0.3700 - val_acc: 0.8250
    Epoch 55/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3660 - acc: 0.8500 - val_loss: 0.3697 - val_acc: 0.8225
    Epoch 56/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3699 - acc: 0.8474 - val_loss: 0.3695 - val_acc: 0.8225
    Epoch 57/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8476 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 58/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8440 - val_loss: 0.3687 - val_acc: 0.8237
    Epoch 59/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3724 - acc: 0.8461 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 60/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3678 - acc: 0.8472 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 61/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3640 - acc: 0.8504 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 62/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3696 - acc: 0.8444 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 63/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3687 - acc: 0.8501 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 64/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8468 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 65/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3660 - acc: 0.8483 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 66/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8478 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 67/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3680 - acc: 0.8468 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 68/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3720 - acc: 0.8435 - val_loss: 0.3697 - val_acc: 0.8187
    Epoch 69/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3719 - acc: 0.8485 - val_loss: 0.3687 - val_acc: 0.8237
    Epoch 70/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3702 - acc: 0.8457 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 71/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3692 - acc: 0.8486 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 72/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3720 - acc: 0.8482 - val_loss: 0.3697 - val_acc: 0.8187
    Epoch 73/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3740 - acc: 0.8469 - val_loss: 0.3696 - val_acc: 0.8237
    Epoch 74/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3725 - acc: 0.8458 - val_loss: 0.3710 - val_acc: 0.8187
    Epoch 75/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3701 - acc: 0.8450 - val_loss: 0.3710 - val_acc: 0.8187
    Epoch 76/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3653 - acc: 0.8483 - val_loss: 0.3700 - val_acc: 0.8187
    Epoch 77/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3710 - acc: 0.8475 - val_loss: 0.3690 - val_acc: 0.8237
    Epoch 78/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3692 - acc: 0.8451 - val_loss: 0.3690 - val_acc: 0.8250
    Epoch 79/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8444 - val_loss: 0.3688 - val_acc: 0.8237
    Epoch 80/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8468 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 81/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3665 - acc: 0.8515 - val_loss: 0.3688 - val_acc: 0.8225
    Epoch 82/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3663 - acc: 0.8496 - val_loss: 0.3692 - val_acc: 0.8213
    Epoch 83/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3692 - acc: 0.8482 - val_loss: 0.3691 - val_acc: 0.8237
    Epoch 84/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3651 - acc: 0.8514 - val_loss: 0.3695 - val_acc: 0.8237
    Epoch 85/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8488 - val_loss: 0.3699 - val_acc: 0.8213
    Epoch 86/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8467 - val_loss: 0.3698 - val_acc: 0.8213
    Epoch 87/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3695 - acc: 0.8456 - val_loss: 0.3696 - val_acc: 0.8213
    Epoch 88/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8482 - val_loss: 0.3704 - val_acc: 0.8187
    Epoch 89/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3706 - acc: 0.8451 - val_loss: 0.3696 - val_acc: 0.8187
    Epoch 90/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3701 - acc: 0.8468 - val_loss: 0.3699 - val_acc: 0.8187
    Epoch 91/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8469 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 92/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3683 - acc: 0.8506 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 93/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3687 - acc: 0.8476 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 94/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3668 - acc: 0.8482 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 95/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8472 - val_loss: 0.3693 - val_acc: 0.8200
    Epoch 96/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3749 - acc: 0.8422 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 97/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3725 - acc: 0.8456 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 98/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3641 - acc: 0.8515 - val_loss: 0.3694 - val_acc: 0.8200
    Epoch 99/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3690 - acc: 0.8464 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 100/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3671 - acc: 0.8497 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 101/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3702 - acc: 0.8439 - val_loss: 0.3708 - val_acc: 0.8187
    Epoch 102/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8506 - val_loss: 0.3695 - val_acc: 0.8200
    Epoch 103/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8465 - val_loss: 0.3699 - val_acc: 0.8187
    Epoch 104/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3685 - acc: 0.8465 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 105/10000
    7200/7200 [==============================] - 1s 111us/step - loss: 0.3666 - acc: 0.8494 - val_loss: 0.3697 - val_acc: 0.8187
    Epoch 106/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3673 - acc: 0.8503 - val_loss: 0.3700 - val_acc: 0.8187
    Epoch 107/10000
    7200/7200 [==============================] - 1s 97us/step - loss: 0.3724 - acc: 0.8472 - val_loss: 0.3706 - val_acc: 0.8187
    Epoch 108/10000
    7200/7200 [==============================] - 1s 121us/step - loss: 0.3681 - acc: 0.8476 - val_loss: 0.3698 - val_acc: 0.8187
    Epoch 109/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8444 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 110/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3669 - acc: 0.8494 - val_loss: 0.3693 - val_acc: 0.8200
    Epoch 111/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3703 - acc: 0.8461 - val_loss: 0.3689 - val_acc: 0.8200
    Epoch 112/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8454 - val_loss: 0.3688 - val_acc: 0.8200
    Epoch 113/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3684 - acc: 0.8461 - val_loss: 0.3690 - val_acc: 0.8250
    Epoch 114/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3712 - acc: 0.8486 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 115/10000
    7200/7200 [==============================] - 1s 86us/step - loss: 0.3715 - acc: 0.8460 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 116/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3674 - acc: 0.8501 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 117/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3720 - acc: 0.8460 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 118/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3689 - acc: 0.8475 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 119/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3661 - acc: 0.8486 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 120/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3651 - acc: 0.8492 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 121/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3664 - acc: 0.8483 - val_loss: 0.3685 - val_acc: 0.8250
    Epoch 122/10000
    7200/7200 [==============================] - 1s 102us/step - loss: 0.3664 - acc: 0.8503 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 123/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3676 - acc: 0.8474 - val_loss: 0.3695 - val_acc: 0.8200
    Epoch 124/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3701 - acc: 0.8488 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 125/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3660 - acc: 0.8494 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 126/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8446 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 127/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3729 - acc: 0.8465 - val_loss: 0.3689 - val_acc: 0.8237
    Epoch 128/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3698 - acc: 0.8428 - val_loss: 0.3689 - val_acc: 0.8200
    Epoch 129/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8460 - val_loss: 0.3694 - val_acc: 0.8200
    Epoch 130/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8500 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 131/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3700 - acc: 0.8465 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 132/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8511 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 133/10000
    7200/7200 [==============================] - 1s 97us/step - loss: 0.3708 - acc: 0.8464 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 134/10000
    7200/7200 [==============================] - 1s 89us/step - loss: 0.3715 - acc: 0.8476 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 135/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3706 - acc: 0.8465 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 136/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3723 - acc: 0.8458 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 137/10000
    7200/7200 [==============================] - 1s 93us/step - loss: 0.3677 - acc: 0.8471 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 138/10000
    7200/7200 [==============================] - 1s 90us/step - loss: 0.3705 - acc: 0.8474 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 139/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3720 - acc: 0.8456 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 140/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3701 - acc: 0.8467 - val_loss: 0.3691 - val_acc: 0.8200
    Epoch 141/10000
    7200/7200 [==============================] - 1s 93us/step - loss: 0.3692 - acc: 0.8489 - val_loss: 0.3690 - val_acc: 0.8200
    Epoch 142/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3680 - acc: 0.8483 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 143/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3722 - acc: 0.8499 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 144/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3703 - acc: 0.8454 - val_loss: 0.3691 - val_acc: 0.8200
    Epoch 145/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3696 - acc: 0.8476 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 146/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8460 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 147/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3698 - acc: 0.8446 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 148/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8457 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 149/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8472 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 150/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3720 - acc: 0.8460 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 151/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3692 - acc: 0.8496 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 152/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3675 - acc: 0.8469 - val_loss: 0.3696 - val_acc: 0.8225
    Epoch 153/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3717 - acc: 0.8481 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 154/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3649 - acc: 0.8486 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 155/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3735 - acc: 0.8438 - val_loss: 0.3704 - val_acc: 0.8213
    Epoch 156/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3702 - acc: 0.8464 - val_loss: 0.3710 - val_acc: 0.8213
    Epoch 157/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3688 - acc: 0.8447 - val_loss: 0.3705 - val_acc: 0.8213
    Epoch 158/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3687 - acc: 0.8468 - val_loss: 0.3703 - val_acc: 0.8213
    Epoch 159/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3656 - acc: 0.8468 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 160/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3711 - acc: 0.8447 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 161/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3698 - acc: 0.8482 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 162/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3706 - acc: 0.8444 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 163/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8489 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 164/10000
    7200/7200 [==============================] - 1s 106us/step - loss: 0.3640 - acc: 0.8481 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 165/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3719 - acc: 0.8454 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 166/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3708 - acc: 0.8440 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 167/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3709 - acc: 0.8485 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 168/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3647 - acc: 0.8492 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 169/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3648 - acc: 0.8511 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 170/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3715 - acc: 0.8512 - val_loss: 0.3700 - val_acc: 0.8187
    Epoch 171/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3717 - acc: 0.8421 - val_loss: 0.3710 - val_acc: 0.8187
    Epoch 172/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3676 - acc: 0.8501 - val_loss: 0.3702 - val_acc: 0.8187
    Epoch 173/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3723 - acc: 0.8433 - val_loss: 0.3697 - val_acc: 0.8187
    Epoch 174/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8490 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 175/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8464 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 176/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3645 - acc: 0.8500 - val_loss: 0.3686 - val_acc: 0.8200
    Epoch 177/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3674 - acc: 0.8485 - val_loss: 0.3691 - val_acc: 0.8200
    Epoch 178/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3714 - acc: 0.8461 - val_loss: 0.3688 - val_acc: 0.8200
    Epoch 179/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8439 - val_loss: 0.3690 - val_acc: 0.8200
    Epoch 180/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3706 - acc: 0.8467 - val_loss: 0.3689 - val_acc: 0.8187
    Epoch 181/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3715 - acc: 0.8483 - val_loss: 0.3702 - val_acc: 0.8187
    Epoch 182/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8453 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 183/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3713 - acc: 0.8489 - val_loss: 0.3701 - val_acc: 0.8213
    Epoch 184/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3679 - acc: 0.8490 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 185/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3709 - acc: 0.8453 - val_loss: 0.3699 - val_acc: 0.8225
    Epoch 186/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3679 - acc: 0.8468 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 187/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3668 - acc: 0.8497 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 188/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3693 - acc: 0.8468 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 189/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3713 - acc: 0.8467 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 190/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3644 - acc: 0.8515 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 191/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3653 - acc: 0.8483 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 192/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3755 - acc: 0.8428 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 193/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3667 - acc: 0.8485 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 194/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3703 - acc: 0.8483 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 195/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3664 - acc: 0.8503 - val_loss: 0.3701 - val_acc: 0.8225
    Epoch 196/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3664 - acc: 0.8474 - val_loss: 0.3704 - val_acc: 0.8225
    Epoch 197/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3736 - acc: 0.8446 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 198/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3711 - acc: 0.8447 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 199/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3685 - acc: 0.8469 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 200/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8488 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 201/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8490 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 202/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3722 - acc: 0.8451 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 203/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8486 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 204/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3748 - acc: 0.8453 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 205/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3686 - acc: 0.8462 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 206/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3672 - acc: 0.8469 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 207/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3674 - acc: 0.8471 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 208/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3685 - acc: 0.8489 - val_loss: 0.3680 - val_acc: 0.8237
    Epoch 209/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3652 - acc: 0.8471 - val_loss: 0.3682 - val_acc: 0.8250
    Epoch 210/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3729 - acc: 0.8469 - val_loss: 0.3686 - val_acc: 0.8275
    Epoch 211/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3741 - acc: 0.8449 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 212/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3740 - acc: 0.8472 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 213/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3735 - acc: 0.8460 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 214/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3749 - acc: 0.8406 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 215/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3670 - acc: 0.8479 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 216/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3708 - acc: 0.8462 - val_loss: 0.3696 - val_acc: 0.8200
    Epoch 217/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3688 - acc: 0.8454 - val_loss: 0.3685 - val_acc: 0.8213
    Epoch 218/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3695 - acc: 0.8453 - val_loss: 0.3691 - val_acc: 0.8200
    Epoch 219/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8468 - val_loss: 0.3695 - val_acc: 0.8200
    Epoch 220/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3712 - acc: 0.8479 - val_loss: 0.3694 - val_acc: 0.8200
    Epoch 221/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3677 - val_acc: 0.8263
    Epoch 222/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3674 - acc: 0.8478 - val_loss: 0.3690 - val_acc: 0.8213
    Epoch 223/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3708 - acc: 0.8476 - val_loss: 0.3692 - val_acc: 0.8250
    Epoch 224/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8489 - val_loss: 0.3692 - val_acc: 0.8237
    Epoch 225/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3659 - acc: 0.8486 - val_loss: 0.3702 - val_acc: 0.8213
    Epoch 226/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3682 - acc: 0.8464 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 227/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3734 - acc: 0.8438 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 228/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8464 - val_loss: 0.3691 - val_acc: 0.8213
    Epoch 229/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3739 - acc: 0.8425 - val_loss: 0.3695 - val_acc: 0.8213
    Epoch 230/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3709 - acc: 0.8450 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 231/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3698 - acc: 0.8468 - val_loss: 0.3702 - val_acc: 0.8213
    Epoch 232/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3681 - acc: 0.8471 - val_loss: 0.3702 - val_acc: 0.8213
    Epoch 233/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3664 - acc: 0.8494 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 234/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3661 - acc: 0.8496 - val_loss: 0.3694 - val_acc: 0.8250
    Epoch 235/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3632 - acc: 0.8496 - val_loss: 0.3702 - val_acc: 0.8237
    Epoch 236/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3656 - acc: 0.8499 - val_loss: 0.3698 - val_acc: 0.8250
    Epoch 237/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3656 - acc: 0.8510 - val_loss: 0.3701 - val_acc: 0.8263
    Epoch 238/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3694 - acc: 0.8488 - val_loss: 0.3696 - val_acc: 0.8263
    Epoch 239/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3667 - acc: 0.8489 - val_loss: 0.3689 - val_acc: 0.8263
    Epoch 240/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3718 - acc: 0.8496 - val_loss: 0.3701 - val_acc: 0.8250
    Epoch 241/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3691 - acc: 0.8462 - val_loss: 0.3701 - val_acc: 0.8250
    Epoch 242/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3679 - acc: 0.8474 - val_loss: 0.3699 - val_acc: 0.8250
    Epoch 243/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3738 - acc: 0.8458 - val_loss: 0.3706 - val_acc: 0.8250
    Epoch 244/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3722 - acc: 0.8443 - val_loss: 0.3703 - val_acc: 0.8250
    Epoch 245/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3755 - acc: 0.8462 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 246/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3684 - acc: 0.8454 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 247/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3710 - acc: 0.8446 - val_loss: 0.3703 - val_acc: 0.8213
    Epoch 248/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3724 - acc: 0.8483 - val_loss: 0.3706 - val_acc: 0.8213
    Epoch 249/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3749 - acc: 0.8472 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 250/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8442 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 251/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3716 - acc: 0.8479 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 252/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8500 - val_loss: 0.3704 - val_acc: 0.8225
    Epoch 253/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3726 - acc: 0.8486 - val_loss: 0.3703 - val_acc: 0.8213
    Epoch 254/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8478 - val_loss: 0.3714 - val_acc: 0.8213
    Epoch 255/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3706 - acc: 0.8488 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 256/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8486 - val_loss: 0.3715 - val_acc: 0.8237
    Epoch 257/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3697 - acc: 0.8476 - val_loss: 0.3706 - val_acc: 0.8263
    Epoch 258/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3734 - acc: 0.8461 - val_loss: 0.3709 - val_acc: 0.8263
    Epoch 259/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8461 - val_loss: 0.3710 - val_acc: 0.8263
    Epoch 260/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3698 - acc: 0.8444 - val_loss: 0.3715 - val_acc: 0.8237
    Epoch 261/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8481 - val_loss: 0.3709 - val_acc: 0.8263
    Epoch 262/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3714 - acc: 0.8465 - val_loss: 0.3717 - val_acc: 0.8237
    Epoch 263/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8457 - val_loss: 0.3720 - val_acc: 0.8237
    Epoch 264/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8475 - val_loss: 0.3716 - val_acc: 0.8237
    Epoch 265/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8476 - val_loss: 0.3711 - val_acc: 0.8225
    Epoch 266/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3692 - acc: 0.8494 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 267/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8451 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 268/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3648 - acc: 0.8503 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 269/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3647 - acc: 0.8529 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 270/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3666 - acc: 0.8464 - val_loss: 0.3698 - val_acc: 0.8250
    Epoch 271/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3718 - acc: 0.8471 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 272/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3679 - acc: 0.8467 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 273/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3619 - acc: 0.8497 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 274/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3704 - acc: 0.8472 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 275/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3685 - acc: 0.8456 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 276/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3704 - acc: 0.8467 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 277/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3675 - acc: 0.8493 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 278/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3657 - acc: 0.8469 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 279/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3666 - acc: 0.8475 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 280/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3721 - acc: 0.8458 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 281/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3674 - acc: 0.8475 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 282/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3690 - acc: 0.8429 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 283/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3708 - acc: 0.8436 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 284/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3734 - acc: 0.8453 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 285/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3672 - acc: 0.8486 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 286/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3722 - acc: 0.8447 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 287/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3682 - acc: 0.8481 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 288/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3685 - acc: 0.8500 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 289/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8449 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 290/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3755 - acc: 0.8447 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 291/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3746 - acc: 0.8438 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 292/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3722 - acc: 0.8469 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 293/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3701 - acc: 0.8485 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 294/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3690 - acc: 0.8458 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 295/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8496 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 296/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3659 - acc: 0.8469 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 297/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3674 - acc: 0.8462 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 298/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3668 - acc: 0.8483 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 299/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3764 - acc: 0.8418 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 300/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3651 - acc: 0.8474 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 301/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3691 - acc: 0.8486 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 302/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3706 - acc: 0.8454 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 303/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3700 - acc: 0.8443 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 304/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3701 - acc: 0.8451 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 305/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3641 - acc: 0.8507 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 306/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8453 - val_loss: 0.3710 - val_acc: 0.8237
    Epoch 307/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3701 - acc: 0.8446 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 308/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3694 - acc: 0.8474 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 309/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3718 - acc: 0.8483 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 310/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3761 - acc: 0.8461 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 311/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3648 - acc: 0.8486 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 312/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3713 - acc: 0.8435 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 313/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3729 - acc: 0.8457 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 314/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8454 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 315/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3699 - acc: 0.8462 - val_loss: 0.3713 - val_acc: 0.8175
    Epoch 316/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3707 - acc: 0.8450 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 317/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3720 - acc: 0.8456 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 318/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3670 - acc: 0.8464 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 319/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3686 - acc: 0.8496 - val_loss: 0.3715 - val_acc: 0.8250
    Epoch 320/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8472 - val_loss: 0.3711 - val_acc: 0.8250
    Epoch 321/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3717 - acc: 0.8464 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 322/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3718 - acc: 0.8458 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 323/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3649 - acc: 0.8489 - val_loss: 0.3720 - val_acc: 0.8175
    Epoch 324/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3716 - acc: 0.8494 - val_loss: 0.3718 - val_acc: 0.8175
    Epoch 325/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3671 - acc: 0.8482 - val_loss: 0.3705 - val_acc: 0.8263
    Epoch 326/10000
    7200/7200 [==============================] - 1s 102us/step - loss: 0.3721 - acc: 0.8462 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 327/10000
    7200/7200 [==============================] - 1s 144us/step - loss: 0.3702 - acc: 0.8486 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 328/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8464 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 329/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8464 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 330/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8511 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 331/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3724 - acc: 0.8461 - val_loss: 0.3705 - val_acc: 0.8263
    Epoch 332/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3690 - acc: 0.8486 - val_loss: 0.3709 - val_acc: 0.8213
    Epoch 333/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3655 - acc: 0.8479 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 334/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8485 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 335/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3703 - acc: 0.8456 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 336/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3718 - acc: 0.8451 - val_loss: 0.3696 - val_acc: 0.8237
    Epoch 337/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8447 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 338/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3735 - acc: 0.8451 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 339/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3699 - acc: 0.8464 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 340/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3681 - acc: 0.8475 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 341/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8486 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 342/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3745 - acc: 0.8429 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 343/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8490 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 344/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3733 - acc: 0.8462 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 345/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3655 - acc: 0.8469 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 346/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3679 - acc: 0.8489 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 347/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3721 - acc: 0.8464 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 348/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3715 - acc: 0.8474 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 349/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8468 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 350/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3687 - acc: 0.8512 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 351/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3691 - acc: 0.8471 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 352/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8467 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 353/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8481 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 354/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8488 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 355/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3688 - acc: 0.8489 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 356/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3716 - acc: 0.8464 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 357/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3666 - acc: 0.8461 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 358/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3723 - acc: 0.8438 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 359/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8476 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 360/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3736 - acc: 0.8429 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 361/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8457 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 362/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3708 - acc: 0.8454 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 363/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3646 - acc: 0.8501 - val_loss: 0.3728 - val_acc: 0.8175
    Epoch 364/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8456 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 365/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3687 - acc: 0.8475 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 366/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8474 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 367/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8476 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 368/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8474 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 369/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3641 - acc: 0.8499 - val_loss: 0.3720 - val_acc: 0.8175
    Epoch 370/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3713 - acc: 0.8465 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 371/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3672 - acc: 0.8492 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 372/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3738 - acc: 0.8435 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 373/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8482 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 374/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3675 - acc: 0.8500 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 375/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8465 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 376/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3734 - acc: 0.8454 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 377/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3746 - acc: 0.8421 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 378/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3688 - acc: 0.8454 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 379/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3690 - acc: 0.8483 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 380/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3638 - acc: 0.8518 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 381/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3694 - acc: 0.8456 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 382/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3685 - acc: 0.8464 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 383/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3738 - acc: 0.8438 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 384/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8471 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 385/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3701 - acc: 0.8479 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 386/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8504 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 387/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3693 - acc: 0.8433 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 388/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3697 - acc: 0.8481 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 389/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8492 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 390/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3729 - acc: 0.8483 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 391/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3684 - acc: 0.8447 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 392/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3711 - acc: 0.8439 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 393/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3655 - acc: 0.8489 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 394/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3673 - acc: 0.8481 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 395/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3710 - acc: 0.8454 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 396/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8478 - val_loss: 0.3699 - val_acc: 0.8200
    Epoch 397/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8465 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 398/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8471 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 399/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3776 - acc: 0.8419 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 400/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3701 - acc: 0.8472 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 401/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3763 - acc: 0.8428 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 402/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3691 - acc: 0.8458 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 403/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3694 - acc: 0.8454 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 404/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3697 - acc: 0.8460 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 405/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3689 - acc: 0.8467 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 406/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3666 - acc: 0.8447 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 407/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3707 - acc: 0.8472 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 408/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8458 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 409/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3667 - acc: 0.8483 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 410/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8488 - val_loss: 0.3695 - val_acc: 0.8200
    Epoch 411/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8472 - val_loss: 0.3692 - val_acc: 0.8213
    Epoch 412/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3706 - acc: 0.8458 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 413/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3701 - acc: 0.8453 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 414/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3664 - acc: 0.8464 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 415/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3764 - acc: 0.8429 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 416/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8433 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 417/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3727 - acc: 0.8426 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 418/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8458 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 419/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3745 - acc: 0.8475 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 420/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3658 - acc: 0.8465 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 421/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3689 - acc: 0.8488 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 422/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3636 - acc: 0.8500 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 423/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3688 - acc: 0.8458 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 424/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3698 - acc: 0.8447 - val_loss: 0.3704 - val_acc: 0.8213
    Epoch 425/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3690 - acc: 0.8481 - val_loss: 0.3695 - val_acc: 0.8213
    Epoch 426/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3671 - acc: 0.8497 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 427/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3662 - acc: 0.8482 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 428/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3702 - acc: 0.8443 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 429/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3663 - acc: 0.8454 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 430/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3762 - acc: 0.8415 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 431/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3671 - acc: 0.8469 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 432/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3668 - acc: 0.8478 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 433/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3705 - acc: 0.8467 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 434/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8451 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 435/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3683 - acc: 0.8436 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 436/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3700 - acc: 0.8468 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 437/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3696 - acc: 0.8474 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 438/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3700 - acc: 0.8450 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 439/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3719 - acc: 0.8425 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 440/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3705 - acc: 0.8428 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 441/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3682 - acc: 0.8488 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 442/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3700 - acc: 0.8454 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 443/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8510 - val_loss: 0.3719 - val_acc: 0.8175
    Epoch 444/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3718 - acc: 0.8476 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 445/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3668 - acc: 0.8456 - val_loss: 0.3701 - val_acc: 0.8187
    Epoch 446/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3720 - acc: 0.8474 - val_loss: 0.3700 - val_acc: 0.8187
    Epoch 447/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3639 - acc: 0.8507 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 448/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3739 - acc: 0.8460 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 449/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3696 - acc: 0.8465 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 450/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3686 - acc: 0.8471 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 451/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3750 - acc: 0.8454 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 452/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3757 - acc: 0.8446 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 453/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8478 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 454/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8504 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 455/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3677 - acc: 0.8501 - val_loss: 0.3710 - val_acc: 0.8175
    Epoch 456/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3665 - acc: 0.8499 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 457/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3677 - acc: 0.8485 - val_loss: 0.3711 - val_acc: 0.8175
    Epoch 458/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3677 - acc: 0.8464 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 459/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3677 - acc: 0.8490 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 460/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3714 - acc: 0.8468 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 461/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3682 - acc: 0.8478 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 462/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3732 - acc: 0.8443 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 463/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3717 - acc: 0.8454 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 464/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3664 - acc: 0.8488 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 465/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3684 - acc: 0.8474 - val_loss: 0.3712 - val_acc: 0.8187
    Epoch 466/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3714 - acc: 0.8475 - val_loss: 0.3712 - val_acc: 0.8187
    Epoch 467/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3704 - acc: 0.8512 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 468/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3713 - acc: 0.8460 - val_loss: 0.3712 - val_acc: 0.8187
    Epoch 469/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3708 - acc: 0.8457 - val_loss: 0.3697 - val_acc: 0.8225
    Epoch 470/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3689 - acc: 0.8435 - val_loss: 0.3704 - val_acc: 0.8187
    Epoch 471/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3652 - acc: 0.8490 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 472/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8433 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 473/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3728 - acc: 0.8460 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 474/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8494 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 475/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3700 - acc: 0.8489 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 476/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3698 - acc: 0.8465 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 477/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3707 - acc: 0.8457 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 478/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8468 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 479/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3737 - acc: 0.8457 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 480/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3699 - acc: 0.8467 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 481/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3732 - acc: 0.8425 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 482/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3677 - acc: 0.8475 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 483/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3695 - acc: 0.8460 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 484/10000
    7200/7200 [==============================] - 1s 92us/step - loss: 0.3638 - acc: 0.8529 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 485/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3653 - acc: 0.8504 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 486/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3681 - acc: 0.8485 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 487/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3692 - acc: 0.8472 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 488/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3706 - acc: 0.8469 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 489/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3708 - acc: 0.8464 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 490/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8478 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 491/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3693 - acc: 0.8507 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 492/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3667 - acc: 0.8488 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 493/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3704 - acc: 0.8449 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 494/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3643 - acc: 0.8507 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 495/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8456 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 496/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8481 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 497/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3661 - acc: 0.8501 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 498/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3730 - acc: 0.8442 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 499/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8453 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 500/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3697 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 501/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8474 - val_loss: 0.3710 - val_acc: 0.8187
    Epoch 502/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3625 - acc: 0.8494 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 503/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3719 - acc: 0.8474 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 504/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3665 - acc: 0.8507 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 505/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3651 - acc: 0.8475 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 506/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3718 - acc: 0.8481 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 507/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3740 - acc: 0.8456 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 508/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3676 - acc: 0.8475 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 509/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3709 - acc: 0.8467 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 510/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3701 - acc: 0.8474 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 511/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3719 - acc: 0.8460 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 512/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3729 - acc: 0.8435 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 513/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3662 - acc: 0.8503 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 514/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3661 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 515/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3689 - acc: 0.8494 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 516/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3676 - acc: 0.8499 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 517/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3755 - acc: 0.8444 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 518/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3688 - acc: 0.8486 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 519/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3697 - acc: 0.8522 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 520/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3653 - acc: 0.8482 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 521/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3696 - acc: 0.8464 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 522/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3718 - acc: 0.8451 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 523/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3728 - acc: 0.8458 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 524/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3717 - acc: 0.8464 - val_loss: 0.3706 - val_acc: 0.8213
    Epoch 525/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3706 - acc: 0.8450 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 526/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3722 - acc: 0.8476 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 527/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3718 - acc: 0.8468 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 528/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3700 - acc: 0.8457 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 529/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8461 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 530/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3656 - acc: 0.8506 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 531/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3640 - acc: 0.8471 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 532/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3646 - acc: 0.8510 - val_loss: 0.3710 - val_acc: 0.8237
    Epoch 533/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3671 - acc: 0.8494 - val_loss: 0.3711 - val_acc: 0.8250
    Epoch 534/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8488 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 535/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8450 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 536/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3671 - acc: 0.8476 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 537/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3664 - acc: 0.8481 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 538/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8454 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 539/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3709 - acc: 0.8500 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 540/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8450 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 541/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3724 - acc: 0.8450 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 542/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8472 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 543/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8483 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 544/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3743 - acc: 0.8462 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 545/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3684 - acc: 0.8478 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 546/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3684 - acc: 0.8468 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 547/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3724 - acc: 0.8413 - val_loss: 0.3750 - val_acc: 0.8200
    Epoch 548/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3711 - acc: 0.8458 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 549/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3659 - acc: 0.8494 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 550/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3717 - acc: 0.8438 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 551/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3691 - acc: 0.8476 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 552/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8494 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 553/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3754 - acc: 0.8417 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 554/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3708 - acc: 0.8478 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 555/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8440 - val_loss: 0.3712 - val_acc: 0.8225
    Epoch 556/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3691 - acc: 0.8461 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 557/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3731 - acc: 0.8471 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 558/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3645 - acc: 0.8483 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 559/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3743 - acc: 0.8462 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 560/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3637 - acc: 0.8507 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 561/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3726 - acc: 0.8451 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 562/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3726 - acc: 0.8476 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 563/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3674 - acc: 0.8469 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 564/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8485 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 565/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8481 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 566/10000
    7200/7200 [==============================] - 1s 88us/step - loss: 0.3725 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 567/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3673 - acc: 0.8474 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 568/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3688 - acc: 0.8497 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 569/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8450 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 570/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8471 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 571/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8446 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 572/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8488 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 573/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8451 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 574/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3696 - acc: 0.8462 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 575/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3654 - acc: 0.8500 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 576/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3667 - acc: 0.8460 - val_loss: 0.3705 - val_acc: 0.8225
    Epoch 577/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8465 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 578/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3698 - acc: 0.8450 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 579/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3610 - acc: 0.8526 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 580/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3717 - acc: 0.8469 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 581/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3708 - acc: 0.8489 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 582/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8468 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 583/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8471 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 584/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8482 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 585/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8503 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 586/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8481 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 587/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8471 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 588/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3716 - acc: 0.8451 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 589/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3658 - acc: 0.8476 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 590/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3736 - acc: 0.8426 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 591/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3685 - acc: 0.8485 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 592/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3714 - acc: 0.8421 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 593/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8486 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 594/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3693 - acc: 0.8457 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 595/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3665 - acc: 0.8485 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 596/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3694 - acc: 0.8497 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 597/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3711 - acc: 0.8475 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 598/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3730 - acc: 0.8478 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 599/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3719 - acc: 0.8469 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 600/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3637 - acc: 0.8496 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 601/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3707 - acc: 0.8454 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 602/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8474 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 603/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3724 - acc: 0.8464 - val_loss: 0.3708 - val_acc: 0.8213
    Epoch 604/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3732 - acc: 0.8460 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 605/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3695 - acc: 0.8471 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 606/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3676 - acc: 0.8496 - val_loss: 0.3726 - val_acc: 0.8175
    Epoch 607/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3718 - acc: 0.8465 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 608/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3737 - acc: 0.8447 - val_loss: 0.3734 - val_acc: 0.8175
    Epoch 609/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3664 - acc: 0.8472 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 610/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3719 - acc: 0.8447 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 611/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3707 - acc: 0.8462 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 612/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8446 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 613/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3645 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 614/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8447 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 615/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8481 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 616/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3696 - acc: 0.8474 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 617/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3652 - acc: 0.8492 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 618/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3659 - acc: 0.8511 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 619/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3669 - acc: 0.8479 - val_loss: 0.3719 - val_acc: 0.8225
    Epoch 620/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3651 - acc: 0.8503 - val_loss: 0.3716 - val_acc: 0.8225
    Epoch 621/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8472 - val_loss: 0.3711 - val_acc: 0.8237
    Epoch 622/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3718 - acc: 0.8486 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 623/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8471 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 624/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3677 - acc: 0.8497 - val_loss: 0.3710 - val_acc: 0.8225
    Epoch 625/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3692 - acc: 0.8450 - val_loss: 0.3702 - val_acc: 0.8225
    Epoch 626/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3706 - acc: 0.8483 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 627/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3656 - acc: 0.8511 - val_loss: 0.3709 - val_acc: 0.8237
    Epoch 628/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3628 - acc: 0.8512 - val_loss: 0.3698 - val_acc: 0.8250
    Epoch 629/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3722 - acc: 0.8436 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 630/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3637 - acc: 0.8517 - val_loss: 0.3704 - val_acc: 0.8225
    Epoch 631/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3683 - acc: 0.8503 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 632/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3737 - acc: 0.8429 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 633/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3691 - acc: 0.8442 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 634/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8447 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 635/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3691 - acc: 0.8462 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 636/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8512 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 637/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3709 - acc: 0.8469 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 638/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3684 - acc: 0.8482 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 639/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3679 - acc: 0.847 - 0s 61us/step - loss: 0.3689 - acc: 0.8467 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 640/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3690 - acc: 0.8458 - val_loss: 0.3700 - val_acc: 0.8200
    Epoch 641/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8486 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 642/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8464 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 643/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3729 - acc: 0.8439 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 644/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3644 - acc: 0.8481 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 645/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3680 - acc: 0.8471 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 646/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3727 - acc: 0.8460 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 647/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8474 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 648/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3637 - acc: 0.8514 - val_loss: 0.3709 - val_acc: 0.8213
    Epoch 649/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3732 - acc: 0.8450 - val_loss: 0.3707 - val_acc: 0.8237
    Epoch 650/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8501 - val_loss: 0.3699 - val_acc: 0.8263
    Epoch 651/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3715 - acc: 0.8461 - val_loss: 0.3712 - val_acc: 0.8175
    Epoch 652/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3710 - acc: 0.8474 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 653/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3645 - acc: 0.8514 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 654/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3660 - acc: 0.8483 - val_loss: 0.3703 - val_acc: 0.8237
    Epoch 655/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3678 - acc: 0.8482 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 656/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3679 - acc: 0.8476 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 657/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3662 - acc: 0.8488 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 658/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3734 - acc: 0.8444 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 659/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3693 - acc: 0.8511 - val_loss: 0.3710 - val_acc: 0.8250
    Epoch 660/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3661 - acc: 0.8472 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 661/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8511 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 662/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3764 - acc: 0.8414 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 663/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3654 - acc: 0.8508 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 664/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3736 - acc: 0.8469 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 665/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8476 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 666/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3655 - acc: 0.8489 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 667/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3701 - acc: 0.8450 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 668/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3684 - acc: 0.8474 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 669/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3714 - acc: 0.8460 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 670/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3720 - acc: 0.8450 - val_loss: 0.3712 - val_acc: 0.8213
    Epoch 671/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3700 - acc: 0.8457 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 672/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8438 - val_loss: 0.3723 - val_acc: 0.8175
    Epoch 673/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3671 - acc: 0.8483 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 674/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8504 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 675/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8507 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 676/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3703 - acc: 0.8454 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 677/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8490 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 678/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3655 - acc: 0.8482 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 679/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8468 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 680/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3692 - acc: 0.8474 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 681/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3748 - acc: 0.8461 - val_loss: 0.3709 - val_acc: 0.8213
    Epoch 682/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3636 - acc: 0.8483 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 683/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3683 - acc: 0.8481 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 684/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3653 - acc: 0.8501 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 685/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3728 - acc: 0.8443 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 686/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3710 - acc: 0.8468 - val_loss: 0.3703 - val_acc: 0.8213
    Epoch 687/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3680 - acc: 0.8471 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 688/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3727 - acc: 0.8429 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 689/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3653 - acc: 0.8486 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 690/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3635 - acc: 0.8517 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 691/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3652 - acc: 0.8476 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 692/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3661 - acc: 0.8489 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 693/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8481 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 694/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3729 - acc: 0.8447 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 695/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3688 - acc: 0.8456 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 696/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8475 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 697/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3654 - acc: 0.8481 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 698/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3658 - acc: 0.8446 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 699/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3726 - acc: 0.8444 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 700/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8485 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 701/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8474 - val_loss: 0.3699 - val_acc: 0.8187
    Epoch 702/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3667 - acc: 0.8489 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 703/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 704/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3756 - acc: 0.8435 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 705/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8472 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 706/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 707/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3691 - acc: 0.8467 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 708/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3693 - acc: 0.8475 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 709/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3730 - acc: 0.8444 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 710/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3677 - acc: 0.8486 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 711/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3646 - acc: 0.8492 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 712/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3653 - acc: 0.8476 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 713/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3718 - acc: 0.8424 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 714/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8467 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 715/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8461 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 716/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3689 - acc: 0.8465 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 717/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3739 - acc: 0.8444 - val_loss: 0.3722 - val_acc: 0.8175
    Epoch 718/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3730 - acc: 0.8467 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 719/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3676 - acc: 0.8476 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 720/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3716 - acc: 0.8458 - val_loss: 0.3710 - val_acc: 0.8213
    Epoch 721/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3687 - acc: 0.8465 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 722/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8440 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 723/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3661 - acc: 0.8475 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 724/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3716 - acc: 0.8442 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 725/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8482 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 726/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8460 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 727/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3706 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8175
    Epoch 728/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8493 - val_loss: 0.3724 - val_acc: 0.8175
    Epoch 729/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8474 - val_loss: 0.3732 - val_acc: 0.8163
    Epoch 730/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3651 - acc: 0.8483 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 731/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3679 - acc: 0.8471 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 732/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8447 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 733/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3709 - acc: 0.8450 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 734/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3710 - acc: 0.8460 - val_loss: 0.3736 - val_acc: 0.8175
    Epoch 735/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8472 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 736/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3636 - acc: 0.8507 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 737/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3667 - acc: 0.8504 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 738/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8512 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 739/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3720 - acc: 0.8446 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 740/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3671 - acc: 0.8486 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 741/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3726 - acc: 0.8465 - val_loss: 0.3710 - val_acc: 0.8237
    Epoch 742/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3718 - acc: 0.8475 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 743/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3718 - acc: 0.8478 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 744/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3730 - acc: 0.8422 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 745/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8474 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 746/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3734 - acc: 0.8449 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 747/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8483 - val_loss: 0.3710 - val_acc: 0.8225
    Epoch 748/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3653 - acc: 0.8501 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 749/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8474 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 750/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3686 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 751/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3666 - acc: 0.8507 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 752/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3729 - acc: 0.8411 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 753/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3735 - acc: 0.8443 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 754/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3701 - acc: 0.8476 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 755/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8475 - val_loss: 0.3731 - val_acc: 0.8175
    Epoch 756/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8481 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 757/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3693 - acc: 0.8475 - val_loss: 0.3711 - val_acc: 0.8237
    Epoch 758/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3690 - acc: 0.8450 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 759/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 760/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3667 - acc: 0.8494 - val_loss: 0.3725 - val_acc: 0.8175
    Epoch 761/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3680 - acc: 0.8475 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 762/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3759 - acc: 0.8458 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 763/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3719 - acc: 0.8454 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 764/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3712 - acc: 0.8436 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 765/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3703 - acc: 0.8468 - val_loss: 0.3719 - val_acc: 0.8175
    Epoch 766/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3745 - acc: 0.8442 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 767/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8451 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 768/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3694 - acc: 0.8450 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 769/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3723 - acc: 0.8442 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 770/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3684 - acc: 0.8468 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 771/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3598 - acc: 0.8522 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 772/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8482 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 773/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3708 - acc: 0.8465 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 774/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3752 - acc: 0.8453 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 775/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3710 - acc: 0.8456 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 776/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3736 - acc: 0.8478 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 777/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8451 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 778/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8521 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 779/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3650 - acc: 0.8496 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 780/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3667 - acc: 0.8469 - val_loss: 0.3703 - val_acc: 0.8237
    Epoch 781/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3653 - acc: 0.8482 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 782/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3727 - acc: 0.8432 - val_loss: 0.3710 - val_acc: 0.8213
    Epoch 783/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8476 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 784/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8471 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 785/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3726 - acc: 0.8429 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 786/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3673 - acc: 0.8472 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 787/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3672 - acc: 0.8490 - val_loss: 0.3708 - val_acc: 0.8213
    Epoch 788/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3684 - acc: 0.8472 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 789/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8474 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 790/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3657 - acc: 0.8489 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 791/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8475 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 792/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3752 - acc: 0.8469 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 793/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3737 - acc: 0.8428 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 794/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3693 - acc: 0.8479 - val_loss: 0.3717 - val_acc: 0.8175
    Epoch 795/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3683 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 796/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3700 - acc: 0.8456 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 797/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3673 - acc: 0.8478 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 798/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3689 - acc: 0.8481 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 799/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8486 - val_loss: 0.3711 - val_acc: 0.8213
    Epoch 800/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3676 - acc: 0.8478 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 801/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3704 - acc: 0.8496 - val_loss: 0.3710 - val_acc: 0.8237
    Epoch 802/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3684 - acc: 0.8490 - val_loss: 0.3712 - val_acc: 0.8213
    Epoch 803/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3651 - acc: 0.8517 - val_loss: 0.3709 - val_acc: 0.8250
    Epoch 804/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 805/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3716 - acc: 0.8450 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 806/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8460 - val_loss: 0.3716 - val_acc: 0.8175
    Epoch 807/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8444 - val_loss: 0.3720 - val_acc: 0.8175
    Epoch 808/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3689 - acc: 0.8501 - val_loss: 0.3721 - val_acc: 0.8175
    Epoch 809/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3644 - acc: 0.8501 - val_loss: 0.3721 - val_acc: 0.8175
    Epoch 810/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3665 - acc: 0.8501 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 811/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3645 - acc: 0.8521 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 812/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3717 - acc: 0.8472 - val_loss: 0.3723 - val_acc: 0.8175
    Epoch 813/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3722 - acc: 0.8474 - val_loss: 0.3731 - val_acc: 0.8175
    Epoch 814/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3712 - acc: 0.8444 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 815/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3707 - acc: 0.8439 - val_loss: 0.3707 - val_acc: 0.8200
    Epoch 816/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3648 - acc: 0.8504 - val_loss: 0.3707 - val_acc: 0.8187
    Epoch 817/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8461 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 818/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3703 - acc: 0.8456 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 819/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3719 - acc: 0.8458 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 820/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3704 - acc: 0.8492 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 821/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3704 - acc: 0.8472 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 822/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3729 - acc: 0.8451 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 823/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3726 - acc: 0.8436 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 824/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3705 - acc: 0.8481 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 825/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8467 - val_loss: 0.3704 - val_acc: 0.8225
    Epoch 826/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8468 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 827/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3679 - acc: 0.8472 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 828/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3724 - acc: 0.846 - 0s 61us/step - loss: 0.3730 - acc: 0.8461 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 829/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3689 - acc: 0.8467 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 830/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3667 - acc: 0.8456 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 831/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8512 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 832/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8454 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 833/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3646 - acc: 0.8504 - val_loss: 0.3688 - val_acc: 0.8263
    Epoch 834/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3682 - acc: 0.8444 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 835/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3693 - acc: 0.8457 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 836/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3700 - acc: 0.8449 - val_loss: 0.3702 - val_acc: 0.8200
    Epoch 837/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8476 - val_loss: 0.3701 - val_acc: 0.8200
    Epoch 838/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3693 - acc: 0.8454 - val_loss: 0.3696 - val_acc: 0.8213
    Epoch 839/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8460 - val_loss: 0.3692 - val_acc: 0.8200
    Epoch 840/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8469 - val_loss: 0.3698 - val_acc: 0.8200
    Epoch 841/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8457 - val_loss: 0.3697 - val_acc: 0.8200
    Epoch 842/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3699 - acc: 0.8467 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 843/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3719 - acc: 0.8485 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 844/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8476 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 845/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8464 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 846/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3666 - acc: 0.8497 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 847/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3721 - acc: 0.8429 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 848/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3688 - acc: 0.8476 - val_loss: 0.3704 - val_acc: 0.8200
    Epoch 849/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8501 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 850/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3739 - acc: 0.8467 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 851/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8450 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 852/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8486 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 853/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3699 - acc: 0.8468 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 854/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3707 - acc: 0.8432 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 855/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3725 - acc: 0.8464 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 856/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3700 - acc: 0.8508 - val_loss: 0.3714 - val_acc: 0.8237
    Epoch 857/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8506 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 858/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3708 - acc: 0.8438 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 859/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3730 - acc: 0.8456 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 860/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3704 - acc: 0.8485 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 861/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3734 - acc: 0.8451 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 862/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3722 - acc: 0.8467 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 863/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8488 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 864/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8500 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 865/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3651 - acc: 0.8519 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 866/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3656 - acc: 0.8512 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 867/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8460 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 868/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8481 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 869/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3733 - acc: 0.8493 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 870/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3726 - acc: 0.8460 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 871/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3678 - acc: 0.8492 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 872/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3663 - acc: 0.8490 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 873/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8453 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 874/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3687 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 875/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3679 - acc: 0.8475 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 876/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3669 - acc: 0.8474 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 877/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3664 - acc: 0.8439 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 878/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3697 - acc: 0.8444 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 879/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3699 - acc: 0.8429 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 880/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8479 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 881/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3733 - acc: 0.8446 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 882/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3646 - acc: 0.8508 - val_loss: 0.3710 - val_acc: 0.8225
    Epoch 883/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8474 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 884/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8483 - val_loss: 0.3706 - val_acc: 0.8237
    Epoch 885/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3683 - acc: 0.8462 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 886/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3712 - acc: 0.8442 - val_loss: 0.3710 - val_acc: 0.8225
    Epoch 887/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3666 - acc: 0.8492 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 888/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3664 - acc: 0.8488 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 889/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8431 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 890/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3677 - acc: 0.8472 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 891/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3623 - acc: 0.8507 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 892/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3644 - acc: 0.8514 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 893/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3676 - acc: 0.8504 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 894/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8451 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 895/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3685 - acc: 0.8475 - val_loss: 0.3693 - val_acc: 0.8225
    Epoch 896/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3739 - acc: 0.8449 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 897/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3667 - acc: 0.8476 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 898/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3719 - acc: 0.8454 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 899/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3669 - acc: 0.8472 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 900/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3695 - acc: 0.8476 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 901/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3687 - acc: 0.8469 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 902/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8476 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 903/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3639 - acc: 0.8499 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 904/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3712 - acc: 0.8454 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 905/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3736 - acc: 0.8479 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 906/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8475 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 907/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8454 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 908/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3671 - acc: 0.8472 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 909/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8486 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 910/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3690 - acc: 0.8454 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 911/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8442 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 912/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3710 - acc: 0.8457 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 913/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8460 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 914/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3733 - acc: 0.8462 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 915/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3670 - acc: 0.8488 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 916/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3694 - acc: 0.8464 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 917/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3710 - acc: 0.8458 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 918/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8479 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 919/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3688 - acc: 0.8475 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 920/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3695 - acc: 0.8462 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 921/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3672 - acc: 0.8472 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 922/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3694 - acc: 0.8461 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 923/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3763 - acc: 0.8439 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 924/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3706 - acc: 0.8464 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 925/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3661 - acc: 0.8519 - val_loss: 0.3714 - val_acc: 0.8213
    Epoch 926/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3685 - acc: 0.8458 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 927/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3752 - acc: 0.8438 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 928/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3739 - acc: 0.8435 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 929/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3730 - acc: 0.8460 - val_loss: 0.3704 - val_acc: 0.8225
    Epoch 930/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3656 - acc: 0.8476 - val_loss: 0.3696 - val_acc: 0.8213
    Epoch 931/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3663 - acc: 0.8496 - val_loss: 0.3702 - val_acc: 0.8225
    Epoch 932/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8479 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 933/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8496 - val_loss: 0.3698 - val_acc: 0.8225
    Epoch 934/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3708 - acc: 0.8467 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 935/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3712 - acc: 0.8440 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 936/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3660 - acc: 0.8483 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 937/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8465 - val_loss: 0.3722 - val_acc: 0.8225
    Epoch 938/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8490 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 939/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3670 - acc: 0.8488 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 940/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8488 - val_loss: 0.3714 - val_acc: 0.8213
    Epoch 941/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3660 - acc: 0.8488 - val_loss: 0.3705 - val_acc: 0.8225
    Epoch 942/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3720 - acc: 0.8446 - val_loss: 0.3711 - val_acc: 0.8225
    Epoch 943/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3647 - acc: 0.8521 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 944/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3712 - acc: 0.8462 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 945/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8476 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 946/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8488 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 947/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3763 - acc: 0.8447 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 948/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3674 - acc: 0.8482 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 949/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3643 - acc: 0.8515 - val_loss: 0.3711 - val_acc: 0.8213
    Epoch 950/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3757 - acc: 0.8433 - val_loss: 0.3716 - val_acc: 0.8213
    Epoch 951/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3707 - acc: 0.8486 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 952/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3693 - acc: 0.8493 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 953/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3761 - acc: 0.8433 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 954/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3689 - acc: 0.8486 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 955/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3725 - acc: 0.8449 - val_loss: 0.3727 - val_acc: 0.8225
    Epoch 956/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8499 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 957/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3713 - acc: 0.8481 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 958/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3725 - acc: 0.8456 - val_loss: 0.3721 - val_acc: 0.8213
    Epoch 959/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8478 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 960/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3733 - acc: 0.8444 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 961/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3660 - acc: 0.8468 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 962/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3712 - acc: 0.8428 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 963/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3750 - acc: 0.8419 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 964/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3645 - acc: 0.8504 - val_loss: 0.3721 - val_acc: 0.8213
    Epoch 965/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3700 - acc: 0.8446 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 966/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3738 - acc: 0.8447 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 967/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3652 - acc: 0.8464 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 968/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8485 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 969/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8471 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 970/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8454 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 971/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3641 - acc: 0.8485 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 972/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3707 - acc: 0.8472 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 973/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3732 - acc: 0.8447 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 974/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8462 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 975/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3645 - acc: 0.8503 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 976/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8488 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 977/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3652 - acc: 0.8492 - val_loss: 0.3718 - val_acc: 0.8213
    Epoch 978/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3689 - acc: 0.8469 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 979/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3650 - acc: 0.8499 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 980/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3689 - acc: 0.8447 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 981/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3710 - acc: 0.8485 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 982/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3687 - acc: 0.8493 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 983/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8476 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 984/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3645 - acc: 0.8511 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 985/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3656 - acc: 0.8483 - val_loss: 0.3708 - val_acc: 0.8225
    Epoch 986/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8475 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 987/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3689 - acc: 0.8481 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 988/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3710 - acc: 0.8482 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 989/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3696 - acc: 0.8465 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 990/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3669 - acc: 0.8478 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 991/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3710 - acc: 0.8447 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 992/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8482 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 993/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8467 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 994/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3665 - acc: 0.8507 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 995/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8465 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 996/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8449 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 997/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3741 - acc: 0.8453 - val_loss: 0.3703 - val_acc: 0.8200
    Epoch 998/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3669 - acc: 0.8479 - val_loss: 0.3699 - val_acc: 0.8225
    Epoch 999/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3707 - acc: 0.8431 - val_loss: 0.3700 - val_acc: 0.8225
    Epoch 1000/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3634 - acc: 0.8529 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1001/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3659 - acc: 0.8485 - val_loss: 0.3708 - val_acc: 0.8225
    Epoch 1002/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1003/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8478 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 1004/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3699 - acc: 0.8457 - val_loss: 0.3711 - val_acc: 0.8225
    Epoch 1005/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3653 - acc: 0.8488 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1006/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3672 - acc: 0.8488 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1007/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3697 - acc: 0.8456 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1008/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3681 - acc: 0.8486 - val_loss: 0.3711 - val_acc: 0.8225
    Epoch 1009/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3689 - acc: 0.8465 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 1010/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8458 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 1011/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3701 - acc: 0.8467 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1012/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8490 - val_loss: 0.3711 - val_acc: 0.8225
    Epoch 1013/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3718 - acc: 0.8458 - val_loss: 0.3711 - val_acc: 0.8225
    Epoch 1014/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8483 - val_loss: 0.3706 - val_acc: 0.8213
    Epoch 1015/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8485 - val_loss: 0.3706 - val_acc: 0.8200
    Epoch 1016/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3697 - acc: 0.8476 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1017/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8475 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 1018/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3772 - acc: 0.8408 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 1019/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8479 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 1020/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8454 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1021/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8464 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1022/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3643 - acc: 0.8503 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1023/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8493 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1024/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3673 - acc: 0.8461 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 1025/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3661 - acc: 0.8496 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 1026/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3689 - acc: 0.8488 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 1027/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8461 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 1028/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3684 - acc: 0.8482 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 1029/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3640 - acc: 0.8499 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 1030/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3697 - acc: 0.8488 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1031/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3714 - acc: 0.8467 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1032/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8489 - val_loss: 0.3719 - val_acc: 0.8225
    Epoch 1033/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3719 - acc: 0.8472 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 1034/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3664 - acc: 0.8486 - val_loss: 0.3723 - val_acc: 0.8213
    Epoch 1035/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3751 - acc: 0.8439 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1036/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1037/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8468 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1038/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8489 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1039/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 1040/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3703 - acc: 0.8454 - val_loss: 0.3712 - val_acc: 0.8225
    Epoch 1041/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3714 - acc: 0.8472 - val_loss: 0.3708 - val_acc: 0.8225
    Epoch 1042/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3681 - acc: 0.8485 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1043/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3653 - acc: 0.8472 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1044/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3721 - acc: 0.8435 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1045/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3676 - acc: 0.8454 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1046/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3686 - acc: 0.8489 - val_loss: 0.3702 - val_acc: 0.8225
    Epoch 1047/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8471 - val_loss: 0.3701 - val_acc: 0.8237
    Epoch 1048/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3702 - acc: 0.8446 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1049/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3655 - acc: 0.8481 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1050/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3692 - acc: 0.8450 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1051/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3737 - acc: 0.8432 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1052/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3702 - acc: 0.8486 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 1053/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8496 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1054/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8475 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 1055/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3642 - acc: 0.8478 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1056/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3663 - acc: 0.8489 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 1057/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8461 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 1058/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3671 - acc: 0.8467 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1059/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3656 - acc: 0.8485 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 1060/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3609 - acc: 0.8486 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1061/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3687 - acc: 0.8457 - val_loss: 0.3711 - val_acc: 0.8200
    Epoch 1062/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8450 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 1063/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3699 - acc: 0.8450 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1064/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3667 - acc: 0.8511 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1065/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3694 - acc: 0.8507 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1066/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 1067/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8481 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1068/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3669 - acc: 0.8492 - val_loss: 0.3703 - val_acc: 0.8213
    Epoch 1069/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8483 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1070/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8504 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 1071/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3764 - acc: 0.839 - 0s 62us/step - loss: 0.3762 - acc: 0.8404 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1072/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3691 - acc: 0.8457 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1073/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8486 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 1074/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3715 - acc: 0.8471 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1075/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3639 - acc: 0.8511 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 1076/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3670 - acc: 0.8517 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1077/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3718 - acc: 0.8471 - val_loss: 0.3703 - val_acc: 0.8225
    Epoch 1078/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 1079/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3723 - acc: 0.8472 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1080/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3685 - acc: 0.8494 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 1081/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3709 - acc: 0.8478 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1082/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3667 - acc: 0.8496 - val_loss: 0.3708 - val_acc: 0.8200
    Epoch 1083/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3697 - acc: 0.8462 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1084/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3721 - acc: 0.8467 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1085/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3719 - acc: 0.8471 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1086/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3696 - acc: 0.8472 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1087/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3760 - acc: 0.8438 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1088/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3620 - acc: 0.8485 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1089/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 1090/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8450 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1091/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3755 - acc: 0.8425 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 1092/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8471 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1093/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3684 - acc: 0.8465 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1094/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3717 - acc: 0.8443 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1095/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3703 - acc: 0.8471 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1096/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3753 - acc: 0.8450 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 1097/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3699 - acc: 0.8467 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1098/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3678 - acc: 0.8474 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1099/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3679 - acc: 0.8474 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1100/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3670 - acc: 0.8507 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 1101/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8529 - val_loss: 0.3720 - val_acc: 0.8225
    Epoch 1102/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3717 - acc: 0.8474 - val_loss: 0.3719 - val_acc: 0.8213
    Epoch 1103/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3664 - acc: 0.8492 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 1104/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3716 - acc: 0.8482 - val_loss: 0.3725 - val_acc: 0.8237
    Epoch 1105/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3677 - acc: 0.8468 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1106/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3723 - acc: 0.8471 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1107/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8488 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1108/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3715 - acc: 0.8489 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1109/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3685 - acc: 0.8481 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1110/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3707 - acc: 0.8450 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1111/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3669 - acc: 0.8482 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1112/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8474 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1113/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8468 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1114/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3653 - acc: 0.8504 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1115/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3711 - acc: 0.8465 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 1116/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8492 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1117/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3714 - acc: 0.8461 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1118/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3723 - acc: 0.8447 - val_loss: 0.3709 - val_acc: 0.8200
    Epoch 1119/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8468 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1120/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3750 - acc: 0.8439 - val_loss: 0.3712 - val_acc: 0.8225
    Epoch 1121/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3741 - acc: 0.8439 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1122/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8485 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1123/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3642 - acc: 0.8490 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 1124/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8482 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1125/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8457 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1126/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3689 - acc: 0.8449 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1127/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3710 - acc: 0.8460 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1128/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3746 - acc: 0.8447 - val_loss: 0.3712 - val_acc: 0.8225
    Epoch 1129/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3644 - acc: 0.8519 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1130/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8451 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1131/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3657 - acc: 0.8508 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 1132/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3717 - acc: 0.8450 - val_loss: 0.3716 - val_acc: 0.8225
    Epoch 1133/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8469 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 1134/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3613 - acc: 0.8532 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1135/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3660 - acc: 0.8489 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1136/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3672 - acc: 0.8468 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1137/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8490 - val_loss: 0.3709 - val_acc: 0.8237
    Epoch 1138/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3719 - acc: 0.8453 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 1139/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3662 - acc: 0.8483 - val_loss: 0.3708 - val_acc: 0.8237
    Epoch 1140/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3718 - acc: 0.8465 - val_loss: 0.3705 - val_acc: 0.8237
    Epoch 1141/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3736 - acc: 0.8429 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1142/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3739 - acc: 0.8465 - val_loss: 0.3725 - val_acc: 0.8175
    Epoch 1143/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3694 - acc: 0.8469 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1144/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8485 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 1145/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3703 - acc: 0.8465 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 1146/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3693 - acc: 0.8439 - val_loss: 0.3743 - val_acc: 0.8175
    Epoch 1147/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3741 - acc: 0.8453 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1148/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3679 - acc: 0.8483 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1149/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8469 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 1150/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3712 - acc: 0.8440 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 1151/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8486 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1152/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8489 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1153/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3687 - acc: 0.8462 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 1154/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8479 - val_loss: 0.3745 - val_acc: 0.8200
    Epoch 1155/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3736 - acc: 0.8440 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 1156/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8436 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1157/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3726 - acc: 0.8453 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 1158/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8472 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 1159/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3700 - acc: 0.8456 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1160/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8475 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1161/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3680 - acc: 0.850 - 0s 62us/step - loss: 0.3679 - acc: 0.8508 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1162/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8482 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1163/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3676 - acc: 0.8451 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1164/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8482 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1165/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3737 - acc: 0.8454 - val_loss: 0.3705 - val_acc: 0.8263
    Epoch 1166/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3736 - acc: 0.8431 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1167/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3725 - acc: 0.8429 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1168/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3722 - acc: 0.8486 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1169/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3663 - acc: 0.8479 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1170/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3694 - acc: 0.8435 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1171/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3690 - acc: 0.8460 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 1172/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8450 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1173/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3774 - acc: 0.8432 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1174/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8500 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1175/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3663 - acc: 0.8482 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1176/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3652 - acc: 0.8489 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1177/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3669 - acc: 0.8493 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1178/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3653 - acc: 0.8494 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1179/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3750 - acc: 0.8442 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1180/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8493 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1181/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3728 - acc: 0.8428 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1182/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8507 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1183/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3725 - acc: 0.8457 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1184/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8506 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1185/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3684 - acc: 0.8506 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1186/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8425 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1187/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3719 - acc: 0.8471 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1188/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3727 - acc: 0.8482 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1189/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3689 - acc: 0.8468 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1190/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3694 - acc: 0.8483 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1191/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3679 - acc: 0.8488 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1192/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3660 - acc: 0.8460 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1193/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3741 - acc: 0.8478 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1194/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3722 - acc: 0.8483 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1195/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3733 - acc: 0.8471 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1196/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3723 - acc: 0.8446 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1197/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3671 - acc: 0.8497 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1198/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3721 - acc: 0.8429 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1199/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3714 - acc: 0.8460 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1200/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3687 - acc: 0.8474 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1201/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8465 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1202/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3623 - acc: 0.8507 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 1203/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3672 - acc: 0.8478 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1204/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3684 - acc: 0.8503 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1205/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3663 - acc: 0.8481 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1206/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3639 - acc: 0.8511 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1207/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3705 - acc: 0.8465 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1208/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8458 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1209/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3725 - acc: 0.8444 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1210/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3694 - acc: 0.8497 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1211/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8450 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1212/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3700 - acc: 0.8469 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1213/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3709 - acc: 0.8460 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1214/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3662 - acc: 0.8497 - val_loss: 0.3720 - val_acc: 0.8225
    Epoch 1215/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3665 - acc: 0.8496 - val_loss: 0.3720 - val_acc: 0.8225
    Epoch 1216/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3662 - acc: 0.8504 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1217/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3704 - acc: 0.8465 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1218/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3702 - acc: 0.8462 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1219/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8457 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1220/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3710 - acc: 0.847 - 0s 62us/step - loss: 0.3712 - acc: 0.8469 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1221/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3731 - acc: 0.8433 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 1222/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3740 - acc: 0.8453 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1223/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8467 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1224/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3682 - acc: 0.8447 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1225/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8489 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1226/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3666 - acc: 0.8500 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1227/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3632 - acc: 0.8510 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1228/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3722 - acc: 0.8444 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1229/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3728 - acc: 0.8444 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1230/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8465 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1231/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8490 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1232/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3674 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1233/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8486 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 1234/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3738 - acc: 0.8433 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1235/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3658 - acc: 0.8500 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1236/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3734 - acc: 0.8476 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1237/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3690 - acc: 0.8493 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1238/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3703 - acc: 0.8478 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1239/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3738 - acc: 0.8440 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1240/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8471 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1241/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8493 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1242/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3729 - acc: 0.8426 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 1243/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3700 - acc: 0.8476 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 1244/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8200
    Epoch 1245/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3680 - acc: 0.8489 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 1246/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3648 - acc: 0.8511 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1247/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8462 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 1248/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8461 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 1249/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8489 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 1250/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8481 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1251/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3712 - acc: 0.8450 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1252/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3710 - acc: 0.8471 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1253/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8507 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 1254/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3667 - acc: 0.8481 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 1255/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8438 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 1256/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8476 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 1257/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3679 - acc: 0.8469 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1258/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3657 - acc: 0.8469 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 1259/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3633 - acc: 0.8479 - val_loss: 0.3716 - val_acc: 0.8213
    Epoch 1260/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3709 - acc: 0.8447 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1261/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3718 - acc: 0.8458 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1262/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8464 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1263/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3651 - acc: 0.8478 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1264/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3749 - acc: 0.8410 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1265/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3691 - acc: 0.8485 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1266/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3656 - acc: 0.8512 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1267/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8475 - val_loss: 0.3703 - val_acc: 0.8237
    Epoch 1268/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3667 - acc: 0.8485 - val_loss: 0.3708 - val_acc: 0.8213
    Epoch 1269/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3666 - acc: 0.8485 - val_loss: 0.3705 - val_acc: 0.8213
    Epoch 1270/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8488 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1271/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3678 - acc: 0.8469 - val_loss: 0.3712 - val_acc: 0.8213
    Epoch 1272/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3655 - acc: 0.8476 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1273/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3702 - acc: 0.8443 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1274/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8462 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1275/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3716 - acc: 0.8471 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1276/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3715 - acc: 0.8446 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1277/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8479 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 1278/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8468 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 1279/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3722 - acc: 0.8439 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 1280/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3691 - acc: 0.8483 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 1281/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3725 - acc: 0.8447 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1282/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3728 - acc: 0.8461 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1283/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3672 - acc: 0.8512 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1284/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3648 - acc: 0.8493 - val_loss: 0.3709 - val_acc: 0.8225
    Epoch 1285/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3654 - acc: 0.8529 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1286/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3731 - acc: 0.8449 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1287/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8486 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1288/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3717 - acc: 0.8467 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1289/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3666 - acc: 0.8474 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1290/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3699 - acc: 0.8471 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1291/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3712 - acc: 0.8478 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1292/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8467 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1293/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8469 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1294/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3674 - acc: 0.8488 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1295/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3668 - acc: 0.8497 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 1296/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3685 - acc: 0.8475 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1297/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3744 - acc: 0.8451 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1298/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3655 - acc: 0.8474 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1299/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8450 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1300/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3645 - acc: 0.8497 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1301/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3716 - acc: 0.8450 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1302/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3714 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 1303/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3653 - acc: 0.8494 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1304/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3717 - acc: 0.8465 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1305/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8501 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1306/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3742 - acc: 0.8454 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1307/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8460 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1308/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3657 - acc: 0.8494 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1309/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3661 - acc: 0.8497 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1310/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3722 - acc: 0.8436 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1311/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8465 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1312/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3704 - acc: 0.8476 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1313/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3632 - acc: 0.8508 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1314/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3686 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1315/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3712 - acc: 0.8460 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1316/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8462 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1317/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3663 - acc: 0.8497 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1318/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3728 - acc: 0.8429 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1319/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3712 - acc: 0.8458 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1320/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3671 - acc: 0.8500 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 1321/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8461 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1322/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8462 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1323/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3735 - acc: 0.8436 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1324/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3699 - acc: 0.8464 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1325/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3690 - acc: 0.8474 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1326/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8449 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 1327/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8438 - val_loss: 0.3697 - val_acc: 0.8187
    Epoch 1328/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3742 - acc: 0.8454 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 1329/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8464 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1330/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8475 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 1331/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8449 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1332/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3657 - acc: 0.8489 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1333/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3664 - acc: 0.8504 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1334/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3722 - acc: 0.8415 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1335/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8465 - val_loss: 0.3712 - val_acc: 0.8187
    Epoch 1336/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3755 - acc: 0.8454 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1337/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8461 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1338/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3682 - acc: 0.8472 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1339/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3723 - acc: 0.8497 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1340/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3657 - acc: 0.8497 - val_loss: 0.3709 - val_acc: 0.8213
    Epoch 1341/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8458 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1342/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3700 - acc: 0.8464 - val_loss: 0.3716 - val_acc: 0.8213
    Epoch 1343/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8472 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1344/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3740 - acc: 0.8461 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1345/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8462 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1346/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3722 - acc: 0.8425 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1347/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3676 - acc: 0.8454 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 1348/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3698 - acc: 0.8460 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1349/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3720 - acc: 0.8426 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1350/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3704 - acc: 0.8450 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1351/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3760 - acc: 0.8440 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1352/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3682 - acc: 0.8490 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1353/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8506 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1354/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3713 - acc: 0.8460 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1355/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3675 - acc: 0.8462 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1356/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3663 - acc: 0.8483 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1357/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8489 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1358/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8476 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1359/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8478 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 1360/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3640 - acc: 0.8476 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1361/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3666 - acc: 0.8489 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1362/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8478 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1363/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3657 - acc: 0.8518 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1364/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3637 - acc: 0.8519 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1365/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8478 - val_loss: 0.3712 - val_acc: 0.8187
    Epoch 1366/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3658 - acc: 0.8476 - val_loss: 0.3706 - val_acc: 0.8187
    Epoch 1367/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3667 - acc: 0.8478 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1368/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3697 - acc: 0.8450 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1369/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3735 - acc: 0.8465 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1370/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3720 - acc: 0.8458 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1371/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3688 - acc: 0.8462 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1372/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3657 - acc: 0.8506 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1373/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3732 - acc: 0.8451 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 1374/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8492 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1375/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3672 - acc: 0.8504 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1376/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3640 - acc: 0.8489 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1377/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3685 - acc: 0.8528 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1378/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3665 - acc: 0.8492 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1379/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8474 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1380/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8481 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1381/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3704 - acc: 0.8449 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1382/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3710 - acc: 0.8431 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1383/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3677 - acc: 0.8479 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1384/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3660 - acc: 0.8457 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1385/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8464 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1386/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8451 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1387/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8461 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1388/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8465 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 1389/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3643 - acc: 0.8472 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1390/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3696 - acc: 0.8501 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1391/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8468 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1392/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3740 - acc: 0.8451 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1393/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8464 - val_loss: 0.3711 - val_acc: 0.8213
    Epoch 1394/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8494 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1395/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3701 - acc: 0.848 - 0s 63us/step - loss: 0.3681 - acc: 0.8496 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 1396/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3645 - acc: 0.8525 - val_loss: 0.3704 - val_acc: 0.8225
    Epoch 1397/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8460 - val_loss: 0.3702 - val_acc: 0.8237
    Epoch 1398/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8469 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 1399/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3697 - acc: 0.8485 - val_loss: 0.3702 - val_acc: 0.8225
    Epoch 1400/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 1401/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3716 - acc: 0.8438 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1402/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8460 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1403/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3691 - acc: 0.8486 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1404/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8468 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 1405/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8467 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1406/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8467 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1407/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3769 - acc: 0.8458 - val_loss: 0.3710 - val_acc: 0.8187
    Epoch 1408/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3670 - acc: 0.8483 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1409/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8460 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1410/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8481 - val_loss: 0.3710 - val_acc: 0.8213
    Epoch 1411/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8485 - val_loss: 0.3699 - val_acc: 0.8213
    Epoch 1412/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8454 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1413/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3672 - acc: 0.8433 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1414/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8488 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1415/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3620 - acc: 0.8504 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1416/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3686 - acc: 0.8486 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1417/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3714 - acc: 0.8453 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1418/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3650 - acc: 0.8492 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 1419/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3676 - acc: 0.8476 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1420/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3714 - acc: 0.8481 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1421/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3724 - acc: 0.8444 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1422/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8468 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1423/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8506 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1424/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3713 - acc: 0.8465 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1425/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3718 - acc: 0.8456 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1426/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8472 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1427/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8504 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1428/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3727 - acc: 0.8449 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1429/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3722 - acc: 0.8481 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1430/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8483 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1431/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8474 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1432/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3652 - acc: 0.8501 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1433/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3661 - acc: 0.8489 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1434/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3741 - acc: 0.8407 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1435/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8468 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1436/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3701 - acc: 0.8458 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1437/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3720 - acc: 0.8456 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1438/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3672 - acc: 0.8497 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1439/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8492 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1440/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3715 - acc: 0.8453 - val_loss: 0.3719 - val_acc: 0.8225
    Epoch 1441/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3719 - acc: 0.8467 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1442/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3714 - acc: 0.8440 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1443/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3741 - acc: 0.8456 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1444/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3672 - acc: 0.8485 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1445/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3743 - acc: 0.8474 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 1446/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8456 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1447/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3659 - acc: 0.8490 - val_loss: 0.3733 - val_acc: 0.8237
    Epoch 1448/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3634 - acc: 0.8514 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 1449/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8462 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1450/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8461 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1451/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3740 - acc: 0.8444 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1452/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3723 - acc: 0.8467 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1453/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8468 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1454/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3686 - acc: 0.8489 - val_loss: 0.3716 - val_acc: 0.8213
    Epoch 1455/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3753 - acc: 0.8440 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1456/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3753 - acc: 0.8432 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1457/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3666 - acc: 0.8443 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1458/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3663 - acc: 0.8481 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1459/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3695 - acc: 0.8481 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1460/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8460 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1461/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3710 - acc: 0.8489 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1462/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8492 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1463/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3732 - acc: 0.8442 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1464/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3731 - acc: 0.8439 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1465/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3712 - acc: 0.8492 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1466/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3616 - acc: 0.8478 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1467/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3740 - acc: 0.8467 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1468/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8488 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1469/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3645 - acc: 0.8493 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1470/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3661 - acc: 0.8492 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1471/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3758 - acc: 0.8440 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1472/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3745 - acc: 0.8474 - val_loss: 0.3713 - val_acc: 0.8187
    Epoch 1473/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3693 - acc: 0.8504 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1474/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3694 - acc: 0.8456 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1475/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3679 - acc: 0.8462 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1476/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3715 - acc: 0.8443 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1477/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3681 - acc: 0.8446 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1478/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3710 - acc: 0.8478 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1479/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3686 - acc: 0.8488 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1480/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3713 - acc: 0.8438 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1481/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3712 - acc: 0.8503 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1482/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3675 - acc: 0.848 - 0s 69us/step - loss: 0.3675 - acc: 0.8475 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1483/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3692 - acc: 0.8492 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1484/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8461 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1485/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3706 - acc: 0.8458 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1486/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3693 - acc: 0.8474 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1487/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3678 - acc: 0.8447 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1488/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3679 - acc: 0.8460 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1489/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3667 - acc: 0.8457 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1490/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3713 - acc: 0.8479 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1491/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3742 - acc: 0.8449 - val_loss: 0.3709 - val_acc: 0.8213
    Epoch 1492/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3650 - acc: 0.8483 - val_loss: 0.3705 - val_acc: 0.8200
    Epoch 1493/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3660 - acc: 0.8454 - val_loss: 0.3700 - val_acc: 0.8225
    Epoch 1494/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3680 - acc: 0.8472 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 1495/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3742 - acc: 0.8432 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1496/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3766 - acc: 0.8447 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1497/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1498/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3662 - acc: 0.8496 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1499/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3664 - acc: 0.8492 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1500/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8488 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1501/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8458 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1502/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3686 - acc: 0.8504 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 1503/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3714 - acc: 0.8454 - val_loss: 0.3719 - val_acc: 0.8213
    Epoch 1504/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3667 - acc: 0.8506 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1505/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3696 - acc: 0.8458 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1506/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3697 - acc: 0.8515 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1507/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3632 - acc: 0.8496 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1508/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3707 - acc: 0.8499 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1509/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3736 - acc: 0.8451 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1510/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3646 - acc: 0.8496 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1511/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3719 - acc: 0.8501 - val_loss: 0.3712 - val_acc: 0.8237
    Epoch 1512/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8488 - val_loss: 0.3722 - val_acc: 0.8213
    Epoch 1513/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3677 - acc: 0.8493 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1514/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3714 - acc: 0.8444 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1515/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3688 - acc: 0.8483 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 1516/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3647 - acc: 0.8486 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1517/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3669 - acc: 0.8483 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 1518/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3716 - acc: 0.8467 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1519/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3717 - acc: 0.8444 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1520/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3691 - acc: 0.8494 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1521/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3671 - acc: 0.8464 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1522/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3716 - acc: 0.8435 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1523/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3682 - acc: 0.8472 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1524/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3697 - acc: 0.8497 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1525/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3669 - acc: 0.8482 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 1526/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3686 - acc: 0.8462 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 1527/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8476 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1528/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3715 - acc: 0.8449 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1529/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3716 - acc: 0.8438 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1530/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3603 - acc: 0.8529 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1531/10000
    7200/7200 [==============================] - 1s 88us/step - loss: 0.3713 - acc: 0.8469 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1532/10000
    7200/7200 [==============================] - 1s 90us/step - loss: 0.3706 - acc: 0.8457 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1533/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3737 - acc: 0.8435 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1534/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3655 - acc: 0.8481 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1535/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8494 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1536/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3673 - acc: 0.8490 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1537/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8492 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1538/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3714 - acc: 0.8456 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1539/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3660 - acc: 0.8462 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1540/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3669 - acc: 0.8489 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1541/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3718 - acc: 0.8447 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 1542/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8476 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1543/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1544/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3700 - acc: 0.8442 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1545/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3679 - acc: 0.8476 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1546/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3656 - acc: 0.8483 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1547/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3720 - acc: 0.8461 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1548/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3672 - acc: 0.8483 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1549/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3665 - acc: 0.8485 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1550/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8446 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1551/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3735 - acc: 0.8444 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1552/10000
    7200/7200 [==============================] - 1s 90us/step - loss: 0.3695 - acc: 0.8482 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1553/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3665 - acc: 0.8501 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1554/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8462 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1555/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3688 - acc: 0.8489 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1556/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3652 - acc: 0.8496 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1557/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3731 - acc: 0.8446 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1558/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3693 - acc: 0.8471 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1559/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3666 - acc: 0.8499 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1560/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3707 - acc: 0.8465 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1561/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3675 - acc: 0.8486 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1562/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3661 - acc: 0.8503 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1563/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3697 - acc: 0.8451 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1564/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3714 - acc: 0.8443 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1565/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3749 - acc: 0.8447 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1566/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3673 - acc: 0.8461 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1567/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3665 - acc: 0.8476 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1568/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8474 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1569/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3733 - acc: 0.8443 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1570/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3671 - acc: 0.8478 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1571/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3653 - acc: 0.8496 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 1572/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3691 - acc: 0.8444 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1573/10000
    7200/7200 [==============================] - 1s 100us/step - loss: 0.3686 - acc: 0.8481 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1574/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3711 - acc: 0.8438 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1575/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3679 - acc: 0.8464 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1576/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3721 - acc: 0.8446 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1577/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3651 - acc: 0.8482 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 1578/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8464 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 1579/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3727 - acc: 0.8461 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 1580/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3660 - acc: 0.8479 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 1581/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3659 - acc: 0.8482 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1582/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3692 - acc: 0.8454 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1583/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3663 - acc: 0.8440 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1584/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3691 - acc: 0.8460 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1585/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3730 - acc: 0.8443 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1586/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3708 - acc: 0.8474 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1587/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3724 - acc: 0.8479 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1588/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3699 - acc: 0.8457 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1589/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3687 - acc: 0.8479 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1590/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3703 - acc: 0.8471 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1591/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3743 - acc: 0.8424 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1592/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3690 - acc: 0.8446 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1593/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3686 - acc: 0.8482 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1594/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3664 - acc: 0.8475 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1595/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3706 - acc: 0.8471 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1596/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3701 - acc: 0.8488 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1597/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3740 - acc: 0.8428 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1598/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3724 - acc: 0.8464 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1599/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3692 - acc: 0.8469 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1600/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8494 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1601/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3678 - acc: 0.8506 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1602/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8471 - val_loss: 0.3708 - val_acc: 0.8187
    Epoch 1603/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3677 - acc: 0.8479 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1604/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3708 - acc: 0.8457 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1605/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1606/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8497 - val_loss: 0.3715 - val_acc: 0.8213
    Epoch 1607/10000
    7200/7200 [==============================] - 1s 94us/step - loss: 0.3657 - acc: 0.8475 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1608/10000
    7200/7200 [==============================] - 1s 99us/step - loss: 0.3718 - acc: 0.8438 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1609/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3680 - acc: 0.8488 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1610/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8482 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1611/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8464 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1612/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3680 - acc: 0.8483 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1613/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3680 - acc: 0.8489 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1614/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3720 - acc: 0.8469 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1615/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3698 - acc: 0.8472 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1616/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3720 - acc: 0.8465 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1617/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3647 - acc: 0.8514 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1618/10000
    7200/7200 [==============================] - 1s 86us/step - loss: 0.3672 - acc: 0.8474 - val_loss: 0.3709 - val_acc: 0.8237
    Epoch 1619/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3676 - acc: 0.8467 - val_loss: 0.3705 - val_acc: 0.8213
    Epoch 1620/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3675 - acc: 0.8450 - val_loss: 0.3706 - val_acc: 0.8213
    Epoch 1621/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3727 - acc: 0.8433 - val_loss: 0.3707 - val_acc: 0.8213
    Epoch 1622/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3712 - acc: 0.8465 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1623/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3670 - acc: 0.8488 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 1624/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8488 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1625/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3665 - acc: 0.8492 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1626/10000
    7200/7200 [==============================] - 1s 138us/step - loss: 0.3701 - acc: 0.8469 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1627/10000
    7200/7200 [==============================] - 1s 142us/step - loss: 0.3693 - acc: 0.8446 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 1628/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3722 - acc: 0.8458 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1629/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3649 - acc: 0.8489 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1630/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3709 - acc: 0.8490 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1631/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3686 - acc: 0.8464 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1632/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3721 - acc: 0.8479 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1633/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8439 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 1634/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3654 - acc: 0.8507 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1635/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3683 - acc: 0.8468 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1636/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3661 - acc: 0.8478 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1637/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3653 - acc: 0.8494 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1638/10000
    7200/7200 [==============================] - 0s 54us/step - loss: 0.3710 - acc: 0.8453 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1639/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3692 - acc: 0.8476 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1640/10000
    7200/7200 [==============================] - 0s 54us/step - loss: 0.3732 - acc: 0.8462 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1641/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3683 - acc: 0.8479 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1642/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3736 - acc: 0.8481 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1643/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3711 - acc: 0.8475 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1644/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3688 - acc: 0.8464 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 1645/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3681 - acc: 0.8472 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1646/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3674 - acc: 0.8479 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1647/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3705 - acc: 0.8461 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1648/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3728 - acc: 0.8462 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1649/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3732 - acc: 0.8443 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1650/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3741 - acc: 0.8446 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1651/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3758 - acc: 0.8433 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1652/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3698 - acc: 0.8462 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1653/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3654 - acc: 0.8481 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1654/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3684 - acc: 0.8499 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1655/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8462 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1656/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3640 - acc: 0.8514 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1657/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3675 - acc: 0.8492 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1658/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3643 - acc: 0.8482 - val_loss: 0.3712 - val_acc: 0.8200
    Epoch 1659/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3721 - acc: 0.8454 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1660/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3747 - acc: 0.8426 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1661/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3684 - acc: 0.8468 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1662/10000
    7200/7200 [==============================] - 0s 54us/step - loss: 0.3760 - acc: 0.8440 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1663/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3638 - acc: 0.8512 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1664/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3711 - acc: 0.8464 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1665/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3700 - acc: 0.8475 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1666/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8458 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1667/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8533 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1668/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3723 - acc: 0.8456 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1669/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3645 - acc: 0.8503 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1670/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3697 - acc: 0.8465 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1671/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3646 - acc: 0.8474 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1672/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3631 - acc: 0.8486 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1673/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3735 - acc: 0.8453 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1674/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3665 - acc: 0.8493 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1675/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3648 - acc: 0.8508 - val_loss: 0.3704 - val_acc: 0.8237
    Epoch 1676/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8481 - val_loss: 0.3707 - val_acc: 0.8225
    Epoch 1677/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3704 - acc: 0.8453 - val_loss: 0.3707 - val_acc: 0.8187
    Epoch 1678/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3717 - acc: 0.8444 - val_loss: 0.3704 - val_acc: 0.8187
    Epoch 1679/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3673 - acc: 0.8456 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1680/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3752 - acc: 0.8458 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1681/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3728 - acc: 0.8456 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1682/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3720 - acc: 0.8432 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1683/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3636 - acc: 0.8511 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 1684/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8499 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1685/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3758 - acc: 0.8428 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1686/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8457 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1687/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3655 - acc: 0.8490 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1688/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8471 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1689/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3667 - acc: 0.8461 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1690/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3672 - acc: 0.8490 - val_loss: 0.3718 - val_acc: 0.8237
    Epoch 1691/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8457 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1692/10000
    7200/7200 [==============================] - 1s 93us/step - loss: 0.3691 - acc: 0.8456 - val_loss: 0.3719 - val_acc: 0.8225
    Epoch 1693/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3701 - acc: 0.8458 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1694/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8476 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1695/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3726 - acc: 0.8457 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 1696/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3742 - acc: 0.8457 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1697/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3687 - acc: 0.8456 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1698/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3668 - acc: 0.8479 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1699/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3729 - acc: 0.8436 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1700/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3703 - acc: 0.8471 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1701/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3650 - acc: 0.8479 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1702/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3711 - acc: 0.8471 - val_loss: 0.3710 - val_acc: 0.8200
    Epoch 1703/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8458 - val_loss: 0.3716 - val_acc: 0.8200
    Epoch 1704/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3701 - acc: 0.8447 - val_loss: 0.3711 - val_acc: 0.8213
    Epoch 1705/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3736 - acc: 0.8443 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1706/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3703 - acc: 0.8461 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1707/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3691 - acc: 0.8485 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1708/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8489 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1709/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3699 - acc: 0.8474 - val_loss: 0.3706 - val_acc: 0.8225
    Epoch 1710/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3635 - acc: 0.8503 - val_loss: 0.3703 - val_acc: 0.8250
    Epoch 1711/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3753 - acc: 0.8457 - val_loss: 0.3704 - val_acc: 0.8237
    Epoch 1712/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3630 - acc: 0.8499 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1713/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3688 - acc: 0.8469 - val_loss: 0.3714 - val_acc: 0.8250
    Epoch 1714/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3673 - acc: 0.8483 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 1715/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3686 - acc: 0.8490 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1716/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3715 - acc: 0.8472 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1717/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3701 - acc: 0.8481 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1718/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8488 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1719/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3724 - acc: 0.8436 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1720/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3701 - acc: 0.8468 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1721/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3676 - acc: 0.8493 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1722/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3696 - acc: 0.8454 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1723/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3620 - acc: 0.8494 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1724/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3654 - acc: 0.8488 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1725/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3715 - acc: 0.8474 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 1726/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3651 - acc: 0.8446 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1727/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3710 - acc: 0.8464 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1728/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3636 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1729/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3697 - acc: 0.8472 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1730/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3676 - acc: 0.8465 - val_loss: 0.3716 - val_acc: 0.8187
    Epoch 1731/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3681 - acc: 0.8471 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 1732/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3707 - acc: 0.8476 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1733/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3682 - acc: 0.8494 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1734/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3721 - acc: 0.8471 - val_loss: 0.3725 - val_acc: 0.8225
    Epoch 1735/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3709 - acc: 0.8451 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1736/10000
    7200/7200 [==============================] - 0s 55us/step - loss: 0.3667 - acc: 0.8465 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1737/10000
    7200/7200 [==============================] - 0s 56us/step - loss: 0.3678 - acc: 0.8486 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1738/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3661 - acc: 0.8472 - val_loss: 0.3723 - val_acc: 0.8213
    Epoch 1739/10000
    7200/7200 [==============================] - 1s 97us/step - loss: 0.3693 - acc: 0.8492 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 1740/10000
    7200/7200 [==============================] - 1s 94us/step - loss: 0.3654 - acc: 0.8450 - val_loss: 0.3713 - val_acc: 0.8200
    Epoch 1741/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3708 - acc: 0.8472 - val_loss: 0.3714 - val_acc: 0.8200
    Epoch 1742/10000
    7200/7200 [==============================] - 1s 93us/step - loss: 0.3654 - acc: 0.8515 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1743/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3689 - acc: 0.8438 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1744/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3661 - acc: 0.8512 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1745/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8456 - val_loss: 0.3711 - val_acc: 0.8187
    Epoch 1746/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3694 - acc: 0.8485 - val_loss: 0.3709 - val_acc: 0.8187
    Epoch 1747/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3695 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 1748/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1749/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8458 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1750/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3664 - acc: 0.8472 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1751/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8461 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1752/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3697 - acc: 0.8482 - val_loss: 0.3723 - val_acc: 0.8237
    Epoch 1753/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3690 - acc: 0.8511 - val_loss: 0.3727 - val_acc: 0.8237
    Epoch 1754/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3695 - acc: 0.8461 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1755/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8501 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1756/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3686 - acc: 0.8462 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1757/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3686 - acc: 0.8464 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1758/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3728 - acc: 0.8456 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1759/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3659 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1760/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8476 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1761/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3732 - acc: 0.8462 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 1762/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3757 - acc: 0.8447 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 1763/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3632 - acc: 0.8508 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1764/10000
    7200/7200 [==============================] - 1s 90us/step - loss: 0.3729 - acc: 0.8458 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 1765/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3639 - acc: 0.8525 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1766/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3673 - acc: 0.8493 - val_loss: 0.3723 - val_acc: 0.8225
    Epoch 1767/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3737 - acc: 0.8446 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1768/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3711 - acc: 0.8447 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1769/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8465 - val_loss: 0.3715 - val_acc: 0.8213
    Epoch 1770/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3714 - acc: 0.8468 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1771/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3677 - acc: 0.8478 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1772/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3684 - acc: 0.8469 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1773/10000
    7200/7200 [==============================] - 1s 99us/step - loss: 0.3674 - acc: 0.8503 - val_loss: 0.3714 - val_acc: 0.8187
    Epoch 1774/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3667 - acc: 0.8511 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1775/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3664 - acc: 0.8472 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1776/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3726 - acc: 0.8444 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1777/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3646 - acc: 0.8481 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1778/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3690 - acc: 0.8492 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1779/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3717 - acc: 0.8453 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1780/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3687 - acc: 0.8468 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1781/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3668 - acc: 0.8488 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1782/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3693 - acc: 0.8494 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1783/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3658 - acc: 0.8488 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1784/10000
    7200/7200 [==============================] - 1s 94us/step - loss: 0.3698 - acc: 0.8433 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1785/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3658 - acc: 0.8501 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1786/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3674 - acc: 0.8440 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1787/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3701 - acc: 0.8469 - val_loss: 0.3706 - val_acc: 0.8250
    Epoch 1788/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3719 - acc: 0.8419 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1789/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3719 - acc: 0.8497 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1790/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3686 - acc: 0.8469 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 1791/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3707 - acc: 0.8471 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1792/10000
    7200/7200 [==============================] - 1s 99us/step - loss: 0.3697 - acc: 0.8464 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1793/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3703 - acc: 0.8468 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1794/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3686 - acc: 0.8453 - val_loss: 0.3716 - val_acc: 0.8213
    Epoch 1795/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3662 - acc: 0.8475 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 1796/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8483 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 1797/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3672 - acc: 0.8468 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1798/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3689 - acc: 0.8468 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1799/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3692 - acc: 0.8483 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1800/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3715 - acc: 0.8476 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1801/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3693 - acc: 0.8457 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1802/10000
    7200/7200 [==============================] - 1s 104us/step - loss: 0.3694 - acc: 0.8472 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 1803/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3697 - acc: 0.8469 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1804/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3656 - acc: 0.8489 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1805/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3705 - acc: 0.8474 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1806/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3686 - acc: 0.8478 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1807/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3728 - acc: 0.8475 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1808/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3676 - acc: 0.8497 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1809/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3702 - acc: 0.8471 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1810/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3727 - acc: 0.8449 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1811/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3671 - acc: 0.8486 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 1812/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8457 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1813/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3683 - acc: 0.8468 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1814/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8469 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1815/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3653 - acc: 0.8475 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1816/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3651 - acc: 0.8506 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 1817/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3724 - acc: 0.8447 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1818/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8482 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1819/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8479 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1820/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3721 - acc: 0.8471 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1821/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3727 - acc: 0.8467 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1822/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8429 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1823/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8497 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1824/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3651 - acc: 0.8468 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 1825/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8488 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1826/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8465 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1827/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3661 - acc: 0.8486 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 1828/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3703 - acc: 0.8475 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1829/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3665 - acc: 0.8489 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 1830/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 1831/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3693 - acc: 0.8468 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1832/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3759 - acc: 0.8433 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1833/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8482 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1834/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3707 - acc: 0.8446 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1835/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3745 - acc: 0.8440 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1836/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8501 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1837/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8478 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 1838/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3697 - acc: 0.8464 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 1839/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3663 - acc: 0.8490 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1840/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8488 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1841/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3670 - acc: 0.8494 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 1842/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8472 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1843/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3733 - acc: 0.8447 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 1844/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3669 - acc: 0.8503 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1845/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3658 - acc: 0.8489 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1846/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3685 - acc: 0.8476 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1847/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8476 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1848/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3715 - acc: 0.8462 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 1849/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3684 - acc: 0.8471 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1850/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3656 - acc: 0.8511 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1851/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8479 - val_loss: 0.3721 - val_acc: 0.8237
    Epoch 1852/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8475 - val_loss: 0.3719 - val_acc: 0.8225
    Epoch 1853/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8468 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1854/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3743 - acc: 0.8450 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1855/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8471 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1856/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3659 - acc: 0.8511 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1857/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3700 - acc: 0.8492 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 1858/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3701 - acc: 0.8471 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 1859/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8482 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 1860/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3719 - acc: 0.8458 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 1861/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8453 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1862/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8508 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 1863/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3655 - acc: 0.8483 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 1864/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3708 - acc: 0.8457 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 1865/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3726 - acc: 0.8464 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 1866/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3645 - acc: 0.8492 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 1867/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8472 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1868/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3738 - acc: 0.8435 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 1869/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3656 - acc: 0.8496 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1870/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8475 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1871/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3742 - acc: 0.8446 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1872/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3725 - acc: 0.8451 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 1873/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8497 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1874/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3701 - acc: 0.8478 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 1875/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3677 - acc: 0.8497 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1876/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8499 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1877/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3652 - acc: 0.8468 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1878/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3653 - acc: 0.8496 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 1879/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3659 - acc: 0.8469 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 1880/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3645 - acc: 0.8489 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1881/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3714 - acc: 0.8493 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1882/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3681 - acc: 0.8442 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1883/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3682 - acc: 0.8485 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1884/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3678 - acc: 0.8468 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1885/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3675 - acc: 0.8476 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 1886/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3661 - acc: 0.8464 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 1887/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3691 - acc: 0.8478 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 1888/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8456 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1889/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3689 - acc: 0.8462 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1890/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3687 - acc: 0.8504 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 1891/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3718 - acc: 0.8440 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 1892/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3657 - acc: 0.8486 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 1893/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3686 - acc: 0.8457 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1894/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3694 - acc: 0.8456 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 1895/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3684 - acc: 0.8474 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 1896/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3640 - acc: 0.8482 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1897/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3653 - acc: 0.8479 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1898/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3663 - acc: 0.8476 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1899/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3647 - acc: 0.8485 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1900/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3761 - acc: 0.8425 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1901/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 1902/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3705 - acc: 0.8476 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 1903/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3678 - acc: 0.8454 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 1904/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3648 - acc: 0.8508 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 1905/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3700 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 1906/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3676 - acc: 0.8488 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1907/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3692 - acc: 0.8456 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1908/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3666 - acc: 0.8489 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1909/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3711 - acc: 0.8464 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1910/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3726 - acc: 0.8462 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 1911/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8486 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1912/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3693 - acc: 0.8453 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 1913/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3667 - acc: 0.8478 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1914/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3650 - acc: 0.8489 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1915/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3737 - acc: 0.8444 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 1916/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8489 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 1917/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3681 - acc: 0.8467 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1918/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3683 - acc: 0.8471 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1919/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8493 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 1920/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8454 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 1921/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3715 - acc: 0.8433 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 1922/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3646 - acc: 0.8494 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1923/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8453 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1924/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8444 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1925/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3755 - acc: 0.8467 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 1926/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8471 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 1927/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3680 - acc: 0.8476 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1928/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8449 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1929/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3667 - acc: 0.8472 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 1930/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3706 - acc: 0.8439 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 1931/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8485 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 1932/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3698 - acc: 0.8461 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 1933/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3630 - acc: 0.8506 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1934/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3729 - acc: 0.8449 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 1935/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8481 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1936/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8500 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1937/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3678 - acc: 0.8493 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 1938/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8483 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1939/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3636 - acc: 0.8465 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1940/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8483 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1941/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8468 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 1942/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8442 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 1943/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3681 - acc: 0.8474 - val_loss: 0.3723 - val_acc: 0.8213
    Epoch 1944/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8464 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 1945/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3663 - acc: 0.8469 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 1946/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3699 - acc: 0.8453 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 1947/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3727 - acc: 0.8471 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1948/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3622 - acc: 0.8515 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1949/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3663 - acc: 0.8483 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1950/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8486 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 1951/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3709 - acc: 0.8468 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 1952/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3672 - acc: 0.8476 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 1953/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8522 - val_loss: 0.3712 - val_acc: 0.8213
    Epoch 1954/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3680 - acc: 0.8462 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 1955/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8490 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1956/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8490 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 1957/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3637 - acc: 0.8506 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 1958/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8444 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1959/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3678 - acc: 0.8492 - val_loss: 0.3722 - val_acc: 0.8213
    Epoch 1960/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3716 - acc: 0.8428 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1961/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8449 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1962/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3715 - acc: 0.8425 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 1963/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3655 - acc: 0.8497 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 1964/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3606 - acc: 0.8510 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 1965/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8468 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1966/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8454 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 1967/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3752 - acc: 0.8419 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 1968/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8453 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 1969/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3718 - acc: 0.8457 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 1970/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8483 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 1971/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3634 - acc: 0.8499 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 1972/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8472 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 1973/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3700 - acc: 0.8471 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1974/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8475 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 1975/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8464 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 1976/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3701 - acc: 0.8444 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 1977/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3702 - acc: 0.8449 - val_loss: 0.3727 - val_acc: 0.8225
    Epoch 1978/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3709 - acc: 0.8478 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 1979/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8446 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 1980/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8503 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 1981/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3661 - acc: 0.8483 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 1982/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3683 - acc: 0.8482 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 1983/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3698 - acc: 0.8469 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 1984/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3654 - acc: 0.8514 - val_loss: 0.3725 - val_acc: 0.8225
    Epoch 1985/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3658 - acc: 0.8486 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 1986/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3741 - acc: 0.8457 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 1987/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3722 - acc: 0.8447 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 1988/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3740 - acc: 0.8475 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 1989/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8490 - val_loss: 0.3715 - val_acc: 0.8275
    Epoch 1990/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3730 - acc: 0.8458 - val_loss: 0.3724 - val_acc: 0.8237
    Epoch 1991/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3662 - acc: 0.8511 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 1992/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3712 - acc: 0.8474 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 1993/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8468 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 1994/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8481 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 1995/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3662 - acc: 0.8490 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 1996/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8486 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 1997/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3722 - acc: 0.8449 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 1998/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3669 - acc: 0.8450 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 1999/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3676 - acc: 0.8465 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 2000/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3626 - acc: 0.8507 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2001/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3676 - acc: 0.8478 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2002/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3701 - acc: 0.8481 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2003/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3776 - acc: 0.8436 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2004/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8479 - val_loss: 0.3718 - val_acc: 0.8213
    Epoch 2005/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3681 - acc: 0.8451 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2006/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3681 - acc: 0.8478 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2007/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8449 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2008/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3665 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2009/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8500 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2010/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3677 - acc: 0.8500 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2011/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3718 - acc: 0.8433 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2012/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8492 - val_loss: 0.3738 - val_acc: 0.8175
    Epoch 2013/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2014/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3742 - acc: 0.8454 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2015/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3721 - acc: 0.8464 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2016/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3783 - acc: 0.8408 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2017/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8453 - val_loss: 0.3751 - val_acc: 0.8175
    Epoch 2018/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8465 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 2019/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3716 - acc: 0.8451 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2020/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3709 - acc: 0.8469 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 2021/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3659 - acc: 0.8485 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 2022/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3718 - acc: 0.8474 - val_loss: 0.3753 - val_acc: 0.8175
    Epoch 2023/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8479 - val_loss: 0.3735 - val_acc: 0.8175
    Epoch 2024/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3661 - acc: 0.8501 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2025/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3681 - acc: 0.8458 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 2026/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3663 - acc: 0.8490 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2027/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3690 - acc: 0.8469 - val_loss: 0.3719 - val_acc: 0.8225
    Epoch 2028/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8508 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2029/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3654 - acc: 0.8471 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 2030/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3659 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2031/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3699 - acc: 0.8472 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2032/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3683 - acc: 0.8468 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2033/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3644 - acc: 0.8506 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 2034/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8460 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 2035/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3746 - acc: 0.8440 - val_loss: 0.3740 - val_acc: 0.8175
    Epoch 2036/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8456 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 2037/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3722 - acc: 0.8444 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 2038/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3734 - acc: 0.8461 - val_loss: 0.3735 - val_acc: 0.8175
    Epoch 2039/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8460 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2040/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3646 - acc: 0.8511 - val_loss: 0.3726 - val_acc: 0.8175
    Epoch 2041/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8453 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2042/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3681 - acc: 0.8483 - val_loss: 0.3729 - val_acc: 0.8175
    Epoch 2043/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3702 - acc: 0.8439 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2044/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3716 - acc: 0.8442 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2045/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3739 - acc: 0.8433 - val_loss: 0.3756 - val_acc: 0.8175
    Epoch 2046/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3632 - acc: 0.8503 - val_loss: 0.3755 - val_acc: 0.8175
    Epoch 2047/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8462 - val_loss: 0.3748 - val_acc: 0.8175
    Epoch 2048/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3668 - acc: 0.8483 - val_loss: 0.3750 - val_acc: 0.8175
    Epoch 2049/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3720 - acc: 0.8442 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2050/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8464 - val_loss: 0.3750 - val_acc: 0.8175
    Epoch 2051/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3712 - acc: 0.8483 - val_loss: 0.3743 - val_acc: 0.8163
    Epoch 2052/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8482 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2053/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3620 - acc: 0.8499 - val_loss: 0.3742 - val_acc: 0.8175
    Epoch 2054/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8486 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 2055/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3667 - acc: 0.8492 - val_loss: 0.3737 - val_acc: 0.8175
    Epoch 2056/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3656 - acc: 0.8468 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2057/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8485 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2058/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8488 - val_loss: 0.3727 - val_acc: 0.8250
    Epoch 2059/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3743 - acc: 0.8462 - val_loss: 0.3742 - val_acc: 0.8175
    Epoch 2060/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3701 - acc: 0.8454 - val_loss: 0.3737 - val_acc: 0.8225
    Epoch 2061/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3650 - acc: 0.8499 - val_loss: 0.3746 - val_acc: 0.8175
    Epoch 2062/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3745 - acc: 0.8435 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2063/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3675 - acc: 0.8489 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2064/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3687 - acc: 0.8474 - val_loss: 0.3750 - val_acc: 0.8200
    Epoch 2065/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3649 - acc: 0.8481 - val_loss: 0.3753 - val_acc: 0.8200
    Epoch 2066/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3745 - acc: 0.8461 - val_loss: 0.3757 - val_acc: 0.8200
    Epoch 2067/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8504 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 2068/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3679 - acc: 0.8490 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 2069/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3719 - acc: 0.8464 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 2070/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3718 - acc: 0.8439 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 2071/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3735 - acc: 0.8467 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 2072/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3651 - acc: 0.8490 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2073/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8481 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2074/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3671 - acc: 0.848 - 0s 62us/step - loss: 0.3662 - acc: 0.8485 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 2075/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3650 - acc: 0.8506 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2076/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8496 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2077/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3692 - acc: 0.8507 - val_loss: 0.3730 - val_acc: 0.8225
    Epoch 2078/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8483 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2079/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8467 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2080/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3719 - acc: 0.8469 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2081/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3709 - acc: 0.8460 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 2082/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8451 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2083/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3699 - acc: 0.8464 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2084/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3730 - acc: 0.8446 - val_loss: 0.3745 - val_acc: 0.8200
    Epoch 2085/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3686 - acc: 0.8454 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2086/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3689 - acc: 0.8488 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 2087/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3699 - acc: 0.8447 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 2088/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3677 - acc: 0.8496 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 2089/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3698 - acc: 0.8483 - val_loss: 0.3730 - val_acc: 0.8225
    Epoch 2090/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3722 - acc: 0.8462 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2091/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8485 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 2092/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3643 - acc: 0.8483 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2093/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3684 - acc: 0.8469 - val_loss: 0.3753 - val_acc: 0.8175
    Epoch 2094/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3717 - acc: 0.8450 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 2095/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3695 - acc: 0.8429 - val_loss: 0.3760 - val_acc: 0.8175
    Epoch 2096/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3676 - acc: 0.8467 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2097/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3639 - acc: 0.8492 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2098/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3665 - acc: 0.8488 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2099/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3716 - acc: 0.8440 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2100/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3716 - acc: 0.8465 - val_loss: 0.3764 - val_acc: 0.8175
    Epoch 2101/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3693 - acc: 0.8493 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2102/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3668 - acc: 0.8475 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 2103/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3724 - acc: 0.8450 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2104/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3702 - acc: 0.8476 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2105/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8499 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2106/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3712 - acc: 0.8475 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2107/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8456 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2108/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8464 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2109/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8481 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 2110/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3744 - acc: 0.8435 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2111/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3724 - acc: 0.8417 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2112/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8488 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2113/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3673 - acc: 0.8490 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2114/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3665 - acc: 0.8479 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2115/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3726 - acc: 0.8451 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2116/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3689 - acc: 0.8478 - val_loss: 0.3745 - val_acc: 0.8200
    Epoch 2117/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8469 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2118/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8492 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2119/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3676 - acc: 0.8471 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2120/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3730 - acc: 0.8462 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2121/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3695 - acc: 0.8501 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2122/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3716 - acc: 0.8444 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2123/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8482 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2124/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3672 - acc: 0.8493 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2125/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3722 - acc: 0.8456 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2126/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8457 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2127/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3713 - acc: 0.8435 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2128/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8456 - val_loss: 0.3736 - val_acc: 0.8175
    Epoch 2129/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3721 - acc: 0.8456 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 2130/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3665 - acc: 0.8475 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 2131/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8444 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2132/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3700 - acc: 0.8488 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2133/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3680 - acc: 0.8497 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2134/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8454 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2135/10000
    7200/7200 [==============================] - 1s 148us/step - loss: 0.3679 - acc: 0.8454 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2136/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8515 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2137/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8468 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2138/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8442 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2139/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3657 - acc: 0.8456 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2140/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8468 - val_loss: 0.3757 - val_acc: 0.8175
    Epoch 2141/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3649 - acc: 0.8490 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2142/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3712 - acc: 0.8481 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2143/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3691 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2144/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3657 - acc: 0.8501 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2145/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3659 - acc: 0.8467 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2146/10000
    7200/7200 [==============================] - 1s 92us/step - loss: 0.3714 - acc: 0.8460 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2147/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3715 - acc: 0.8489 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2148/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3681 - acc: 0.8483 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2149/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3666 - acc: 0.8510 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2150/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3693 - acc: 0.8479 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 2151/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3723 - acc: 0.8449 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2152/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3720 - acc: 0.8457 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2153/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8483 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 2154/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3724 - acc: 0.8421 - val_loss: 0.3722 - val_acc: 0.8213
    Epoch 2155/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3729 - acc: 0.8467 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 2156/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3701 - acc: 0.8490 - val_loss: 0.3714 - val_acc: 0.8213
    Epoch 2157/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3658 - acc: 0.8442 - val_loss: 0.3723 - val_acc: 0.8213
    Epoch 2158/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3744 - acc: 0.8458 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 2159/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3712 - acc: 0.8457 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 2160/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3718 - acc: 0.8449 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2161/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3660 - acc: 0.8467 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2162/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8474 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2163/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3667 - acc: 0.8478 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2164/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3658 - acc: 0.8501 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 2165/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3707 - acc: 0.8449 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2166/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3674 - acc: 0.8482 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2167/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8496 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2168/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8436 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2169/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3703 - acc: 0.8458 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 2170/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2171/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3712 - acc: 0.8457 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 2172/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8475 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2173/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8457 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2174/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3704 - acc: 0.8460 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 2175/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3686 - acc: 0.8462 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2176/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3713 - acc: 0.8460 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2177/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8467 - val_loss: 0.3725 - val_acc: 0.8250
    Epoch 2178/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8465 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 2179/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3689 - acc: 0.8450 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2180/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3642 - acc: 0.8469 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2181/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3750 - acc: 0.8439 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2182/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8442 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2183/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8474 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2184/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3735 - acc: 0.8422 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2185/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3676 - acc: 0.8474 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2186/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8488 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2187/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8453 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2188/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3660 - acc: 0.8492 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2189/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3719 - acc: 0.8447 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2190/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8489 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2191/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8468 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 2192/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3702 - acc: 0.8493 - val_loss: 0.3724 - val_acc: 0.8250
    Epoch 2193/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3757 - acc: 0.8454 - val_loss: 0.3723 - val_acc: 0.8263
    Epoch 2194/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8478 - val_loss: 0.3730 - val_acc: 0.8250
    Epoch 2195/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3715 - acc: 0.8471 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2196/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3746 - acc: 0.8446 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2197/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8478 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2198/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8472 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2199/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3691 - acc: 0.8460 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 2200/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3708 - acc: 0.8444 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2201/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3691 - acc: 0.8461 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2202/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3640 - acc: 0.8511 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2203/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3718 - acc: 0.8431 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2204/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8454 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2205/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8460 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2206/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8460 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2207/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3714 - acc: 0.8450 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2208/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3623 - acc: 0.8486 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2209/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8440 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2210/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8494 - val_loss: 0.3721 - val_acc: 0.8213
    Epoch 2211/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8457 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2212/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8458 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2213/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3732 - acc: 0.8472 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2214/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3645 - acc: 0.8500 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2215/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3715 - acc: 0.8458 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2216/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3654 - acc: 0.8500 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 2217/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8461 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 2218/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8468 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2219/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3720 - acc: 0.8462 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2220/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3700 - acc: 0.8462 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2221/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3635 - acc: 0.8504 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2222/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8481 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2223/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8451 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2224/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3686 - acc: 0.8478 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2225/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8457 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2226/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3741 - acc: 0.8417 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2227/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8428 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2228/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8469 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2229/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3659 - acc: 0.8471 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2230/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3663 - acc: 0.8512 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2231/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3673 - acc: 0.8494 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 2232/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3728 - acc: 0.8456 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 2233/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3696 - acc: 0.8456 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2234/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3659 - acc: 0.8492 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2235/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3680 - acc: 0.8468 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2236/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3666 - acc: 0.8460 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2237/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8485 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2238/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3703 - acc: 0.8488 - val_loss: 0.3726 - val_acc: 0.8250
    Epoch 2239/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3688 - acc: 0.8474 - val_loss: 0.3737 - val_acc: 0.8225
    Epoch 2240/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8447 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2241/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8475 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 2242/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3600 - acc: 0.8504 - val_loss: 0.3758 - val_acc: 0.8200
    Epoch 2243/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3726 - acc: 0.8460 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2244/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8457 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2245/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3654 - acc: 0.8476 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2246/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8472 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2247/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8440 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2248/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3712 - acc: 0.8456 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2249/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3716 - acc: 0.8465 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2250/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8446 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2251/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3714 - acc: 0.8488 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2252/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8446 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2253/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3727 - acc: 0.8456 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2254/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3740 - acc: 0.8425 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2255/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8461 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2256/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8468 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2257/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3686 - acc: 0.8467 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2258/10000
    7200/7200 [==============================] - 1s 110us/step - loss: 0.3688 - acc: 0.8469 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2259/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3714 - acc: 0.8449 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2260/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3700 - acc: 0.8481 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 2261/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3692 - acc: 0.8485 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 2262/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3689 - acc: 0.8464 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 2263/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3655 - acc: 0.8493 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 2264/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3677 - acc: 0.8478 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 2265/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8456 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2266/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8499 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 2267/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3675 - acc: 0.8476 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 2268/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8460 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 2269/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3700 - acc: 0.8462 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 2270/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3634 - acc: 0.8497 - val_loss: 0.3720 - val_acc: 0.8187
    Epoch 2271/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3735 - acc: 0.8411 - val_loss: 0.3715 - val_acc: 0.8213
    Epoch 2272/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3695 - acc: 0.8461 - val_loss: 0.3718 - val_acc: 0.8237
    Epoch 2273/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3732 - acc: 0.8475 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 2274/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8489 - val_loss: 0.3717 - val_acc: 0.8200
    Epoch 2275/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8465 - val_loss: 0.3721 - val_acc: 0.8187
    Epoch 2276/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8462 - val_loss: 0.3715 - val_acc: 0.8213
    Epoch 2277/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3690 - acc: 0.8489 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 2278/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8439 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2279/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8444 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2280/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8475 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 2281/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3660 - acc: 0.8464 - val_loss: 0.3714 - val_acc: 0.8213
    Epoch 2282/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8482 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2283/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8474 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 2284/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8510 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2285/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8472 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2286/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3724 - acc: 0.8433 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2287/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3643 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2288/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8456 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2289/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3736 - acc: 0.8460 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2290/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3647 - acc: 0.8490 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2291/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8494 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 2292/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2293/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8461 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2294/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3689 - acc: 0.8461 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 2295/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8449 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2296/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3667 - acc: 0.8476 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2297/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3681 - acc: 0.8497 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2298/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8489 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2299/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3685 - acc: 0.8465 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2300/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8512 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2301/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8489 - val_loss: 0.3728 - val_acc: 0.8263
    Epoch 2302/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8456 - val_loss: 0.3724 - val_acc: 0.8250
    Epoch 2303/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3724 - acc: 0.8436 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2304/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3654 - acc: 0.8504 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2305/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3745 - acc: 0.8467 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2306/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8496 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2307/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8494 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2308/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3663 - acc: 0.8476 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 2309/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8458 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2310/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3678 - acc: 0.8490 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2311/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3704 - acc: 0.8460 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2312/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3703 - acc: 0.8462 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2313/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3680 - acc: 0.8507 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2314/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3691 - acc: 0.8471 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2315/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3720 - acc: 0.8474 - val_loss: 0.3723 - val_acc: 0.8213
    Epoch 2316/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3662 - acc: 0.8503 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2317/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3702 - acc: 0.8450 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2318/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8481 - val_loss: 0.3722 - val_acc: 0.8225
    Epoch 2319/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8458 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2320/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3712 - acc: 0.8456 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2321/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3729 - acc: 0.8449 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2322/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3711 - acc: 0.8461 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2323/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8453 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 2324/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8442 - val_loss: 0.3738 - val_acc: 0.8175
    Epoch 2325/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3645 - acc: 0.8518 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2326/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8503 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2327/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8472 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2328/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3749 - acc: 0.8449 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2329/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3697 - acc: 0.8485 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2330/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8469 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2331/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3677 - acc: 0.8478 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2332/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8475 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2333/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3735 - acc: 0.8453 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2334/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8464 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2335/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3684 - acc: 0.8475 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2336/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8440 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2337/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3648 - acc: 0.8489 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 2338/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8435 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 2339/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8474 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2340/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3677 - acc: 0.8469 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2341/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8454 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2342/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3673 - acc: 0.8485 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 2343/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3689 - acc: 0.8493 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 2344/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8462 - val_loss: 0.3726 - val_acc: 0.8187
    Epoch 2345/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8449 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2346/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3655 - acc: 0.8474 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2347/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8481 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2348/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8512 - val_loss: 0.3718 - val_acc: 0.8187
    Epoch 2349/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3693 - acc: 0.8492 - val_loss: 0.3718 - val_acc: 0.8200
    Epoch 2350/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3684 - acc: 0.8446 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2351/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3691 - acc: 0.8442 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2352/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3709 - acc: 0.8479 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 2353/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3669 - acc: 0.8460 - val_loss: 0.3715 - val_acc: 0.8187
    Epoch 2354/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3691 - acc: 0.8453 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2355/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3726 - acc: 0.8444 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 2356/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3664 - acc: 0.8449 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2357/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3658 - acc: 0.8481 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2358/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8442 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2359/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8490 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2360/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3628 - acc: 0.8504 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2361/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8460 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 2362/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3653 - acc: 0.8476 - val_loss: 0.3721 - val_acc: 0.8213
    Epoch 2363/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3712 - acc: 0.8429 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2364/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8499 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2365/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8449 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 2366/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8488 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2367/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8486 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2368/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3707 - acc: 0.8443 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2369/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8481 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2370/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3690 - acc: 0.8462 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2371/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3631 - acc: 0.8485 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 2372/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3666 - acc: 0.8472 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2373/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3671 - acc: 0.8483 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2374/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8486 - val_loss: 0.3733 - val_acc: 0.8225
    Epoch 2375/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3672 - acc: 0.8461 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2376/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8501 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 2377/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3667 - acc: 0.8499 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2378/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3666 - acc: 0.8442 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2379/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2380/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3718 - acc: 0.8482 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2381/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3662 - acc: 0.8499 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 2382/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8457 - val_loss: 0.3727 - val_acc: 0.8225
    Epoch 2383/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3759 - acc: 0.8407 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2384/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3698 - acc: 0.8483 - val_loss: 0.3715 - val_acc: 0.8225
    Epoch 2385/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8464 - val_loss: 0.3720 - val_acc: 0.8225
    Epoch 2386/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3660 - acc: 0.8492 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2387/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3726 - acc: 0.8474 - val_loss: 0.3715 - val_acc: 0.8213
    Epoch 2388/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3728 - acc: 0.8453 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 2389/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8462 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2390/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3714 - acc: 0.8440 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2391/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3646 - acc: 0.8486 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 2392/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8447 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 2393/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3656 - acc: 0.8481 - val_loss: 0.3720 - val_acc: 0.8225
    Epoch 2394/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3734 - acc: 0.8451 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2395/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3634 - acc: 0.8492 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2396/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3656 - acc: 0.8467 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2397/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3717 - acc: 0.8433 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2398/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3627 - acc: 0.8497 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2399/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3736 - acc: 0.8419 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2400/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8451 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2401/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8433 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2402/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3641 - acc: 0.8481 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2403/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8494 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 2404/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3691 - acc: 0.8457 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2405/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3680 - acc: 0.8497 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2406/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3662 - acc: 0.8479 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2407/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3646 - acc: 0.8458 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2408/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3746 - acc: 0.8451 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 2409/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8460 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2410/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3688 - acc: 0.8482 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2411/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3732 - acc: 0.8464 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2412/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3687 - acc: 0.8485 - val_loss: 0.3724 - val_acc: 0.8200
    Epoch 2413/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3684 - acc: 0.8462 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2414/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8472 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2415/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3739 - acc: 0.8449 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2416/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8458 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2417/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3651 - acc: 0.8471 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2418/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8450 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2419/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3754 - acc: 0.8461 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2420/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8451 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2421/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8490 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2422/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3684 - acc: 0.8475 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 2423/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8474 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2424/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3665 - acc: 0.8471 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2425/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3741 - acc: 0.8411 - val_loss: 0.3746 - val_acc: 0.8175
    Epoch 2426/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3654 - acc: 0.8493 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2427/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3683 - acc: 0.8482 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2428/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3713 - acc: 0.8447 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2429/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3676 - acc: 0.8483 - val_loss: 0.3724 - val_acc: 0.8187
    Epoch 2430/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3674 - acc: 0.8454 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2431/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3687 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2432/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3647 - acc: 0.8456 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2433/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3672 - acc: 0.8489 - val_loss: 0.3721 - val_acc: 0.8213
    Epoch 2434/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3713 - acc: 0.8456 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2435/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3647 - acc: 0.8500 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2436/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3714 - acc: 0.8462 - val_loss: 0.3718 - val_acc: 0.8263
    Epoch 2437/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3720 - acc: 0.8444 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2438/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3700 - acc: 0.8453 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2439/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8488 - val_loss: 0.3721 - val_acc: 0.8250
    Epoch 2440/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8465 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2441/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3728 - acc: 0.8469 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2442/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3694 - acc: 0.8483 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2443/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8475 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2444/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3690 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2445/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8469 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 2446/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3649 - acc: 0.8511 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2447/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8454 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 2448/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3661 - acc: 0.8468 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 2449/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8501 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 2450/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3658 - acc: 0.8486 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 2451/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3695 - acc: 0.8457 - val_loss: 0.3708 - val_acc: 0.8213
    Epoch 2452/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3665 - acc: 0.8494 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2453/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3725 - acc: 0.8481 - val_loss: 0.3722 - val_acc: 0.8187
    Epoch 2454/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8488 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 2455/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3684 - acc: 0.8481 - val_loss: 0.3722 - val_acc: 0.8200
    Epoch 2456/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3699 - acc: 0.8497 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 2457/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3654 - acc: 0.8485 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 2458/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8471 - val_loss: 0.3715 - val_acc: 0.8200
    Epoch 2459/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3739 - acc: 0.8482 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 2460/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8501 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2461/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3754 - acc: 0.8442 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2462/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3657 - acc: 0.8481 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2463/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3679 - acc: 0.8476 - val_loss: 0.3725 - val_acc: 0.8187
    Epoch 2464/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3720 - acc: 0.8444 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2465/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8458 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2466/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3731 - acc: 0.8443 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2467/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8490 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2468/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8471 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 2469/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3677 - acc: 0.8457 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2470/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3750 - acc: 0.8443 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2471/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3742 - acc: 0.8461 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2472/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8469 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 2473/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3732 - acc: 0.8442 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 2474/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3745 - acc: 0.8438 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2475/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3693 - acc: 0.8474 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2476/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8457 - val_loss: 0.3740 - val_acc: 0.8175
    Epoch 2477/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3715 - acc: 0.8439 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2478/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8475 - val_loss: 0.3723 - val_acc: 0.8225
    Epoch 2479/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3703 - acc: 0.8468 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2480/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3717 - acc: 0.8464 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2481/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3723 - acc: 0.8467 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2482/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8467 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2483/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3712 - acc: 0.8457 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 2484/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3677 - acc: 0.847 - 0s 62us/step - loss: 0.3668 - acc: 0.8481 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2485/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3716 - acc: 0.8471 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2486/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8468 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2487/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3740 - acc: 0.8432 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2488/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8446 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2489/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8432 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 2490/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3720 - acc: 0.8442 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 2491/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3643 - acc: 0.8510 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2492/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8488 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2493/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8512 - val_loss: 0.3723 - val_acc: 0.8213
    Epoch 2494/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3682 - acc: 0.8464 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2495/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3660 - acc: 0.8510 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2496/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3698 - acc: 0.8492 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2497/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3707 - acc: 0.8450 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 2498/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3737 - acc: 0.8447 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2499/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3666 - acc: 0.8464 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2500/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8476 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2501/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3655 - acc: 0.8507 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 2502/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8458 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2503/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3634 - acc: 0.8490 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2504/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8450 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2505/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3724 - acc: 0.8426 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 2506/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3700 - acc: 0.8432 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2507/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8456 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2508/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3643 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2509/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8461 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2510/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3711 - acc: 0.8478 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2511/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3756 - acc: 0.8432 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2512/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3717 - acc: 0.8436 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2513/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3715 - acc: 0.8478 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2514/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3696 - acc: 0.8451 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2515/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8475 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2516/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3680 - acc: 0.8478 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2517/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3719 - acc: 0.8449 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2518/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3734 - acc: 0.8449 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2519/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3721 - acc: 0.8438 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2520/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8447 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2521/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3696 - acc: 0.8438 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2522/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3676 - acc: 0.8471 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2523/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8482 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 2524/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3688 - acc: 0.8482 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2525/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8475 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 2526/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3698 - acc: 0.8461 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 2527/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3636 - acc: 0.8517 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2528/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3676 - acc: 0.8497 - val_loss: 0.3743 - val_acc: 0.8225
    Epoch 2529/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8467 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2530/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3633 - acc: 0.8497 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2531/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8485 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2532/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3699 - acc: 0.8494 - val_loss: 0.3724 - val_acc: 0.8250
    Epoch 2533/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3654 - acc: 0.8485 - val_loss: 0.3728 - val_acc: 0.8250
    Epoch 2534/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8443 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2535/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3751 - acc: 0.8428 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2536/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3655 - acc: 0.8485 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2537/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3650 - acc: 0.8479 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2538/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3726 - acc: 0.8442 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2539/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3728 - acc: 0.8438 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2540/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3666 - acc: 0.8468 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 2541/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3679 - acc: 0.8453 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2542/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8464 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2543/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3708 - acc: 0.846 - 0s 69us/step - loss: 0.3713 - acc: 0.8465 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2544/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3728 - acc: 0.8475 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2545/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3660 - acc: 0.8493 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2546/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3681 - acc: 0.8450 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2547/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3750 - acc: 0.8450 - val_loss: 0.3742 - val_acc: 0.8175
    Epoch 2548/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3726 - acc: 0.8460 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2549/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8440 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 2550/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3712 - acc: 0.8447 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2551/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3663 - acc: 0.8465 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 2552/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3664 - acc: 0.8506 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2553/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3687 - acc: 0.8503 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 2554/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3742 - acc: 0.8436 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 2555/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8439 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2556/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3693 - acc: 0.8482 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 2557/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8467 - val_loss: 0.3722 - val_acc: 0.8213
    Epoch 2558/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3700 - acc: 0.8486 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2559/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8476 - val_loss: 0.3716 - val_acc: 0.8225
    Epoch 2560/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3709 - acc: 0.8454 - val_loss: 0.3713 - val_acc: 0.8225
    Epoch 2561/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8486 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 2562/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3653 - acc: 0.8501 - val_loss: 0.3709 - val_acc: 0.8237
    Epoch 2563/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3645 - acc: 0.8496 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 2564/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3724 - acc: 0.8465 - val_loss: 0.3713 - val_acc: 0.8237
    Epoch 2565/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8478 - val_loss: 0.3715 - val_acc: 0.8213
    Epoch 2566/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3673 - acc: 0.8490 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2567/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3670 - acc: 0.8507 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 2568/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3606 - acc: 0.8503 - val_loss: 0.3727 - val_acc: 0.8263
    Epoch 2569/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3660 - acc: 0.8488 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2570/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3717 - acc: 0.8456 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2571/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8485 - val_loss: 0.3727 - val_acc: 0.8237
    Epoch 2572/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3696 - acc: 0.8467 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2573/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3734 - acc: 0.8432 - val_loss: 0.3745 - val_acc: 0.8200
    Epoch 2574/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8492 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2575/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3714 - acc: 0.8464 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 2576/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3659 - acc: 0.8483 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2577/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3683 - acc: 0.8507 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2578/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3670 - acc: 0.8462 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2579/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3682 - acc: 0.8499 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2580/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3707 - acc: 0.8456 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 2581/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3657 - acc: 0.8478 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2582/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3697 - acc: 0.8456 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2583/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3690 - acc: 0.8479 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2584/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3754 - acc: 0.8479 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2585/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8460 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2586/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3678 - acc: 0.8465 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2587/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2588/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3668 - acc: 0.8486 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2589/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3727 - acc: 0.8444 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 2590/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3727 - acc: 0.8482 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2591/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3657 - acc: 0.8475 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2592/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8457 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2593/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8471 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2594/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3656 - acc: 0.8504 - val_loss: 0.3722 - val_acc: 0.8237
    Epoch 2595/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3741 - acc: 0.8457 - val_loss: 0.3737 - val_acc: 0.8175
    Epoch 2596/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3738 - acc: 0.8397 - val_loss: 0.3735 - val_acc: 0.8175
    Epoch 2597/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3696 - acc: 0.8438 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2598/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3662 - acc: 0.8493 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2599/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8488 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2600/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3647 - acc: 0.8467 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2601/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8485 - val_loss: 0.3752 - val_acc: 0.8175
    Epoch 2602/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8483 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 2603/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8465 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 2604/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3658 - acc: 0.8494 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2605/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8472 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2606/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8481 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2607/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3644 - acc: 0.8500 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2608/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3726 - acc: 0.8451 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2609/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8464 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2610/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3714 - acc: 0.8464 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 2611/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3696 - acc: 0.8464 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2612/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8475 - val_loss: 0.3734 - val_acc: 0.8237
    Epoch 2613/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3638 - acc: 0.8492 - val_loss: 0.3731 - val_acc: 0.8237
    Epoch 2614/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3624 - acc: 0.8501 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 2615/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3685 - acc: 0.8478 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 2616/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8461 - val_loss: 0.3740 - val_acc: 0.8175
    Epoch 2617/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3700 - acc: 0.8453 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 2618/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3697 - acc: 0.8446 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2619/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3690 - acc: 0.8478 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 2620/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3704 - acc: 0.8446 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 2621/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3660 - acc: 0.8479 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2622/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3715 - acc: 0.8465 - val_loss: 0.3731 - val_acc: 0.8175
    Epoch 2623/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8447 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2624/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3663 - acc: 0.8494 - val_loss: 0.3737 - val_acc: 0.8175
    Epoch 2625/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3713 - acc: 0.8433 - val_loss: 0.3746 - val_acc: 0.8175
    Epoch 2626/10000
    7200/7200 [==============================] - 1s 126us/step - loss: 0.3724 - acc: 0.8486 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 2627/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3696 - acc: 0.8478 - val_loss: 0.3742 - val_acc: 0.8175
    Epoch 2628/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3687 - acc: 0.8458 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2629/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3695 - acc: 0.8443 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 2630/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3713 - acc: 0.8446 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 2631/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3720 - acc: 0.8457 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2632/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3725 - acc: 0.8433 - val_loss: 0.3726 - val_acc: 0.8175
    Epoch 2633/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3659 - acc: 0.8532 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 2634/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8474 - val_loss: 0.3721 - val_acc: 0.8175
    Epoch 2635/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3701 - acc: 0.8440 - val_loss: 0.3719 - val_acc: 0.8200
    Epoch 2636/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3682 - acc: 0.8464 - val_loss: 0.3723 - val_acc: 0.8175
    Epoch 2637/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3747 - acc: 0.8438 - val_loss: 0.3710 - val_acc: 0.8213
    Epoch 2638/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8483 - val_loss: 0.3717 - val_acc: 0.8187
    Epoch 2639/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8475 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 2640/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3706 - acc: 0.8460 - val_loss: 0.3736 - val_acc: 0.8175
    Epoch 2641/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8489 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2642/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3713 - acc: 0.8439 - val_loss: 0.3729 - val_acc: 0.8175
    Epoch 2643/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3695 - acc: 0.8453 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 2644/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3719 - acc: 0.8432 - val_loss: 0.3734 - val_acc: 0.8175
    Epoch 2645/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8486 - val_loss: 0.3720 - val_acc: 0.8175
    Epoch 2646/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3691 - acc: 0.8493 - val_loss: 0.3734 - val_acc: 0.8175
    Epoch 2647/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8453 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2648/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3710 - acc: 0.8457 - val_loss: 0.3736 - val_acc: 0.8175
    Epoch 2649/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8485 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 2650/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3671 - acc: 0.8493 - val_loss: 0.3734 - val_acc: 0.8175
    Epoch 2651/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3725 - acc: 0.8439 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2652/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3667 - acc: 0.8479 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2653/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8440 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 2654/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3733 - acc: 0.8424 - val_loss: 0.3743 - val_acc: 0.8163
    Epoch 2655/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3696 - acc: 0.8476 - val_loss: 0.3742 - val_acc: 0.8163
    Epoch 2656/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3710 - acc: 0.8454 - val_loss: 0.3748 - val_acc: 0.8163
    Epoch 2657/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3646 - acc: 0.8489 - val_loss: 0.3736 - val_acc: 0.8175
    Epoch 2658/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8475 - val_loss: 0.3746 - val_acc: 0.8175
    Epoch 2659/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3731 - acc: 0.8482 - val_loss: 0.3743 - val_acc: 0.8175
    Epoch 2660/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3712 - acc: 0.8450 - val_loss: 0.3743 - val_acc: 0.8175
    Epoch 2661/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3711 - acc: 0.8460 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2662/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3708 - acc: 0.8464 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2663/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3664 - acc: 0.8465 - val_loss: 0.3746 - val_acc: 0.8175
    Epoch 2664/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3668 - acc: 0.8486 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2665/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3711 - acc: 0.8476 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2666/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3663 - acc: 0.8494 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2667/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3699 - acc: 0.8451 - val_loss: 0.3723 - val_acc: 0.8187
    Epoch 2668/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3655 - acc: 0.8493 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2669/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3653 - acc: 0.8510 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2670/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3782 - acc: 0.8439 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2671/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3703 - acc: 0.8467 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2672/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3705 - acc: 0.8464 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2673/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3712 - acc: 0.8464 - val_loss: 0.3723 - val_acc: 0.8200
    Epoch 2674/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3637 - acc: 0.8536 - val_loss: 0.3731 - val_acc: 0.8175
    Epoch 2675/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3679 - acc: 0.8458 - val_loss: 0.3728 - val_acc: 0.8175
    Epoch 2676/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3696 - acc: 0.8497 - val_loss: 0.3719 - val_acc: 0.8213
    Epoch 2677/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3702 - acc: 0.8485 - val_loss: 0.3717 - val_acc: 0.8213
    Epoch 2678/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3703 - acc: 0.8447 - val_loss: 0.3729 - val_acc: 0.8175
    Epoch 2679/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3686 - acc: 0.8482 - val_loss: 0.3723 - val_acc: 0.8225
    Epoch 2680/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3681 - acc: 0.8458 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 2681/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3711 - acc: 0.8467 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 2682/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3685 - acc: 0.8490 - val_loss: 0.3713 - val_acc: 0.8213
    Epoch 2683/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3732 - acc: 0.8444 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 2684/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3717 - acc: 0.8444 - val_loss: 0.3726 - val_acc: 0.8200
    Epoch 2685/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3717 - acc: 0.8439 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2686/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3660 - acc: 0.8488 - val_loss: 0.3725 - val_acc: 0.8225
    Epoch 2687/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8510 - val_loss: 0.3716 - val_acc: 0.8237
    Epoch 2688/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3684 - acc: 0.8471 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 2689/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3726 - acc: 0.8464 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2690/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3655 - acc: 0.8501 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2691/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3745 - acc: 0.8435 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2692/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3702 - acc: 0.8472 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 2693/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8475 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2694/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3656 - acc: 0.8492 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2695/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3637 - acc: 0.8510 - val_loss: 0.3743 - val_acc: 0.8175
    Epoch 2696/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3708 - acc: 0.8485 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 2697/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3691 - acc: 0.8493 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2698/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8468 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2699/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3666 - acc: 0.8461 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2700/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3657 - acc: 0.8518 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2701/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8460 - val_loss: 0.3737 - val_acc: 0.8175
    Epoch 2702/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3743 - acc: 0.8438 - val_loss: 0.3758 - val_acc: 0.8175
    Epoch 2703/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3703 - acc: 0.8465 - val_loss: 0.3742 - val_acc: 0.8175
    Epoch 2704/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3672 - acc: 0.8458 - val_loss: 0.3753 - val_acc: 0.8175
    Epoch 2705/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3665 - acc: 0.8472 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2706/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3700 - acc: 0.8440 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2707/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3682 - acc: 0.8458 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 2708/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3730 - acc: 0.8413 - val_loss: 0.3728 - val_acc: 0.8175
    Epoch 2709/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2710/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3706 - acc: 0.8456 - val_loss: 0.3735 - val_acc: 0.8175
    Epoch 2711/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3695 - acc: 0.8490 - val_loss: 0.3738 - val_acc: 0.8175
    Epoch 2712/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3682 - acc: 0.8504 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2713/10000
    7200/7200 [==============================] - 1s 88us/step - loss: 0.3679 - acc: 0.8474 - val_loss: 0.3738 - val_acc: 0.8175
    Epoch 2714/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3662 - acc: 0.8482 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2715/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3674 - acc: 0.8479 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 2716/10000
    7200/7200 [==============================] - 1s 110us/step - loss: 0.3715 - acc: 0.8474 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2717/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3657 - acc: 0.8492 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2718/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3664 - acc: 0.8496 - val_loss: 0.3748 - val_acc: 0.8175
    Epoch 2719/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3663 - acc: 0.8462 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 2720/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3652 - acc: 0.8442 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2721/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3707 - acc: 0.8486 - val_loss: 0.3743 - val_acc: 0.8175
    Epoch 2722/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3680 - acc: 0.8486 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2723/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3659 - acc: 0.8517 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2724/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3689 - acc: 0.8481 - val_loss: 0.3733 - val_acc: 0.8225
    Epoch 2725/10000
    7200/7200 [==============================] - 1s 147us/step - loss: 0.3742 - acc: 0.8451 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2726/10000
    7200/7200 [==============================] - 1s 97us/step - loss: 0.3693 - acc: 0.8482 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2727/10000
    7200/7200 [==============================] - 1s 106us/step - loss: 0.3671 - acc: 0.8494 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2728/10000
    7200/7200 [==============================] - 1s 104us/step - loss: 0.3702 - acc: 0.8471 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2729/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3688 - acc: 0.8507 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2730/10000
    7200/7200 [==============================] - 1s 156us/step - loss: 0.3672 - acc: 0.8469 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2731/10000
    7200/7200 [==============================] - 1s 107us/step - loss: 0.3679 - acc: 0.8460 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2732/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3677 - acc: 0.8486 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2733/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8449 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2734/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3629 - acc: 0.8525 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2735/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3722 - acc: 0.8443 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2736/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3677 - acc: 0.8479 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2737/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3730 - acc: 0.8444 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2738/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8469 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2739/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3685 - acc: 0.8497 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2740/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8464 - val_loss: 0.3734 - val_acc: 0.8225
    Epoch 2741/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3665 - acc: 0.848 - 0s 68us/step - loss: 0.3672 - acc: 0.8481 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 2742/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3683 - acc: 0.8482 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 2743/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8474 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2744/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3678 - acc: 0.8450 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2745/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8471 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2746/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8450 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 2747/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3657 - acc: 0.8506 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 2748/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3683 - acc: 0.8482 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2749/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3686 - acc: 0.8467 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2750/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3694 - acc: 0.8468 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2751/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3716 - acc: 0.8492 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 2752/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3643 - acc: 0.8521 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 2753/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3654 - acc: 0.8501 - val_loss: 0.3736 - val_acc: 0.8225
    Epoch 2754/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3637 - acc: 0.8512 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 2755/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3685 - acc: 0.8490 - val_loss: 0.3734 - val_acc: 0.8225
    Epoch 2756/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3624 - acc: 0.8511 - val_loss: 0.3733 - val_acc: 0.8225
    Epoch 2757/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3708 - acc: 0.8460 - val_loss: 0.3727 - val_acc: 0.8225
    Epoch 2758/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8444 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 2759/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8465 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 2760/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3704 - acc: 0.8482 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2761/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3680 - acc: 0.8474 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 2762/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3734 - acc: 0.8433 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2763/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3641 - acc: 0.8499 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 2764/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3694 - acc: 0.8492 - val_loss: 0.3725 - val_acc: 0.8237
    Epoch 2765/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3675 - acc: 0.8481 - val_loss: 0.3727 - val_acc: 0.8263
    Epoch 2766/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3637 - acc: 0.8511 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2767/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8486 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2768/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8467 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2769/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3663 - acc: 0.8506 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2770/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8456 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2771/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8464 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2772/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3650 - acc: 0.8478 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2773/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8499 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2774/10000
    7200/7200 [==============================] - 1s 86us/step - loss: 0.3716 - acc: 0.8450 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2775/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3641 - acc: 0.8493 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2776/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3725 - acc: 0.8458 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2777/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3735 - acc: 0.8464 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 2778/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3628 - acc: 0.8508 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2779/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3720 - acc: 0.8439 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2780/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8494 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 2781/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3661 - acc: 0.8483 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2782/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3754 - acc: 0.8456 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2783/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2784/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3713 - acc: 0.8483 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2785/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3680 - acc: 0.8486 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 2786/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8478 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 2787/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8468 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 2788/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8489 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2789/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3677 - acc: 0.8499 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2790/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8468 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2791/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3717 - acc: 0.8479 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2792/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3695 - acc: 0.8476 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2793/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3706 - acc: 0.8458 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2794/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3722 - acc: 0.8451 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2795/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3719 - acc: 0.8462 - val_loss: 0.3755 - val_acc: 0.8175
    Epoch 2796/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3678 - acc: 0.8492 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 2797/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8467 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2798/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8456 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 2799/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8475 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 2800/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3691 - acc: 0.8472 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2801/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8467 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2802/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8464 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2803/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3722 - val_acc: 0.8213
    Epoch 2804/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8510 - val_loss: 0.3721 - val_acc: 0.8237
    Epoch 2805/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3700 - acc: 0.8457 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2806/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8439 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 2807/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3664 - acc: 0.8474 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 2808/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8478 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2809/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3686 - acc: 0.8493 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2810/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3700 - acc: 0.8458 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 2811/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8496 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2812/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8486 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 2813/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8488 - val_loss: 0.3725 - val_acc: 0.8225
    Epoch 2814/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8476 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 2815/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3690 - acc: 0.8488 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2816/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3696 - acc: 0.8469 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2817/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3726 - acc: 0.8447 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2818/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3622 - acc: 0.8511 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2819/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3666 - acc: 0.8478 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2820/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3744 - acc: 0.8454 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2821/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8472 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2822/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8443 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2823/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3655 - acc: 0.8512 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 2824/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3689 - acc: 0.8474 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2825/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8447 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 2826/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3731 - acc: 0.8460 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2827/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3663 - acc: 0.8485 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2828/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8478 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2829/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8453 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2830/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3701 - acc: 0.8474 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2831/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3719 - acc: 0.8454 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2832/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3665 - acc: 0.8486 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2833/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3711 - acc: 0.8453 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2834/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8500 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2835/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8465 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2836/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3697 - acc: 0.8497 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2837/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8497 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2838/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8497 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 2839/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3714 - acc: 0.8476 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2840/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3698 - acc: 0.8458 - val_loss: 0.3721 - val_acc: 0.8213
    Epoch 2841/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3711 - acc: 0.8438 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 2842/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3723 - acc: 0.8433 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2843/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3739 - acc: 0.8450 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2844/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8488 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2845/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2846/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3663 - acc: 0.8507 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2847/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3691 - acc: 0.8478 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2848/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8471 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2849/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3697 - acc: 0.8469 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2850/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3685 - acc: 0.8467 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2851/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3700 - acc: 0.8479 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 2852/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3689 - acc: 0.8485 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2853/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8492 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 2854/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3648 - acc: 0.8497 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2855/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3711 - acc: 0.8457 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2856/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3715 - acc: 0.8464 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2857/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3662 - acc: 0.8489 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2858/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3724 - acc: 0.8486 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2859/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3736 - acc: 0.8450 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 2860/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3681 - acc: 0.8469 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2861/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3735 - acc: 0.8456 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2862/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8444 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 2863/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8456 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2864/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8504 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2865/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8453 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2866/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8439 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2867/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3659 - acc: 0.8475 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2868/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3721 - acc: 0.8440 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 2869/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3693 - acc: 0.8478 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2870/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8496 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 2871/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3710 - acc: 0.8446 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2872/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3696 - acc: 0.8479 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2873/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3656 - acc: 0.8474 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2874/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8460 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2875/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8449 - val_loss: 0.3719 - val_acc: 0.8213
    Epoch 2876/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3716 - acc: 0.8438 - val_loss: 0.3725 - val_acc: 0.8213
    Epoch 2877/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3634 - acc: 0.8483 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 2878/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8486 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 2879/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3704 - acc: 0.8482 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2880/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3663 - acc: 0.8478 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2881/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8488 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2882/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8479 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2883/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3653 - acc: 0.8512 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2884/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3654 - acc: 0.8479 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 2885/10000
    7200/7200 [==============================] - 1s 147us/step - loss: 0.3716 - acc: 0.8440 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2886/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3723 - acc: 0.8456 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2887/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3695 - acc: 0.8494 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 2888/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3668 - acc: 0.8468 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 2889/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3692 - acc: 0.8486 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 2890/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8454 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2891/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8486 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 2892/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8458 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 2893/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3725 - acc: 0.8443 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 2894/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3686 - acc: 0.8440 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2895/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8506 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 2896/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3704 - acc: 0.8450 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2897/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8458 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2898/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3670 - acc: 0.8464 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2899/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8468 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2900/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3723 - acc: 0.8450 - val_loss: 0.3757 - val_acc: 0.8175
    Epoch 2901/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3722 - acc: 0.8469 - val_loss: 0.3748 - val_acc: 0.8175
    Epoch 2902/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8449 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2903/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3738 - acc: 0.8442 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2904/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8453 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2905/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8471 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 2906/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3686 - acc: 0.8471 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2907/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3725 - acc: 0.8425 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2908/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3717 - acc: 0.8446 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2909/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8500 - val_loss: 0.3719 - val_acc: 0.8213
    Epoch 2910/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3761 - acc: 0.8422 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 2911/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8486 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 2912/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3681 - acc: 0.8460 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 2913/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8443 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2914/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8461 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2915/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8453 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 2916/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3638 - acc: 0.8521 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2917/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8478 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2918/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3679 - acc: 0.8471 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2919/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3680 - acc: 0.8471 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2920/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3650 - acc: 0.8467 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2921/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8461 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 2922/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8453 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2923/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3713 - acc: 0.8476 - val_loss: 0.3732 - val_acc: 0.8200
    Epoch 2924/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8439 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2925/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3610 - acc: 0.8507 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 2926/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3691 - acc: 0.8468 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2927/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8486 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 2928/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3718 - acc: 0.8450 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2929/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3683 - acc: 0.8461 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 2930/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8474 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2931/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3684 - acc: 0.8462 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 2932/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3678 - acc: 0.8471 - val_loss: 0.3723 - val_acc: 0.8237
    Epoch 2933/10000
    7200/7200 [==============================] - 1s 90us/step - loss: 0.3654 - acc: 0.8524 - val_loss: 0.3721 - val_acc: 0.8200
    Epoch 2934/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3689 - acc: 0.8503 - val_loss: 0.3718 - val_acc: 0.8225
    Epoch 2935/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8474 - val_loss: 0.3728 - val_acc: 0.8200
    Epoch 2936/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3716 - acc: 0.8476 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2937/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3703 - acc: 0.8492 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2938/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3690 - acc: 0.8458 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2939/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3678 - acc: 0.8486 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2940/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3691 - acc: 0.8436 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2941/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8472 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2942/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3693 - acc: 0.8499 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2943/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8449 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 2944/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8464 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 2945/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3658 - acc: 0.8488 - val_loss: 0.3714 - val_acc: 0.8225
    Epoch 2946/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8474 - val_loss: 0.3716 - val_acc: 0.8213
    Epoch 2947/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3713 - acc: 0.8462 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 2948/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3715 - acc: 0.8460 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 2949/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8490 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2950/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3705 - acc: 0.8460 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 2951/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8486 - val_loss: 0.3732 - val_acc: 0.8175
    Epoch 2952/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8457 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 2953/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3707 - acc: 0.8462 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 2954/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3683 - acc: 0.8492 - val_loss: 0.3719 - val_acc: 0.8187
    Epoch 2955/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3689 - acc: 0.8471 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 2956/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8475 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2957/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3721 - acc: 0.8461 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 2958/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3658 - acc: 0.8521 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 2959/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3642 - acc: 0.8489 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 2960/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3707 - acc: 0.8467 - val_loss: 0.3725 - val_acc: 0.8225
    Epoch 2961/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8438 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2962/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8451 - val_loss: 0.3752 - val_acc: 0.8175
    Epoch 2963/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8450 - val_loss: 0.3750 - val_acc: 0.8175
    Epoch 2964/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8442 - val_loss: 0.3758 - val_acc: 0.8175
    Epoch 2965/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3690 - acc: 0.8493 - val_loss: 0.3752 - val_acc: 0.8175
    Epoch 2966/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3700 - acc: 0.8461 - val_loss: 0.3763 - val_acc: 0.8175
    Epoch 2967/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3696 - acc: 0.8468 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 2968/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8506 - val_loss: 0.3750 - val_acc: 0.8200
    Epoch 2969/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3662 - acc: 0.8496 - val_loss: 0.3753 - val_acc: 0.8175
    Epoch 2970/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3713 - acc: 0.8469 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2971/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8486 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2972/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3703 - acc: 0.8453 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 2973/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3650 - acc: 0.8510 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2974/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3687 - acc: 0.8446 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 2975/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3703 - acc: 0.8449 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2976/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3686 - acc: 0.8492 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 2977/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8490 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 2978/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8489 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2979/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3640 - acc: 0.8479 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 2980/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3684 - acc: 0.8467 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 2981/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3684 - acc: 0.8467 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 2982/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8500 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 2983/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3648 - acc: 0.8499 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2984/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3655 - acc: 0.8496 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2985/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3652 - acc: 0.8503 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2986/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3653 - acc: 0.8511 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 2987/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3695 - acc: 0.8461 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2988/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3670 - acc: 0.8471 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 2989/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3689 - acc: 0.8464 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 2990/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3661 - acc: 0.8464 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 2991/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3690 - acc: 0.8474 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 2992/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3716 - acc: 0.8467 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 2993/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8468 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 2994/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3696 - acc: 0.8465 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 2995/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3684 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 2996/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8471 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 2997/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3674 - acc: 0.8499 - val_loss: 0.3754 - val_acc: 0.8213
    Epoch 2998/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3659 - acc: 0.8501 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 2999/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3669 - acc: 0.8508 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 3000/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3630 - acc: 0.8514 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 3001/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3692 - acc: 0.8474 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3002/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8482 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3003/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3665 - acc: 0.8506 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3004/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8512 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 3005/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3770 - acc: 0.8414 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3006/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3705 - acc: 0.8456 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3007/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3658 - acc: 0.8511 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3008/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3719 - acc: 0.8468 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3009/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3694 - acc: 0.8462 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3010/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3665 - acc: 0.8500 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3011/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3703 - acc: 0.8444 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3012/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3686 - acc: 0.8461 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3013/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3698 - acc: 0.8481 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3014/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8449 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3015/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8489 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 3016/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3668 - acc: 0.8471 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 3017/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8475 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3018/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3670 - acc: 0.8476 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3019/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8468 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3020/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3724 - acc: 0.8461 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3021/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3658 - acc: 0.8496 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3022/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3639 - acc: 0.8499 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3023/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8465 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3024/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3660 - acc: 0.8451 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3025/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3715 - acc: 0.8468 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3026/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8479 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 3027/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3703 - acc: 0.8501 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3028/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3661 - acc: 0.8500 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3029/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3744 - acc: 0.8456 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3030/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3672 - acc: 0.8514 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3031/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8464 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3032/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3706 - acc: 0.8478 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3033/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3717 - acc: 0.8417 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3034/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3663 - acc: 0.8496 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3035/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3705 - acc: 0.8482 - val_loss: 0.3776 - val_acc: 0.8187
    Epoch 3036/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3703 - acc: 0.8476 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 3037/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8468 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3038/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3639 - acc: 0.8501 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3039/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8504 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3040/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3671 - acc: 0.8478 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3041/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3684 - acc: 0.8499 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 3042/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3706 - acc: 0.8476 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3043/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3688 - acc: 0.8486 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 3044/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3701 - acc: 0.8476 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3045/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3687 - acc: 0.8464 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3046/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8456 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3047/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3755 - acc: 0.8460 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3048/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3683 - acc: 0.8490 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3049/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3755 - acc: 0.8424 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 3050/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3689 - acc: 0.8478 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3051/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8482 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 3052/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8511 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3053/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3645 - acc: 0.8511 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 3054/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3673 - acc: 0.8464 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 3055/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8475 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 3056/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8457 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3057/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3666 - acc: 0.8507 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3058/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3059/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3664 - acc: 0.8522 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 3060/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3739 - acc: 0.8429 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3061/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3712 - acc: 0.8453 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3062/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3728 - acc: 0.8450 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3063/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8471 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 3064/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3646 - acc: 0.8504 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 3065/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3689 - acc: 0.8482 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 3066/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3739 - acc: 0.8444 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3067/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3660 - acc: 0.8496 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3068/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3700 - acc: 0.8476 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3069/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3700 - acc: 0.8438 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3070/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3712 - acc: 0.8471 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3071/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8518 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3072/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3701 - acc: 0.8456 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3073/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3689 - acc: 0.8493 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3074/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3651 - acc: 0.8507 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3075/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8468 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 3076/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8512 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3077/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3658 - acc: 0.8460 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3078/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3738 - acc: 0.8506 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3079/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3712 - acc: 0.8494 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3080/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3688 - acc: 0.8494 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3081/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8482 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3082/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3721 - acc: 0.8485 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3083/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8494 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3084/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3654 - acc: 0.8469 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3085/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8451 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 3086/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3733 - acc: 0.8440 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3087/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3671 - acc: 0.8486 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3088/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8468 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3089/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3722 - acc: 0.8475 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3090/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3708 - acc: 0.8447 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3091/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3684 - acc: 0.8506 - val_loss: 0.3724 - val_acc: 0.8213
    Epoch 3092/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3710 - acc: 0.8447 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3093/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3647 - acc: 0.8492 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3094/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8467 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3095/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3740 - val_acc: 0.8175
    Epoch 3096/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3709 - acc: 0.8446 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 3097/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3715 - acc: 0.8474 - val_loss: 0.3729 - val_acc: 0.8200
    Epoch 3098/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3652 - acc: 0.8486 - val_loss: 0.3736 - val_acc: 0.8175
    Epoch 3099/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3729 - acc: 0.8460 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3100/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3683 - acc: 0.8485 - val_loss: 0.3742 - val_acc: 0.8175
    Epoch 3101/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8457 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 3102/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3685 - acc: 0.8511 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 3103/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3710 - acc: 0.8450 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 3104/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3688 - acc: 0.8464 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3105/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3634 - acc: 0.8506 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3106/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3755 - acc: 0.8393 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3107/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3661 - acc: 0.8488 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3108/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3680 - acc: 0.8499 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3109/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3646 - acc: 0.8510 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3110/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3722 - acc: 0.8444 - val_loss: 0.3739 - val_acc: 0.8175
    Epoch 3111/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3723 - acc: 0.8449 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3112/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3669 - acc: 0.8471 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3113/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8482 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3114/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8485 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3115/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3726 - acc: 0.8460 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3116/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3655 - acc: 0.8500 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 3117/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8489 - val_loss: 0.3744 - val_acc: 0.8175
    Epoch 3118/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3738 - acc: 0.8451 - val_loss: 0.3756 - val_acc: 0.8175
    Epoch 3119/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3687 - acc: 0.8476 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 3120/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3621 - acc: 0.8493 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3121/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3701 - acc: 0.8450 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3122/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3678 - acc: 0.8468 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3123/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3728 - acc: 0.8472 - val_loss: 0.3741 - val_acc: 0.8175
    Epoch 3124/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3659 - acc: 0.8490 - val_loss: 0.3723 - val_acc: 0.8237
    Epoch 3125/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3686 - acc: 0.8472 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3126/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3649 - acc: 0.8499 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3127/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3746 - acc: 0.8454 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3128/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3674 - acc: 0.8490 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3129/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3651 - acc: 0.8503 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3130/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3711 - acc: 0.8454 - val_loss: 0.3750 - val_acc: 0.8175
    Epoch 3131/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3648 - acc: 0.8478 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3132/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8457 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3133/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8435 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3134/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8469 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3135/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3680 - acc: 0.8465 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3136/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8485 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3137/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3733 - acc: 0.8446 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3138/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8471 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3139/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3740 - acc: 0.8457 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3140/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3734 - acc: 0.8422 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3141/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3751 - acc: 0.8451 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3142/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8461 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3143/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3646 - acc: 0.8510 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3144/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3666 - acc: 0.8460 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3145/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3731 - acc: 0.8467 - val_loss: 0.3745 - val_acc: 0.8200
    Epoch 3146/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3712 - acc: 0.8457 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3147/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3689 - acc: 0.8493 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3148/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3668 - acc: 0.8490 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 3149/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3714 - acc: 0.8482 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3150/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3625 - acc: 0.8496 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 3151/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3688 - acc: 0.8462 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3152/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3636 - acc: 0.8488 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3153/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3655 - acc: 0.8504 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3154/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3702 - acc: 0.8469 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 3155/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3651 - acc: 0.8485 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3156/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3666 - acc: 0.8461 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3157/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3707 - acc: 0.8453 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3158/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3697 - acc: 0.8481 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3159/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3722 - acc: 0.8451 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3160/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3720 - acc: 0.8467 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3161/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3694 - acc: 0.8460 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3162/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3648 - acc: 0.8481 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3163/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8488 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3164/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8464 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 3165/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3719 - acc: 0.8472 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3166/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3670 - acc: 0.8490 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3167/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3636 - acc: 0.8489 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3168/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8483 - val_loss: 0.3736 - val_acc: 0.8200
    Epoch 3169/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3700 - acc: 0.8447 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3170/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3736 - acc: 0.8439 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3171/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3669 - acc: 0.8486 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3172/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8474 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3173/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3663 - acc: 0.8496 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3174/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3671 - acc: 0.8471 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3175/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3713 - acc: 0.8476 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3176/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8460 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3177/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3689 - acc: 0.8479 - val_loss: 0.3751 - val_acc: 0.8175
    Epoch 3178/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3662 - acc: 0.8479 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3179/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3653 - acc: 0.8503 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3180/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3700 - acc: 0.8444 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3181/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3717 - acc: 0.8481 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3182/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3680 - acc: 0.8458 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3183/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3682 - acc: 0.8467 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3184/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3651 - acc: 0.8485 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3185/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3695 - acc: 0.8458 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3186/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3187/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3703 - acc: 0.8471 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3188/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3665 - acc: 0.8494 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3189/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3671 - acc: 0.8494 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3190/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3682 - acc: 0.8461 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3191/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3689 - acc: 0.8469 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3192/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3665 - acc: 0.8504 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 3193/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8465 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 3194/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3659 - acc: 0.8476 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3195/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8465 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3196/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3680 - acc: 0.8469 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3197/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3650 - acc: 0.8486 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3198/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8469 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 3199/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8482 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3200/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3634 - acc: 0.8511 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3201/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3713 - acc: 0.8449 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3202/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3719 - acc: 0.8476 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3203/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3651 - acc: 0.8475 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 3204/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8478 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 3205/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8475 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3206/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3703 - acc: 0.8457 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 3207/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8488 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3208/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3708 - acc: 0.8476 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3209/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3641 - acc: 0.8493 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3210/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3691 - acc: 0.8478 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 3211/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3678 - acc: 0.8465 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 3212/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3703 - acc: 0.8451 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3213/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3669 - acc: 0.8511 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3214/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3681 - acc: 0.8499 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3215/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3701 - acc: 0.8454 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3216/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3731 - acc: 0.8465 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3217/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3703 - acc: 0.8456 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 3218/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3724 - acc: 0.8436 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3219/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8508 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3220/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3668 - acc: 0.8488 - val_loss: 0.3747 - val_acc: 0.8200
    Epoch 3221/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3665 - acc: 0.8506 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3222/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3686 - acc: 0.8469 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3223/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3706 - acc: 0.8462 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 3224/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8462 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3225/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3671 - acc: 0.8522 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 3226/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3665 - acc: 0.8481 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 3227/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8496 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3228/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3665 - acc: 0.8494 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3229/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3713 - acc: 0.8418 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3230/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3713 - acc: 0.8458 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3231/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3698 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3232/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8469 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 3233/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3679 - acc: 0.8504 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3234/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3702 - acc: 0.8490 - val_loss: 0.3753 - val_acc: 0.8200
    Epoch 3235/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3746 - acc: 0.8454 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3236/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3684 - acc: 0.8457 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3237/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3741 - acc: 0.8424 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3238/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3707 - acc: 0.8458 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3239/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8482 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 3240/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3677 - acc: 0.8453 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3241/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3669 - acc: 0.8450 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 3242/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8476 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 3243/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3661 - acc: 0.8492 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3244/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8485 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3245/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8471 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3246/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3670 - acc: 0.8468 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3247/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3662 - acc: 0.8494 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3248/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8467 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3249/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3704 - acc: 0.8449 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3250/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8456 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3251/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3723 - acc: 0.8454 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3252/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3714 - acc: 0.8438 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3253/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8456 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3254/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3742 - acc: 0.8457 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3255/10000
    7200/7200 [==============================] - 0s 57us/step - loss: 0.3722 - acc: 0.8451 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3256/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3688 - acc: 0.8479 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3257/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3668 - acc: 0.8519 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3258/10000
    7200/7200 [==============================] - 1s 118us/step - loss: 0.3699 - acc: 0.8460 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3259/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3675 - acc: 0.8461 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3260/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3718 - acc: 0.8475 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 3261/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3702 - acc: 0.8488 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3262/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3624 - acc: 0.8510 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3263/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3726 - acc: 0.8449 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3264/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3702 - acc: 0.8503 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 3265/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3693 - acc: 0.8479 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3266/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3665 - acc: 0.8497 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3267/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3637 - acc: 0.8514 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3268/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3669 - acc: 0.8453 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3269/10000
    7200/7200 [==============================] - 1s 90us/step - loss: 0.3700 - acc: 0.8465 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3270/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3666 - acc: 0.8474 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3271/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8456 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3272/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8532 - val_loss: 0.3722 - val_acc: 0.8225
    Epoch 3273/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3691 - acc: 0.8469 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 3274/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3732 - acc: 0.8465 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3275/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3699 - acc: 0.8474 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 3276/10000
    7200/7200 [==============================] - 1s 99us/step - loss: 0.3698 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 3277/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8457 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3278/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3691 - acc: 0.8444 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3279/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3721 - acc: 0.8449 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3280/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3693 - acc: 0.8521 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3281/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3282/10000
    7200/7200 [==============================] - 1s 89us/step - loss: 0.3703 - acc: 0.8435 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3283/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3672 - acc: 0.8485 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3284/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3663 - acc: 0.8490 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 3285/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8489 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3286/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3665 - acc: 0.8507 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3287/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3675 - acc: 0.8506 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3288/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3692 - acc: 0.8489 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3289/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3667 - acc: 0.8501 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3290/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8457 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3291/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8464 - val_loss: 0.3764 - val_acc: 0.8175
    Epoch 3292/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3685 - acc: 0.8456 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3293/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3690 - acc: 0.8515 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3294/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8485 - val_loss: 0.3763 - val_acc: 0.8175
    Epoch 3295/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8456 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3296/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3687 - acc: 0.8486 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 3297/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3697 - acc: 0.8472 - val_loss: 0.3756 - val_acc: 0.8175
    Epoch 3298/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3703 - acc: 0.8467 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3299/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3681 - acc: 0.8457 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3300/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3688 - acc: 0.8486 - val_loss: 0.3754 - val_acc: 0.8213
    Epoch 3301/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3720 - acc: 0.8471 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3302/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3723 - acc: 0.8468 - val_loss: 0.3751 - val_acc: 0.8213
    Epoch 3303/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3669 - acc: 0.8468 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3304/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3632 - acc: 0.8514 - val_loss: 0.3753 - val_acc: 0.8175
    Epoch 3305/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3679 - acc: 0.8451 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 3306/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3685 - acc: 0.8489 - val_loss: 0.3764 - val_acc: 0.8175
    Epoch 3307/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3648 - acc: 0.8500 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3308/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3743 - acc: 0.8436 - val_loss: 0.3755 - val_acc: 0.8213
    Epoch 3309/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8494 - val_loss: 0.3758 - val_acc: 0.8213
    Epoch 3310/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3701 - acc: 0.8475 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 3311/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8465 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 3312/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3668 - acc: 0.8503 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 3313/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3658 - acc: 0.8465 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3314/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3632 - acc: 0.8501 - val_loss: 0.3754 - val_acc: 0.8200
    Epoch 3315/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8467 - val_loss: 0.3750 - val_acc: 0.8200
    Epoch 3316/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3729 - acc: 0.8444 - val_loss: 0.3755 - val_acc: 0.8175
    Epoch 3317/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3681 - acc: 0.8462 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3318/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3700 - acc: 0.8442 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3319/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3734 - acc: 0.8439 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3320/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3661 - acc: 0.8475 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3321/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3748 - acc: 0.8450 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3322/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3689 - acc: 0.8460 - val_loss: 0.3773 - val_acc: 0.8187
    Epoch 3323/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3688 - acc: 0.8456 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3324/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8449 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3325/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3682 - acc: 0.8483 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3326/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3737 - acc: 0.8440 - val_loss: 0.3756 - val_acc: 0.8200
    Epoch 3327/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3655 - acc: 0.8507 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3328/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8497 - val_loss: 0.3755 - val_acc: 0.8213
    Epoch 3329/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3688 - acc: 0.8464 - val_loss: 0.3770 - val_acc: 0.8175
    Epoch 3330/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3682 - acc: 0.8469 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3331/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3689 - acc: 0.8483 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3332/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3694 - acc: 0.8482 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3333/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3677 - acc: 0.8485 - val_loss: 0.3770 - val_acc: 0.8187
    Epoch 3334/10000
    7200/7200 [==============================] - 1s 143us/step - loss: 0.3677 - acc: 0.8464 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3335/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3696 - acc: 0.8464 - val_loss: 0.3770 - val_acc: 0.8187
    Epoch 3336/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3711 - acc: 0.8433 - val_loss: 0.3781 - val_acc: 0.8187
    Epoch 3337/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3693 - acc: 0.8443 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 3338/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3751 - acc: 0.8462 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3339/10000
    7200/7200 [==============================] - 1s 96us/step - loss: 0.3677 - acc: 0.8471 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3340/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3699 - acc: 0.8450 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3341/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3710 - acc: 0.8472 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3342/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3703 - acc: 0.8447 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3343/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8499 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3344/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3687 - acc: 0.8497 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3345/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3653 - acc: 0.8501 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 3346/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3665 - acc: 0.8506 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3347/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3636 - acc: 0.8496 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3348/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3739 - acc: 0.8464 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3349/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3723 - acc: 0.8442 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3350/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3664 - acc: 0.8479 - val_loss: 0.3777 - val_acc: 0.8187
    Epoch 3351/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3737 - acc: 0.8417 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3352/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3673 - acc: 0.8500 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3353/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3650 - acc: 0.8489 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 3354/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3691 - acc: 0.8447 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 3355/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3699 - acc: 0.8479 - val_loss: 0.3779 - val_acc: 0.8187
    Epoch 3356/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3656 - acc: 0.8492 - val_loss: 0.3774 - val_acc: 0.8213
    Epoch 3357/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3670 - acc: 0.8469 - val_loss: 0.3762 - val_acc: 0.8213
    Epoch 3358/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3657 - acc: 0.8481 - val_loss: 0.3758 - val_acc: 0.8213
    Epoch 3359/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8485 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3360/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8468 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3361/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3692 - acc: 0.8479 - val_loss: 0.3768 - val_acc: 0.8175
    Epoch 3362/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3677 - acc: 0.8496 - val_loss: 0.3763 - val_acc: 0.8175
    Epoch 3363/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3626 - acc: 0.8500 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 3364/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3690 - acc: 0.8472 - val_loss: 0.3756 - val_acc: 0.8200
    Epoch 3365/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3726 - acc: 0.8494 - val_loss: 0.3754 - val_acc: 0.8213
    Epoch 3366/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3697 - acc: 0.8443 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3367/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3669 - acc: 0.8511 - val_loss: 0.3768 - val_acc: 0.8175
    Epoch 3368/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3602 - acc: 0.8501 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3369/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3732 - acc: 0.8497 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3370/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3683 - acc: 0.8464 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3371/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3714 - acc: 0.8462 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3372/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3672 - acc: 0.8471 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3373/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3684 - acc: 0.8485 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3374/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8474 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3375/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3685 - acc: 0.8472 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 3376/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3665 - acc: 0.8446 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3377/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8478 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3378/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3612 - acc: 0.8522 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 3379/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3667 - acc: 0.8500 - val_loss: 0.3736 - val_acc: 0.8225
    Epoch 3380/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 3381/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3742 - acc: 0.8444 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3382/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3708 - acc: 0.8511 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 3383/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3644 - acc: 0.8503 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3384/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3682 - acc: 0.8467 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3385/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3711 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3386/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3697 - acc: 0.8482 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3387/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3668 - acc: 0.8493 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3388/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3611 - acc: 0.8517 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 3389/10000
    7200/7200 [==============================] - 1s 86us/step - loss: 0.3697 - acc: 0.8489 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 3390/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3677 - acc: 0.8479 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3391/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3730 - acc: 0.8457 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3392/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3700 - acc: 0.8476 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3393/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3648 - acc: 0.8476 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3394/10000
    7200/7200 [==============================] - 1s 88us/step - loss: 0.3702 - acc: 0.8457 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 3395/10000
    7200/7200 [==============================] - 1s 117us/step - loss: 0.3662 - acc: 0.8468 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3396/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3724 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3397/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3754 - acc: 0.8461 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3398/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3655 - acc: 0.8472 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3399/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3725 - acc: 0.8461 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3400/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3670 - acc: 0.8511 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3401/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3698 - acc: 0.8474 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3402/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3652 - acc: 0.8507 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3403/10000
    7200/7200 [==============================] - 1s 132us/step - loss: 0.3702 - acc: 0.8454 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3404/10000
    7200/7200 [==============================] - 1s 98us/step - loss: 0.3659 - acc: 0.8483 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3405/10000
    7200/7200 [==============================] - 1s 93us/step - loss: 0.3724 - acc: 0.8467 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3406/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3680 - acc: 0.8475 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3407/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3689 - acc: 0.8478 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3408/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3642 - acc: 0.8529 - val_loss: 0.3745 - val_acc: 0.8225
    Epoch 3409/10000
    7200/7200 [==============================] - 1s 116us/step - loss: 0.3726 - acc: 0.8457 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3410/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3703 - acc: 0.8467 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3411/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3704 - acc: 0.8444 - val_loss: 0.3768 - val_acc: 0.8187
    Epoch 3412/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3715 - acc: 0.8457 - val_loss: 0.3770 - val_acc: 0.8187
    Epoch 3413/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3685 - acc: 0.8472 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3414/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3714 - acc: 0.8435 - val_loss: 0.3745 - val_acc: 0.8225
    Epoch 3415/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3625 - acc: 0.8519 - val_loss: 0.3750 - val_acc: 0.8213
    Epoch 3416/10000
    7200/7200 [==============================] - 1s 135us/step - loss: 0.3657 - acc: 0.8488 - val_loss: 0.3768 - val_acc: 0.8187
    Epoch 3417/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3672 - acc: 0.8483 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3418/10000
    7200/7200 [==============================] - 1s 101us/step - loss: 0.3657 - acc: 0.8494 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3419/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3691 - acc: 0.8444 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3420/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3664 - acc: 0.8500 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3421/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3631 - acc: 0.8508 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3422/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3685 - acc: 0.8454 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3423/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8464 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3424/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3745 - acc: 0.8451 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3425/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3683 - acc: 0.8488 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3426/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3730 - acc: 0.8433 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3427/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8468 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3428/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3619 - acc: 0.8522 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3429/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8467 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3430/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8481 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3431/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3691 - acc: 0.8469 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3432/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3620 - acc: 0.8504 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3433/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3663 - acc: 0.8512 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3434/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3646 - acc: 0.8501 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 3435/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3718 - acc: 0.8447 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3436/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8465 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 3437/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3712 - acc: 0.8456 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3438/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8446 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3439/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3692 - acc: 0.8469 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3440/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3714 - acc: 0.8442 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3441/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3700 - acc: 0.8450 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 3442/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3653 - acc: 0.8503 - val_loss: 0.3765 - val_acc: 0.8175
    Epoch 3443/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3669 - acc: 0.8497 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3444/10000
    7200/7200 [==============================] - 1s 130us/step - loss: 0.3697 - acc: 0.8488 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3445/10000
    7200/7200 [==============================] - 1s 102us/step - loss: 0.3686 - acc: 0.8450 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3446/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3647 - acc: 0.8476 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3447/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3688 - acc: 0.8461 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3448/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3718 - acc: 0.8414 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3449/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8464 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3450/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3720 - acc: 0.8458 - val_loss: 0.3770 - val_acc: 0.8187
    Epoch 3451/10000
    7200/7200 [==============================] - 1s 105us/step - loss: 0.3694 - acc: 0.8472 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3452/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3654 - acc: 0.8476 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3453/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3681 - acc: 0.8483 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3454/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3603 - acc: 0.8492 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3455/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3669 - acc: 0.8486 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3456/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3638 - acc: 0.8497 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3457/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3678 - acc: 0.8488 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3458/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3630 - acc: 0.8506 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3459/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3725 - acc: 0.8443 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3460/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3696 - acc: 0.8468 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3461/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3714 - acc: 0.8453 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3462/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3616 - acc: 0.8531 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3463/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8497 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 3464/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3678 - acc: 0.8462 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3465/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3635 - acc: 0.8528 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3466/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3717 - acc: 0.8451 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3467/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3660 - acc: 0.8462 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3468/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8460 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3469/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3694 - acc: 0.8492 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3470/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3651 - acc: 0.8499 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3471/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3661 - acc: 0.8494 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3472/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3703 - acc: 0.8485 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3473/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3693 - acc: 0.8483 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 3474/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3661 - acc: 0.8489 - val_loss: 0.3751 - val_acc: 0.8213
    Epoch 3475/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3662 - acc: 0.8501 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 3476/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3694 - acc: 0.8469 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3477/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8482 - val_loss: 0.3759 - val_acc: 0.8175
    Epoch 3478/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3672 - acc: 0.8494 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3479/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3684 - acc: 0.8471 - val_loss: 0.3757 - val_acc: 0.8175
    Epoch 3480/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3693 - acc: 0.8476 - val_loss: 0.3755 - val_acc: 0.8175
    Epoch 3481/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3690 - acc: 0.8456 - val_loss: 0.3758 - val_acc: 0.8175
    Epoch 3482/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3707 - acc: 0.8460 - val_loss: 0.3747 - val_acc: 0.8175
    Epoch 3483/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3719 - acc: 0.8422 - val_loss: 0.3749 - val_acc: 0.8175
    Epoch 3484/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3720 - acc: 0.8467 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 3485/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3639 - acc: 0.8475 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3486/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8456 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 3487/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3604 - acc: 0.8508 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3488/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3689 - acc: 0.8446 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 3489/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8469 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3490/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3722 - acc: 0.8486 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 3491/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8468 - val_loss: 0.3756 - val_acc: 0.8175
    Epoch 3492/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3666 - acc: 0.8494 - val_loss: 0.3760 - val_acc: 0.8175
    Epoch 3493/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3715 - acc: 0.8451 - val_loss: 0.3757 - val_acc: 0.8200
    Epoch 3494/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3685 - acc: 0.8447 - val_loss: 0.3751 - val_acc: 0.8175
    Epoch 3495/10000
    7200/7200 [==============================] - 1s 123us/step - loss: 0.3683 - acc: 0.8464 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3496/10000
    7200/7200 [==============================] - 1s 94us/step - loss: 0.3656 - acc: 0.8471 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3497/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3680 - acc: 0.8493 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 3498/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3619 - acc: 0.8524 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3499/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3693 - acc: 0.8462 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3500/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3658 - acc: 0.8497 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 3501/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3697 - acc: 0.8451 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3502/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3699 - acc: 0.8468 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3503/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3504/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3684 - acc: 0.8415 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3505/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3703 - acc: 0.8451 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3506/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3693 - acc: 0.8471 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3507/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3684 - acc: 0.8506 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3508/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3721 - acc: 0.8446 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 3509/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3647 - acc: 0.8528 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 3510/10000
    7200/7200 [==============================] - 1s 98us/step - loss: 0.3672 - acc: 0.8476 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3511/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3713 - acc: 0.8442 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3512/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3701 - acc: 0.8435 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3513/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3660 - acc: 0.8468 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3514/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3647 - acc: 0.8512 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3515/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3635 - acc: 0.8533 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3516/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3660 - acc: 0.8508 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3517/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3661 - acc: 0.8490 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3518/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3661 - acc: 0.8499 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3519/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3646 - acc: 0.8499 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 3520/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3657 - acc: 0.8474 - val_loss: 0.3725 - val_acc: 0.8200
    Epoch 3521/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3739 - acc: 0.8462 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3522/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3698 - acc: 0.8472 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3523/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3703 - acc: 0.8483 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3524/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3698 - acc: 0.8449 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3525/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3652 - acc: 0.8486 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3526/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8469 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3527/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3699 - acc: 0.8469 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3528/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3684 - acc: 0.8471 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3529/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3705 - acc: 0.8497 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3530/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3663 - acc: 0.8493 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3531/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3687 - acc: 0.8447 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3532/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3696 - acc: 0.8478 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3533/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3679 - acc: 0.8464 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3534/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3718 - acc: 0.8443 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 3535/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3677 - acc: 0.8481 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3536/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3704 - acc: 0.8469 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3537/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3667 - acc: 0.8475 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3538/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3656 - acc: 0.8485 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3539/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3624 - acc: 0.8521 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3540/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3703 - acc: 0.8447 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3541/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8472 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3542/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3657 - acc: 0.8454 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3543/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3728 - acc: 0.8449 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3544/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3689 - acc: 0.8478 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3545/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3693 - acc: 0.8453 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3546/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3643 - acc: 0.8494 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3547/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3733 - acc: 0.8486 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3548/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3667 - acc: 0.8500 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3549/10000
    7200/7200 [==============================] - 1s 92us/step - loss: 0.3671 - acc: 0.8524 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3550/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3676 - acc: 0.8482 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3551/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3677 - acc: 0.8478 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3552/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3708 - acc: 0.8458 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3553/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3672 - acc: 0.8485 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3554/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3656 - acc: 0.8501 - val_loss: 0.3730 - val_acc: 0.8225
    Epoch 3555/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3674 - acc: 0.8483 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3556/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8476 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3557/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3671 - acc: 0.8482 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3558/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8475 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3559/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3678 - acc: 0.8488 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3560/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3708 - acc: 0.8446 - val_loss: 0.3752 - val_acc: 0.8175
    Epoch 3561/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8489 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3562/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3693 - acc: 0.8465 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3563/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3701 - acc: 0.8464 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3564/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3720 - acc: 0.8485 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3565/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3665 - acc: 0.8493 - val_loss: 0.3745 - val_acc: 0.8175
    Epoch 3566/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3674 - acc: 0.8499 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3567/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3714 - acc: 0.8469 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3568/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8462 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3569/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3741 - acc: 0.8422 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3570/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3638 - acc: 0.8493 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3571/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3642 - acc: 0.8490 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3572/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8482 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3573/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3720 - acc: 0.8436 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3574/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3710 - acc: 0.8457 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3575/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3687 - acc: 0.8438 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3576/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3696 - acc: 0.8488 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3577/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3680 - acc: 0.8479 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3578/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3653 - acc: 0.8493 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3579/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3648 - acc: 0.8494 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3580/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8472 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3581/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3628 - acc: 0.8517 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3582/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8515 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3583/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8472 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 3584/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3680 - acc: 0.8436 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3585/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3669 - acc: 0.8460 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3586/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3665 - acc: 0.8481 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3587/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3701 - acc: 0.8461 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3588/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3673 - acc: 0.8483 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3589/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3717 - acc: 0.8462 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3590/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3631 - acc: 0.8501 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3591/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3647 - acc: 0.8483 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3592/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3632 - acc: 0.8483 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 3593/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3594/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3730 - acc: 0.8424 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3595/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3706 - acc: 0.8431 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3596/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3717 - acc: 0.8465 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3597/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3670 - acc: 0.8496 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 3598/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8476 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3599/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3681 - acc: 0.8458 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3600/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3692 - acc: 0.8482 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 3601/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3659 - acc: 0.8481 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3602/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8482 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3603/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3667 - acc: 0.8488 - val_loss: 0.3755 - val_acc: 0.8175
    Epoch 3604/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3672 - acc: 0.8488 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3605/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3698 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3606/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8492 - val_loss: 0.3735 - val_acc: 0.8187
    Epoch 3607/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3712 - acc: 0.8454 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3608/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3684 - acc: 0.8500 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3609/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3700 - acc: 0.8469 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3610/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3686 - acc: 0.8481 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3611/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8472 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3612/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3635 - acc: 0.8489 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3613/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3673 - acc: 0.8465 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 3614/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3655 - acc: 0.8504 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 3615/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3667 - acc: 0.8488 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3616/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3753 - acc: 0.8414 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3617/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3644 - acc: 0.8518 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3618/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3689 - acc: 0.8490 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 3619/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3702 - acc: 0.8457 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 3620/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3681 - acc: 0.8462 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 3621/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8460 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3622/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8501 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3623/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8456 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3624/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3699 - acc: 0.8482 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3625/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3644 - acc: 0.8500 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3626/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3747 - acc: 0.8406 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3627/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3655 - acc: 0.8490 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3628/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3647 - acc: 0.8492 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3629/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3742 - acc: 0.8436 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3630/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3694 - acc: 0.8449 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3631/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3713 - acc: 0.8440 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3632/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3742 - acc: 0.8474 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3633/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3731 - acc: 0.8454 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3634/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8501 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 3635/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3652 - acc: 0.8492 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 3636/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3697 - acc: 0.8460 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3637/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8457 - val_loss: 0.3729 - val_acc: 0.8187
    Epoch 3638/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3665 - acc: 0.8475 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 3639/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3633 - acc: 0.8494 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 3640/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3669 - acc: 0.8485 - val_loss: 0.3728 - val_acc: 0.8187
    Epoch 3641/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3661 - acc: 0.8494 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3642/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3710 - acc: 0.8453 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3643/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3721 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3644/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3671 - acc: 0.8486 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3645/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3677 - acc: 0.8486 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3646/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3662 - acc: 0.8508 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3647/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3658 - acc: 0.8488 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3648/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3688 - acc: 0.8451 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3649/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3633 - acc: 0.8504 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3650/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3725 - acc: 0.8462 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3651/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3658 - acc: 0.8510 - val_loss: 0.3721 - val_acc: 0.8225
    Epoch 3652/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3704 - acc: 0.8460 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 3653/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8481 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3654/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8492 - val_loss: 0.3727 - val_acc: 0.8187
    Epoch 3655/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8439 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3656/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3699 - acc: 0.8475 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3657/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3637 - acc: 0.8461 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3658/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3618 - acc: 0.8468 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3659/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3638 - acc: 0.8492 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3660/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3707 - acc: 0.8460 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3661/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3655 - acc: 0.8485 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3662/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3718 - acc: 0.8468 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3663/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3734 - acc: 0.8439 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3664/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3614 - acc: 0.8486 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3665/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3698 - acc: 0.8447 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3666/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3695 - acc: 0.8468 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3667/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3678 - acc: 0.8482 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3668/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3679 - acc: 0.8478 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3669/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3693 - acc: 0.8435 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3670/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8485 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3671/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3680 - acc: 0.8478 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3672/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8472 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3673/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3684 - acc: 0.8492 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3674/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8514 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3675/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3718 - acc: 0.8482 - val_loss: 0.3740 - val_acc: 0.8237
    Epoch 3676/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3642 - acc: 0.8476 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3677/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3680 - acc: 0.8481 - val_loss: 0.3732 - val_acc: 0.8225
    Epoch 3678/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3751 - acc: 0.8426 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3679/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3650 - acc: 0.8532 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3680/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3721 - acc: 0.8467 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3681/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8483 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3682/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3709 - acc: 0.8469 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3683/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3642 - acc: 0.8501 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3684/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8446 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3685/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3735 - acc: 0.8425 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3686/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3679 - acc: 0.8488 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3687/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8433 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3688/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3700 - acc: 0.8451 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3689/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3700 - acc: 0.8444 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3690/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3670 - acc: 0.8469 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3691/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3653 - acc: 0.8504 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3692/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3689 - acc: 0.8438 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3693/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3699 - acc: 0.8478 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3694/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3709 - acc: 0.8483 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3695/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3704 - acc: 0.8479 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 3696/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3629 - acc: 0.8496 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 3697/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3689 - acc: 0.8461 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3698/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3688 - acc: 0.8497 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3699/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3669 - acc: 0.8510 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3700/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3630 - acc: 0.8521 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3701/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3682 - acc: 0.8489 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 3702/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3648 - acc: 0.8525 - val_loss: 0.3722 - val_acc: 0.8263
    Epoch 3703/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3663 - acc: 0.8449 - val_loss: 0.3723 - val_acc: 0.8250
    Epoch 3704/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3723 - acc: 0.8460 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3705/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3727 - acc: 0.8482 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 3706/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3688 - acc: 0.8464 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3707/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3659 - acc: 0.8492 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 3708/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3675 - acc: 0.8493 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 3709/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3708 - acc: 0.8472 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3710/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3701 - acc: 0.8467 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 3711/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3722 - acc: 0.8453 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3712/10000
    7200/7200 [==============================] - 2s 233us/step - loss: 0.3682 - acc: 0.8479 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3713/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3620 - acc: 0.8504 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3714/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3677 - acc: 0.8475 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3715/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3691 - acc: 0.8464 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3716/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8436 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3717/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8471 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3718/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3736 - acc: 0.8457 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3719/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3673 - acc: 0.8468 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3720/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3690 - acc: 0.8449 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3721/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3691 - acc: 0.8468 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3722/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3670 - acc: 0.8503 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3723/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3641 - acc: 0.8476 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3724/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3701 - acc: 0.8440 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3725/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8496 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3726/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8468 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3727/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8489 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3728/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3676 - acc: 0.8478 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3729/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3709 - acc: 0.8458 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3730/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8429 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3731/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3687 - acc: 0.8446 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3732/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3660 - acc: 0.8493 - val_loss: 0.3720 - val_acc: 0.8213
    Epoch 3733/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3627 - acc: 0.8475 - val_loss: 0.3720 - val_acc: 0.8200
    Epoch 3734/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3715 - acc: 0.8475 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3735/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3745 - acc: 0.8426 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 3736/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3636 - acc: 0.8490 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3737/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3696 - acc: 0.8464 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 3738/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8501 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 3739/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3728 - acc: 0.8446 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 3740/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8453 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3741/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3742/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3732 - acc: 0.8440 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 3743/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3675 - acc: 0.8476 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3744/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8436 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3745/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8493 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3746/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3623 - acc: 0.8518 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3747/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8464 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 3748/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8479 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 3749/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8438 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3750/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3710 - acc: 0.8488 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3751/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3665 - acc: 0.8453 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 3752/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3678 - acc: 0.8479 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3753/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3716 - acc: 0.8433 - val_loss: 0.3733 - val_acc: 0.8250
    Epoch 3754/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3724 - acc: 0.8424 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3755/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3724 - acc: 0.8464 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3756/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3660 - acc: 0.8508 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3757/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3642 - acc: 0.8490 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3758/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3687 - acc: 0.8479 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3759/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3723 - acc: 0.8500 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 3760/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3686 - acc: 0.8486 - val_loss: 0.3728 - val_acc: 0.8250
    Epoch 3761/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3643 - acc: 0.8488 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 3762/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3686 - acc: 0.8489 - val_loss: 0.3731 - val_acc: 0.8225
    Epoch 3763/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8489 - val_loss: 0.3733 - val_acc: 0.8200
    Epoch 3764/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3670 - acc: 0.8476 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 3765/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3741 - acc: 0.8415 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3766/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3699 - acc: 0.8460 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 3767/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3652 - acc: 0.8481 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3768/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3707 - acc: 0.8504 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3769/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3651 - acc: 0.8511 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3770/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8435 - val_loss: 0.3768 - val_acc: 0.8187
    Epoch 3771/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3710 - acc: 0.8461 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3772/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3666 - acc: 0.8494 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3773/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8443 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3774/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3715 - acc: 0.8453 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3775/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8478 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3776/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3704 - acc: 0.8457 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3777/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8450 - val_loss: 0.3773 - val_acc: 0.8187
    Epoch 3778/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3688 - acc: 0.8451 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 3779/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3657 - acc: 0.8494 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3780/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3719 - acc: 0.8438 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 3781/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3637 - acc: 0.8514 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3782/10000
    7200/7200 [==============================] - 1s 101us/step - loss: 0.3632 - acc: 0.8493 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3783/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3694 - acc: 0.8486 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3784/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3707 - acc: 0.8443 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3785/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3786/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8438 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3787/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3696 - acc: 0.8481 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3788/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3709 - acc: 0.8465 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 3789/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3656 - acc: 0.8472 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3790/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8457 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3791/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3734 - acc: 0.8436 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3792/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8471 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3793/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8469 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3794/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3712 - acc: 0.8460 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3795/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3666 - acc: 0.8497 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3796/10000
    7200/7200 [==============================] - 1s 87us/step - loss: 0.3688 - acc: 0.8499 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3797/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3798/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3745 - acc: 0.8432 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3799/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3669 - acc: 0.8492 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3800/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3686 - acc: 0.8451 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3801/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3707 - acc: 0.8429 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3802/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3690 - acc: 0.8471 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3803/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3687 - acc: 0.8500 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3804/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3703 - acc: 0.8456 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3805/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3657 - acc: 0.8488 - val_loss: 0.3727 - val_acc: 0.8200
    Epoch 3806/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8436 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3807/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3718 - acc: 0.8458 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3808/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3707 - acc: 0.8457 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3809/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3654 - acc: 0.8515 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3810/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3683 - acc: 0.8472 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3811/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3732 - acc: 0.8426 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3812/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8506 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3813/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8474 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3814/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8483 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3815/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3705 - acc: 0.8467 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3816/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3748 - acc: 0.8476 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 3817/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3723 - acc: 0.8461 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3818/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3650 - acc: 0.8525 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3819/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3667 - acc: 0.8490 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3820/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8462 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3821/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3686 - acc: 0.8486 - val_loss: 0.3734 - val_acc: 0.8225
    Epoch 3822/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3823/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3689 - acc: 0.8508 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3824/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8453 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3825/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3760 - acc: 0.8425 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 3826/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3668 - acc: 0.8483 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3827/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3706 - acc: 0.8489 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3828/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8468 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3829/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3680 - acc: 0.8468 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3830/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3657 - acc: 0.8507 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 3831/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8508 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3832/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3749 - acc: 0.8425 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3833/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8483 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 3834/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3720 - acc: 0.8476 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3835/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3681 - acc: 0.8469 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 3836/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3728 - acc: 0.8446 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3837/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3723 - acc: 0.8456 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3838/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8479 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3839/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3708 - acc: 0.8461 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 3840/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3736 - acc: 0.8451 - val_loss: 0.3727 - val_acc: 0.8213
    Epoch 3841/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3674 - acc: 0.8490 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 3842/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3652 - acc: 0.8488 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3843/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8472 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 3844/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3648 - acc: 0.8471 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 3845/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3670 - acc: 0.8510 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3846/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3660 - acc: 0.8499 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 3847/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3743 - acc: 0.8447 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3848/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3686 - acc: 0.8488 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3849/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3702 - acc: 0.8446 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3850/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8488 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3851/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8478 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3852/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3690 - acc: 0.8468 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3853/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8444 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3854/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8469 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3855/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3707 - acc: 0.8461 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3856/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3703 - acc: 0.8481 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3857/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3649 - acc: 0.8469 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3858/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3659 - acc: 0.8468 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3859/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3691 - acc: 0.8456 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3860/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3709 - acc: 0.8469 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3861/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3682 - acc: 0.8481 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 3862/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3723 - acc: 0.8468 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3863/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3700 - acc: 0.8478 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3864/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3663 - acc: 0.8478 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3865/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3651 - acc: 0.8482 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3866/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3622 - acc: 0.8504 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3867/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3653 - acc: 0.8483 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3868/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3726 - acc: 0.8467 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3869/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3718 - acc: 0.8465 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3870/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3701 - acc: 0.8497 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 3871/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3687 - acc: 0.8468 - val_loss: 0.3773 - val_acc: 0.8187
    Epoch 3872/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3671 - acc: 0.8458 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3873/10000
    7200/7200 [==============================] - 1s 89us/step - loss: 0.3707 - acc: 0.8458 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3874/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3669 - acc: 0.8493 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3875/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3656 - acc: 0.8490 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 3876/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3698 - acc: 0.8483 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3877/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3712 - acc: 0.8444 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3878/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3674 - acc: 0.8492 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3879/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3649 - acc: 0.8471 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3880/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3638 - acc: 0.8507 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3881/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3697 - acc: 0.8444 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3882/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3739 - acc: 0.8435 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3883/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3695 - acc: 0.8436 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3884/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3667 - acc: 0.8515 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 3885/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3638 - acc: 0.8490 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 3886/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3683 - acc: 0.8460 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3887/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3716 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3888/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3706 - acc: 0.8475 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3889/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3725 - acc: 0.8436 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3890/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8481 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 3891/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3676 - acc: 0.8508 - val_loss: 0.3756 - val_acc: 0.8213
    Epoch 3892/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3667 - acc: 0.8467 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 3893/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3679 - acc: 0.8451 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 3894/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3639 - acc: 0.8499 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 3895/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8439 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3896/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8453 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 3897/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3693 - acc: 0.8468 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3898/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8460 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3899/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3700 - acc: 0.8454 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3900/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3734 - acc: 0.8465 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 3901/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3651 - acc: 0.8514 - val_loss: 0.3740 - val_acc: 0.8225
    Epoch 3902/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3694 - acc: 0.8471 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 3903/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3699 - acc: 0.8482 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3904/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3658 - acc: 0.8478 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3905/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3677 - acc: 0.8475 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3906/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3711 - acc: 0.8450 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3907/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3711 - acc: 0.8440 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3908/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8453 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3909/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3721 - acc: 0.8462 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 3910/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8475 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 3911/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3706 - acc: 0.8481 - val_loss: 0.3732 - val_acc: 0.8225
    Epoch 3912/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3691 - acc: 0.8478 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3913/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3719 - acc: 0.8440 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3914/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3725 - acc: 0.8438 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 3915/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8485 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3916/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3723 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 3917/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3686 - acc: 0.8503 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3918/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3666 - acc: 0.848 - 1s 69us/step - loss: 0.3650 - acc: 0.8489 - val_loss: 0.3770 - val_acc: 0.8175
    Epoch 3919/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3660 - acc: 0.8490 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 3920/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3720 - acc: 0.8474 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 3921/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3675 - acc: 0.8472 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3922/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3685 - acc: 0.8468 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3923/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8458 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 3924/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3651 - acc: 0.8482 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 3925/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3699 - acc: 0.8485 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 3926/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3714 - acc: 0.8433 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3927/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3628 - acc: 0.8494 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 3928/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3664 - acc: 0.8467 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3929/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3670 - acc: 0.8481 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3930/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8490 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 3931/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3693 - acc: 0.8467 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 3932/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3664 - acc: 0.8488 - val_loss: 0.3737 - val_acc: 0.8200
    Epoch 3933/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3709 - acc: 0.8503 - val_loss: 0.3733 - val_acc: 0.8225
    Epoch 3934/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3705 - acc: 0.8475 - val_loss: 0.3730 - val_acc: 0.8187
    Epoch 3935/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3728 - acc: 0.8446 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 3936/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8482 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 3937/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3696 - acc: 0.8451 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 3938/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3708 - acc: 0.8475 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 3939/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3665 - acc: 0.8486 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 3940/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3654 - acc: 0.8488 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 3941/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3641 - acc: 0.8467 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3942/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8465 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3943/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3656 - acc: 0.8497 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3944/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3723 - acc: 0.8431 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3945/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3689 - acc: 0.8479 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 3946/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3716 - acc: 0.8472 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 3947/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3665 - acc: 0.8503 - val_loss: 0.3754 - val_acc: 0.8213
    Epoch 3948/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3597 - acc: 0.8546 - val_loss: 0.3750 - val_acc: 0.8213
    Epoch 3949/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3657 - acc: 0.8460 - val_loss: 0.3761 - val_acc: 0.8200
    Epoch 3950/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3672 - acc: 0.8488 - val_loss: 0.3757 - val_acc: 0.8213
    Epoch 3951/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3673 - acc: 0.8460 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3952/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3687 - acc: 0.8493 - val_loss: 0.3762 - val_acc: 0.8213
    Epoch 3953/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3723 - acc: 0.8444 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3954/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3683 - acc: 0.8461 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3955/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3644 - acc: 0.8494 - val_loss: 0.3778 - val_acc: 0.8187
    Epoch 3956/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8481 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3957/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3667 - acc: 0.8500 - val_loss: 0.3754 - val_acc: 0.8213
    Epoch 3958/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3702 - acc: 0.8456 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 3959/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3689 - acc: 0.8462 - val_loss: 0.3767 - val_acc: 0.8200
    Epoch 3960/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3707 - acc: 0.8462 - val_loss: 0.3779 - val_acc: 0.8187
    Epoch 3961/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3733 - acc: 0.8443 - val_loss: 0.3779 - val_acc: 0.8187
    Epoch 3962/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3699 - acc: 0.8439 - val_loss: 0.3773 - val_acc: 0.8187
    Epoch 3963/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3632 - acc: 0.8506 - val_loss: 0.3773 - val_acc: 0.8200
    Epoch 3964/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3622 - acc: 0.8531 - val_loss: 0.3764 - val_acc: 0.8213
    Epoch 3965/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3718 - acc: 0.8469 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3966/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3611 - acc: 0.8479 - val_loss: 0.3768 - val_acc: 0.8187
    Epoch 3967/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8481 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 3968/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3718 - acc: 0.8449 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3969/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3710 - acc: 0.8474 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3970/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8490 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 3971/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3680 - acc: 0.8508 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3972/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3734 - acc: 0.8465 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 3973/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8485 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3974/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3691 - acc: 0.8450 - val_loss: 0.3758 - val_acc: 0.8200
    Epoch 3975/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3660 - acc: 0.8515 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 3976/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3684 - acc: 0.8460 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3977/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3729 - acc: 0.8453 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3978/10000
    7200/7200 [==============================] - 1s 144us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3979/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3681 - acc: 0.8471 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 3980/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8490 - val_loss: 0.3768 - val_acc: 0.8187
    Epoch 3981/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3765 - acc: 0.8426 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 3982/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3642 - acc: 0.8479 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3983/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3677 - acc: 0.8482 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3984/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3722 - acc: 0.8471 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3985/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8458 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 3986/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3741 - acc: 0.8432 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 3987/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8488 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 3988/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3706 - acc: 0.8456 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 3989/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3675 - acc: 0.8469 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 3990/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3724 - acc: 0.8440 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 3991/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3700 - acc: 0.8442 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 3992/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8479 - val_loss: 0.3735 - val_acc: 0.8237
    Epoch 3993/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3683 - acc: 0.8474 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 3994/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3660 - acc: 0.8478 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 3995/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3639 - acc: 0.8519 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3996/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3688 - acc: 0.8471 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 3997/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3668 - acc: 0.8501 - val_loss: 0.3732 - val_acc: 0.8237
    Epoch 3998/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8489 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 3999/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3703 - acc: 0.8447 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4000/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3630 - acc: 0.8525 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 4001/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3674 - acc: 0.8483 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 4002/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3724 - acc: 0.8456 - val_loss: 0.3734 - val_acc: 0.8225
    Epoch 4003/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3608 - acc: 0.8515 - val_loss: 0.3718 - val_acc: 0.8250
    Epoch 4004/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3653 - acc: 0.8496 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 4005/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3664 - acc: 0.8472 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4006/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3658 - acc: 0.8478 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4007/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8489 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 4008/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3655 - acc: 0.8469 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4009/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3721 - acc: 0.8461 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 4010/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8471 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4011/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3713 - acc: 0.8469 - val_loss: 0.3728 - val_acc: 0.8225
    Epoch 4012/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3678 - acc: 0.8501 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4013/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3623 - acc: 0.8511 - val_loss: 0.3722 - val_acc: 0.8225
    Epoch 4014/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3657 - acc: 0.8507 - val_loss: 0.3717 - val_acc: 0.8225
    Epoch 4015/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8451 - val_loss: 0.3731 - val_acc: 0.8200
    Epoch 4016/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3650 - acc: 0.8496 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 4017/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3669 - acc: 0.8504 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 4018/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3708 - acc: 0.8460 - val_loss: 0.3724 - val_acc: 0.8225
    Epoch 4019/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3691 - acc: 0.8449 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 4020/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3676 - acc: 0.8453 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4021/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3662 - acc: 0.8499 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4022/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3725 - acc: 0.8457 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4023/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3715 - acc: 0.8504 - val_loss: 0.3750 - val_acc: 0.8213
    Epoch 4024/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3678 - acc: 0.8479 - val_loss: 0.3737 - val_acc: 0.8250
    Epoch 4025/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8490 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 4026/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3690 - acc: 0.8475 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4027/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3626 - acc: 0.8508 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4028/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3652 - acc: 0.8490 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4029/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8453 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 4030/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3668 - acc: 0.8508 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 4031/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3741 - val_acc: 0.8225
    Epoch 4032/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3681 - acc: 0.8494 - val_loss: 0.3740 - val_acc: 0.8237
    Epoch 4033/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3661 - acc: 0.8497 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 4034/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8451 - val_loss: 0.3744 - val_acc: 0.8225
    Epoch 4035/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3654 - acc: 0.8489 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4036/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3645 - acc: 0.8442 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4037/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3674 - acc: 0.8493 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4038/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3724 - acc: 0.8483 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4039/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3637 - acc: 0.8492 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 4040/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8503 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 4041/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8504 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4042/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3721 - acc: 0.8465 - val_loss: 0.3748 - val_acc: 0.8250
    Epoch 4043/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3715 - acc: 0.8476 - val_loss: 0.3763 - val_acc: 0.8225
    Epoch 4044/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3635 - acc: 0.8489 - val_loss: 0.3761 - val_acc: 0.8225
    Epoch 4045/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8490 - val_loss: 0.3769 - val_acc: 0.8187
    Epoch 4046/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3688 - acc: 0.8483 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4047/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3670 - acc: 0.8511 - val_loss: 0.3755 - val_acc: 0.8237
    Epoch 4048/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3666 - acc: 0.8500 - val_loss: 0.3736 - val_acc: 0.8263
    Epoch 4049/10000
    7200/7200 [==============================] - 1s 80us/step - loss: 0.3687 - acc: 0.8469 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4050/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3661 - acc: 0.8494 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4051/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8478 - val_loss: 0.3734 - val_acc: 0.8225
    Epoch 4052/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3676 - acc: 0.8486 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4053/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3685 - acc: 0.8486 - val_loss: 0.3751 - val_acc: 0.8213
    Epoch 4054/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3708 - acc: 0.8474 - val_loss: 0.3753 - val_acc: 0.8200
    Epoch 4055/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3655 - acc: 0.8500 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4056/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3689 - acc: 0.8462 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4057/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3707 - acc: 0.8469 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4058/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8489 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 4059/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3635 - acc: 0.8499 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 4060/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3694 - acc: 0.8453 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4061/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3703 - acc: 0.8469 - val_loss: 0.3763 - val_acc: 0.8200
    Epoch 4062/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3666 - acc: 0.8462 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 4063/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3660 - acc: 0.8497 - val_loss: 0.3747 - val_acc: 0.8200
    Epoch 4064/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8462 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4065/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3727 - acc: 0.8438 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4066/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3729 - acc: 0.8468 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4067/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3684 - acc: 0.8486 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4068/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8472 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4069/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3673 - acc: 0.8449 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4070/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3699 - acc: 0.8481 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4071/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3685 - acc: 0.8497 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4072/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3675 - acc: 0.8461 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4073/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3700 - acc: 0.8481 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4074/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3658 - acc: 0.8483 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4075/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3672 - acc: 0.8471 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4076/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3668 - acc: 0.8472 - val_loss: 0.3774 - val_acc: 0.8187
    Epoch 4077/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3739 - acc: 0.8424 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4078/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3692 - acc: 0.8486 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 4079/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3687 - acc: 0.8450 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4080/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8467 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 4081/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3721 - acc: 0.8439 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4082/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3710 - acc: 0.8449 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4083/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3686 - acc: 0.8472 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4084/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8472 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4085/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3692 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4086/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3672 - acc: 0.8483 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4087/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8436 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4088/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3682 - acc: 0.8493 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4089/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3702 - acc: 0.8468 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4090/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3680 - acc: 0.8490 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4091/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3721 - acc: 0.8462 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4092/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3707 - acc: 0.8453 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 4093/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3658 - acc: 0.8500 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4094/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3655 - acc: 0.8493 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4095/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3710 - acc: 0.8479 - val_loss: 0.3741 - val_acc: 0.8225
    Epoch 4096/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3716 - acc: 0.8456 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4097/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3686 - acc: 0.8453 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4098/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3646 - acc: 0.8504 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4099/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3698 - acc: 0.8451 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4100/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3697 - acc: 0.8461 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4101/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3707 - acc: 0.8464 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4102/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3687 - acc: 0.8488 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 4103/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3692 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4104/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3658 - acc: 0.8492 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4105/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3699 - acc: 0.8433 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4106/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3628 - acc: 0.8500 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4107/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3699 - acc: 0.8471 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4108/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3706 - acc: 0.8469 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4109/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3654 - acc: 0.8478 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4110/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3695 - acc: 0.8465 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4111/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8464 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 4112/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3640 - acc: 0.8492 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 4113/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3670 - acc: 0.8500 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 4114/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3729 - acc: 0.8432 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 4115/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3719 - acc: 0.8439 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4116/10000
    7200/7200 [==============================] - 1s 94us/step - loss: 0.3746 - acc: 0.8428 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4117/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3667 - acc: 0.8496 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4118/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3653 - acc: 0.8485 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4119/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3685 - acc: 0.8454 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4120/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8497 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4121/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8471 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4122/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3692 - acc: 0.8468 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 4123/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3696 - acc: 0.8471 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4124/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3660 - acc: 0.8506 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4125/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3705 - acc: 0.8483 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 4126/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3709 - acc: 0.847 - 0s 62us/step - loss: 0.3707 - acc: 0.8478 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4127/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3648 - acc: 0.8501 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4128/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3715 - acc: 0.8494 - val_loss: 0.3753 - val_acc: 0.8213
    Epoch 4129/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3619 - acc: 0.8515 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 4130/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3656 - acc: 0.8479 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4131/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3668 - acc: 0.8471 - val_loss: 0.3756 - val_acc: 0.8200
    Epoch 4132/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8493 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4133/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3670 - acc: 0.8465 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4134/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3682 - acc: 0.8460 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 4135/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3712 - acc: 0.8460 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4136/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3714 - acc: 0.8443 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4137/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8460 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 4138/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3702 - acc: 0.8439 - val_loss: 0.3733 - val_acc: 0.8225
    Epoch 4139/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3716 - acc: 0.8469 - val_loss: 0.3750 - val_acc: 0.8200
    Epoch 4140/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3628 - acc: 0.8514 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4141/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3749 - acc: 0.8443 - val_loss: 0.3756 - val_acc: 0.8200
    Epoch 4142/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3697 - acc: 0.8506 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 4143/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3651 - acc: 0.8493 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4144/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3666 - acc: 0.8475 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4145/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3640 - acc: 0.8512 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 4146/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3722 - acc: 0.8433 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 4147/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3719 - acc: 0.8442 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4148/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3675 - acc: 0.8493 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4149/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3713 - acc: 0.8446 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 4150/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3668 - acc: 0.8479 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 4151/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3694 - acc: 0.8469 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4152/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3680 - acc: 0.8483 - val_loss: 0.3750 - val_acc: 0.8213
    Epoch 4153/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3733 - acc: 0.8439 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4154/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3704 - acc: 0.8449 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4155/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8488 - val_loss: 0.3734 - val_acc: 0.8225
    Epoch 4156/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3653 - acc: 0.8476 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4157/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3671 - acc: 0.8483 - val_loss: 0.3729 - val_acc: 0.8250
    Epoch 4158/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3682 - acc: 0.8476 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4159/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3728 - acc: 0.8439 - val_loss: 0.3753 - val_acc: 0.8200
    Epoch 4160/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3685 - acc: 0.8490 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4161/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3661 - acc: 0.8464 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4162/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3757 - acc: 0.8431 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 4163/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3718 - acc: 0.8467 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 4164/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3661 - acc: 0.8483 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4165/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3736 - acc: 0.8447 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4166/10000
    7200/7200 [==============================] - 1s 89us/step - loss: 0.3664 - acc: 0.8471 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4167/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3674 - acc: 0.8469 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4168/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3702 - acc: 0.8458 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4169/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3668 - acc: 0.8479 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4170/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3715 - acc: 0.8449 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 4171/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3673 - acc: 0.8476 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4172/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3680 - acc: 0.8496 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4173/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3747 - acc: 0.8418 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4174/10000
    7200/7200 [==============================] - 1s 91us/step - loss: 0.3660 - acc: 0.8496 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4175/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3688 - acc: 0.8464 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4176/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3684 - acc: 0.8468 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 4177/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3667 - acc: 0.8493 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4178/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3703 - acc: 0.8461 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4179/10000
    7200/7200 [==============================] - 1s 86us/step - loss: 0.3639 - acc: 0.8501 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4180/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3682 - acc: 0.8451 - val_loss: 0.3739 - val_acc: 0.8200
    Epoch 4181/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3695 - acc: 0.8489 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4182/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3704 - acc: 0.8457 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 4183/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3738 - acc: 0.8428 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4184/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3733 - acc: 0.8438 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4185/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3658 - acc: 0.8494 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4186/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8479 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4187/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8497 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4188/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3631 - acc: 0.8521 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4189/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3667 - acc: 0.8504 - val_loss: 0.3738 - val_acc: 0.8213
    Epoch 4190/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3632 - acc: 0.8496 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 4191/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3631 - acc: 0.8486 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4192/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3737 - acc: 0.8458 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4193/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3667 - acc: 0.8488 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4194/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3664 - acc: 0.8496 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4195/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3730 - acc: 0.8464 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4196/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3663 - acc: 0.8500 - val_loss: 0.3730 - val_acc: 0.8213
    Epoch 4197/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3786 - acc: 0.8457 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4198/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3694 - acc: 0.8460 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4199/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3671 - acc: 0.8478 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4200/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3646 - acc: 0.8489 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4201/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3720 - acc: 0.8468 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4202/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3647 - acc: 0.8506 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4203/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3666 - acc: 0.8504 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 4204/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3711 - acc: 0.8436 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4205/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3697 - acc: 0.8429 - val_loss: 0.3769 - val_acc: 0.8175
    Epoch 4206/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3662 - acc: 0.8475 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 4207/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3703 - acc: 0.8497 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 4208/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3684 - acc: 0.8492 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4209/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3685 - acc: 0.8489 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 4210/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3731 - acc: 0.8456 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4211/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3723 - acc: 0.8461 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4212/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3683 - acc: 0.8474 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4213/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3723 - acc: 0.8443 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4214/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3666 - acc: 0.8469 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4215/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3708 - acc: 0.8475 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4216/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3731 - acc: 0.8443 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4217/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3714 - acc: 0.8468 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4218/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3668 - acc: 0.8479 - val_loss: 0.3763 - val_acc: 0.8175
    Epoch 4219/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3747 - acc: 0.8456 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4220/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3649 - acc: 0.8510 - val_loss: 0.3750 - val_acc: 0.8213
    Epoch 4221/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3700 - acc: 0.8467 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 4222/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3650 - acc: 0.8492 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4223/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3654 - acc: 0.8488 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4224/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3715 - acc: 0.8462 - val_loss: 0.3731 - val_acc: 0.8237
    Epoch 4225/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3682 - acc: 0.8489 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4226/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3659 - acc: 0.8483 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4227/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3719 - acc: 0.8460 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4228/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3708 - acc: 0.8438 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4229/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3658 - acc: 0.8485 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4230/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3661 - acc: 0.8493 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4231/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3668 - acc: 0.8478 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 4232/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3661 - acc: 0.8464 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 4233/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3631 - acc: 0.8507 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4234/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3718 - acc: 0.8458 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4235/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3680 - acc: 0.8492 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4236/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3721 - acc: 0.8458 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 4237/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3662 - acc: 0.8483 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4238/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3681 - acc: 0.8492 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4239/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3692 - acc: 0.8465 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4240/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3664 - acc: 0.8432 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4241/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3722 - acc: 0.8483 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4242/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3704 - acc: 0.8438 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4243/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3673 - acc: 0.8497 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4244/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3705 - acc: 0.8454 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 4245/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3654 - acc: 0.8488 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 4246/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8447 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 4247/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3701 - acc: 0.8456 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 4248/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3670 - acc: 0.8465 - val_loss: 0.3732 - val_acc: 0.8187
    Epoch 4249/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3662 - acc: 0.8517 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 4250/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3705 - acc: 0.8503 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4251/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3704 - acc: 0.8474 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4252/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3654 - acc: 0.8522 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4253/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3711 - acc: 0.8457 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 4254/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3675 - acc: 0.8460 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4255/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3713 - acc: 0.8453 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4256/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3683 - acc: 0.8478 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4257/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3635 - acc: 0.8503 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 4258/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3710 - acc: 0.8467 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4259/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3707 - acc: 0.8472 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4260/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3669 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4261/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3714 - acc: 0.8450 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 4262/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3712 - acc: 0.8461 - val_loss: 0.3738 - val_acc: 0.8200
    Epoch 4263/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3645 - acc: 0.847 - 0s 68us/step - loss: 0.3633 - acc: 0.8476 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 4264/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3731 - acc: 0.8464 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4265/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3682 - acc: 0.8482 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4266/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3628 - acc: 0.8510 - val_loss: 0.3726 - val_acc: 0.8213
    Epoch 4267/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3682 - acc: 0.8492 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 4268/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3734 - acc: 0.8457 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4269/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3663 - acc: 0.8500 - val_loss: 0.3728 - val_acc: 0.8213
    Epoch 4270/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3688 - acc: 0.8488 - val_loss: 0.3731 - val_acc: 0.8213
    Epoch 4271/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3685 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4272/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3679 - acc: 0.8464 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4273/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3690 - acc: 0.8489 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4274/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3704 - acc: 0.8458 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4275/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3718 - acc: 0.8439 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4276/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3702 - acc: 0.8462 - val_loss: 0.3734 - val_acc: 0.8200
    Epoch 4277/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3669 - acc: 0.8501 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4278/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3685 - acc: 0.8485 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4279/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3674 - acc: 0.8500 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4280/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3636 - acc: 0.8492 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4281/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8479 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4282/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3729 - acc: 0.8465 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 4283/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3692 - acc: 0.8444 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4284/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3696 - acc: 0.8461 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4285/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3672 - acc: 0.8462 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 4286/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3689 - acc: 0.8471 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4287/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3703 - acc: 0.8461 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 4288/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3713 - acc: 0.8476 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4289/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3705 - acc: 0.8474 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4290/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3724 - acc: 0.8426 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 4291/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3705 - acc: 0.8479 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 4292/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3742 - acc: 0.8469 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4293/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3737 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8250
    Epoch 4294/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3685 - acc: 0.8472 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4295/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8483 - val_loss: 0.3741 - val_acc: 0.8225
    Epoch 4296/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3705 - acc: 0.8446 - val_loss: 0.3746 - val_acc: 0.8225
    Epoch 4297/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3676 - acc: 0.8453 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4298/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3711 - acc: 0.8456 - val_loss: 0.3744 - val_acc: 0.8225
    Epoch 4299/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3635 - acc: 0.8508 - val_loss: 0.3754 - val_acc: 0.8213
    Epoch 4300/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3689 - acc: 0.8515 - val_loss: 0.3752 - val_acc: 0.8200
    Epoch 4301/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3644 - acc: 0.8472 - val_loss: 0.3748 - val_acc: 0.8225
    Epoch 4302/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3722 - acc: 0.8456 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4303/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3682 - acc: 0.8456 - val_loss: 0.3765 - val_acc: 0.8187
    Epoch 4304/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3671 - acc: 0.8512 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4305/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3714 - acc: 0.8469 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 4306/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3670 - acc: 0.8462 - val_loss: 0.3772 - val_acc: 0.8187
    Epoch 4307/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3682 - acc: 0.8482 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4308/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3680 - acc: 0.8483 - val_loss: 0.3756 - val_acc: 0.8200
    Epoch 4309/10000
    7200/7200 [==============================] - ETA: 1s - loss: 0.3654 - acc: 0.847 - 20s 3ms/step - loss: 0.3659 - acc: 0.8464 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4310/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3676 - acc: 0.8496 - val_loss: 0.3773 - val_acc: 0.8187
    Epoch 4311/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3598 - acc: 0.8494 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 4312/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3678 - acc: 0.8481 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4313/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3697 - acc: 0.8479 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4314/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3695 - acc: 0.8507 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4315/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3720 - acc: 0.8460 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4316/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3640 - acc: 0.8493 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4317/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3699 - acc: 0.8465 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4318/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3642 - acc: 0.8489 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4319/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3708 - acc: 0.8482 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 4320/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3705 - acc: 0.8462 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4321/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3664 - acc: 0.8464 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4322/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3700 - acc: 0.8438 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4323/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3699 - acc: 0.8478 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4324/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3716 - acc: 0.8468 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4325/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3713 - acc: 0.8481 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4326/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3715 - acc: 0.8443 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4327/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3691 - acc: 0.8442 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4328/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3738 - acc: 0.8462 - val_loss: 0.3779 - val_acc: 0.8187
    Epoch 4329/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3705 - acc: 0.8444 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4330/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3701 - acc: 0.8492 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4331/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3662 - acc: 0.8518 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4332/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3719 - acc: 0.8428 - val_loss: 0.3753 - val_acc: 0.8213
    Epoch 4333/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3683 - acc: 0.8471 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4334/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3681 - acc: 0.8471 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4335/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3699 - acc: 0.8442 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4336/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3698 - acc: 0.8469 - val_loss: 0.3733 - val_acc: 0.8213
    Epoch 4337/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3684 - acc: 0.8490 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4338/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3665 - acc: 0.8500 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4339/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3709 - acc: 0.8451 - val_loss: 0.3748 - val_acc: 0.8200
    Epoch 4340/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3740 - acc: 0.8438 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4341/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3690 - acc: 0.8442 - val_loss: 0.3753 - val_acc: 0.8200
    Epoch 4342/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3647 - acc: 0.8497 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4343/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3692 - acc: 0.8456 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 4344/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3737 - acc: 0.8454 - val_loss: 0.3750 - val_acc: 0.8213
    Epoch 4345/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3701 - acc: 0.8494 - val_loss: 0.3749 - val_acc: 0.8213
    Epoch 4346/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3690 - acc: 0.8494 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 4347/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3711 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 4348/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3732 - acc: 0.8421 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4349/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3675 - acc: 0.8478 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4350/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3680 - acc: 0.8488 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4351/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3763 - acc: 0.8432 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4352/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3655 - acc: 0.8478 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4353/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3645 - acc: 0.8508 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4354/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3683 - acc: 0.8472 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4355/10000
    7200/7200 [==============================] - 1s 181us/step - loss: 0.3686 - acc: 0.8446 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4356/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3674 - acc: 0.8467 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4357/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3718 - acc: 0.8424 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4358/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3673 - acc: 0.8458 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4359/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3680 - acc: 0.8485 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4360/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3685 - acc: 0.8464 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 4361/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3648 - acc: 0.8517 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4362/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3684 - acc: 0.8485 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4363/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3717 - acc: 0.8458 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4364/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3665 - acc: 0.8475 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4365/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3622 - acc: 0.8494 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4366/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3758 - acc: 0.8433 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4367/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3691 - acc: 0.8476 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4368/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3680 - acc: 0.8517 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4369/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3686 - acc: 0.8485 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 4370/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3737 - acc: 0.8453 - val_loss: 0.3742 - val_acc: 0.8225
    Epoch 4371/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3674 - acc: 0.8482 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 4372/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3729 - acc: 0.8442 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4373/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3672 - acc: 0.8489 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4374/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3679 - acc: 0.8482 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4375/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3717 - acc: 0.8469 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4376/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3662 - acc: 0.8510 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4377/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3690 - acc: 0.8467 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 4378/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3694 - acc: 0.8460 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 4379/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3689 - acc: 0.8469 - val_loss: 0.3736 - val_acc: 0.8237
    Epoch 4380/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3676 - acc: 0.8485 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4381/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3698 - acc: 0.8500 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4382/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3686 - acc: 0.8475 - val_loss: 0.3736 - val_acc: 0.8213
    Epoch 4383/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3713 - acc: 0.8446 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 4384/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3637 - acc: 0.8512 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4385/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3707 - acc: 0.8467 - val_loss: 0.3735 - val_acc: 0.8200
    Epoch 4386/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3686 - acc: 0.8471 - val_loss: 0.3731 - val_acc: 0.8237
    Epoch 4387/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3685 - acc: 0.8436 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 4388/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4389/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3651 - acc: 0.8485 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 4390/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3661 - acc: 0.8460 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4391/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3675 - acc: 0.8488 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4392/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3721 - acc: 0.8440 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4393/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3687 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 4394/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3712 - acc: 0.8475 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4395/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3697 - acc: 0.8440 - val_loss: 0.3736 - val_acc: 0.8187
    Epoch 4396/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3698 - acc: 0.8474 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4397/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3706 - acc: 0.8468 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4398/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3734 - acc: 0.8458 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4399/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3651 - acc: 0.8489 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4400/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3687 - acc: 0.8493 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4401/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3701 - acc: 0.8464 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4402/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3683 - acc: 0.8458 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4403/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3662 - acc: 0.8488 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 4404/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3705 - acc: 0.8494 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4405/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3692 - acc: 0.8478 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4406/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3724 - acc: 0.8432 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4407/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3701 - acc: 0.8475 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4408/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3686 - acc: 0.8468 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 4409/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3676 - acc: 0.8444 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4410/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3712 - acc: 0.8494 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 4411/10000
    7200/7200 [==============================] - 1s 100us/step - loss: 0.3724 - acc: 0.8456 - val_loss: 0.3754 - val_acc: 0.8200
    Epoch 4412/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3739 - acc: 0.8444 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4413/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3670 - acc: 0.8482 - val_loss: 0.3752 - val_acc: 0.8213
    Epoch 4414/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3661 - acc: 0.8481 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4415/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3646 - acc: 0.8521 - val_loss: 0.3733 - val_acc: 0.8225
    Epoch 4416/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3673 - acc: 0.8467 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4417/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3681 - acc: 0.8476 - val_loss: 0.3735 - val_acc: 0.8225
    Epoch 4418/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3747 - acc: 0.8442 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4419/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3675 - acc: 0.8501 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4420/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3710 - acc: 0.8449 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4421/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3683 - acc: 0.8479 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4422/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3687 - acc: 0.8465 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4423/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3682 - acc: 0.8472 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4424/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3720 - acc: 0.8442 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4425/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3672 - acc: 0.8481 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 4426/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3716 - acc: 0.8442 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 4427/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3755 - acc: 0.8429 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4428/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3694 - acc: 0.8475 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4429/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3689 - acc: 0.8467 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4430/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3668 - acc: 0.8504 - val_loss: 0.3744 - val_acc: 0.8200
    Epoch 4431/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3692 - acc: 0.8468 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4432/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3684 - acc: 0.8476 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4433/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3622 - acc: 0.8511 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4434/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3744 - acc: 0.8451 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 4435/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3679 - acc: 0.8479 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 4436/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3719 - acc: 0.8457 - val_loss: 0.3730 - val_acc: 0.8225
    Epoch 4437/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3673 - acc: 0.8506 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4438/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3675 - acc: 0.8494 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4439/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3657 - acc: 0.8494 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 4440/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3714 - acc: 0.8474 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4441/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3665 - acc: 0.8483 - val_loss: 0.3737 - val_acc: 0.8225
    Epoch 4442/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3661 - acc: 0.8478 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4443/10000
    7200/7200 [==============================] - 4s 608us/step - loss: 0.3698 - acc: 0.8443 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 4444/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3690 - acc: 0.8475 - val_loss: 0.3771 - val_acc: 0.8187
    Epoch 4445/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3636 - acc: 0.8518 - val_loss: 0.3753 - val_acc: 0.8200
    Epoch 4446/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3700 - acc: 0.8467 - val_loss: 0.3747 - val_acc: 0.8200
    Epoch 4447/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3667 - acc: 0.8471 - val_loss: 0.3745 - val_acc: 0.8225
    Epoch 4448/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3686 - acc: 0.8482 - val_loss: 0.3738 - val_acc: 0.8237
    Epoch 4449/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3682 - acc: 0.8449 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4450/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3689 - acc: 0.8471 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4451/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3653 - acc: 0.8483 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4452/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3655 - acc: 0.8488 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4453/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3712 - acc: 0.8454 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4454/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3678 - acc: 0.8485 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4455/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3676 - acc: 0.8478 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4456/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3715 - acc: 0.8465 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4457/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3697 - acc: 0.8493 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4458/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3638 - acc: 0.8511 - val_loss: 0.3766 - val_acc: 0.8187
    Epoch 4459/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3678 - acc: 0.8453 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4460/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3701 - acc: 0.8469 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4461/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3685 - acc: 0.8462 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4462/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3653 - acc: 0.8450 - val_loss: 0.3741 - val_acc: 0.8225
    Epoch 4463/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3715 - acc: 0.8468 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4464/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3669 - acc: 0.8453 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 4465/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3645 - acc: 0.8493 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 4466/10000
    7200/7200 [==============================] - 1s 82us/step - loss: 0.3694 - acc: 0.8494 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 4467/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3697 - acc: 0.8457 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4468/10000
    7200/7200 [==============================] - 1s 84us/step - loss: 0.3684 - acc: 0.8490 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4469/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3676 - acc: 0.8482 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4470/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3688 - acc: 0.8478 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4471/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3706 - acc: 0.8496 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4472/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3645 - acc: 0.8485 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4473/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3666 - acc: 0.8489 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4474/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3710 - acc: 0.8428 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4475/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3721 - acc: 0.8456 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4476/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3722 - acc: 0.8474 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4477/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3689 - acc: 0.8476 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4478/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3659 - acc: 0.8497 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 4479/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3681 - acc: 0.8489 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4480/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3706 - acc: 0.8467 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4481/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3701 - acc: 0.8457 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4482/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3781 - acc: 0.8431 - val_loss: 0.3748 - val_acc: 0.8213
    Epoch 4483/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3653 - acc: 0.8535 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4484/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3730 - acc: 0.8457 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4485/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3700 - acc: 0.8458 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4486/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3682 - acc: 0.8481 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4487/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3711 - acc: 0.8461 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4488/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3730 - acc: 0.8458 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4489/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3663 - acc: 0.8483 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4490/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3686 - acc: 0.8458 - val_loss: 0.3733 - val_acc: 0.8237
    Epoch 4491/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3700 - acc: 0.8456 - val_loss: 0.3729 - val_acc: 0.8237
    Epoch 4492/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3683 - acc: 0.8469 - val_loss: 0.3730 - val_acc: 0.8225
    Epoch 4493/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3662 - acc: 0.8485 - val_loss: 0.3726 - val_acc: 0.8225
    Epoch 4494/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3692 - acc: 0.8439 - val_loss: 0.3738 - val_acc: 0.8225
    Epoch 4495/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3658 - acc: 0.8494 - val_loss: 0.3732 - val_acc: 0.8225
    Epoch 4496/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3686 - acc: 0.8517 - val_loss: 0.3736 - val_acc: 0.8225
    Epoch 4497/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3677 - acc: 0.8482 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4498/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3676 - acc: 0.8451 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4499/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3725 - acc: 0.8438 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4500/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3702 - acc: 0.8479 - val_loss: 0.3764 - val_acc: 0.8187
    Epoch 4501/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3643 - acc: 0.8483 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4502/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3688 - acc: 0.8474 - val_loss: 0.3739 - val_acc: 0.8213
    Epoch 4503/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3735 - acc: 0.8436 - val_loss: 0.3729 - val_acc: 0.8213
    Epoch 4504/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3655 - acc: 0.8465 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4505/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3714 - acc: 0.8469 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4506/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3687 - acc: 0.8479 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4507/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3670 - acc: 0.8429 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4508/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3679 - acc: 0.8454 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4509/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3651 - acc: 0.8479 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4510/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3657 - acc: 0.8508 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4511/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3712 - acc: 0.8453 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4512/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3752 - acc: 0.8450 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 4513/10000
    7200/7200 [==============================] - 1s 162us/step - loss: 0.3721 - acc: 0.8451 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4514/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3718 - acc: 0.8483 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 4515/10000
    7200/7200 [==============================] - 3s 375us/step - loss: 0.3666 - acc: 0.8476 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4516/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3744 - acc: 0.8424 - val_loss: 0.3745 - val_acc: 0.8213
    Epoch 4517/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3654 - acc: 0.8443 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4518/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3677 - acc: 0.8469 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4519/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3684 - acc: 0.8492 - val_loss: 0.3734 - val_acc: 0.8187
    Epoch 4520/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3665 - acc: 0.8501 - val_loss: 0.3736 - val_acc: 0.8237
    Epoch 4521/10000
    7200/7200 [==============================] - 0s 58us/step - loss: 0.3669 - acc: 0.8488 - val_loss: 0.3735 - val_acc: 0.8237
    Epoch 4522/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3710 - acc: 0.8469 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4523/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3686 - acc: 0.8458 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4524/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3712 - acc: 0.8471 - val_loss: 0.3731 - val_acc: 0.8237
    Epoch 4525/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3639 - acc: 0.8500 - val_loss: 0.3732 - val_acc: 0.8237
    Epoch 4526/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3697 - acc: 0.8465 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 4527/10000
    7200/7200 [==============================] - 1s 166us/step - loss: 0.3704 - acc: 0.8467 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4528/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3675 - acc: 0.8508 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4529/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3658 - acc: 0.8472 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4530/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3714 - acc: 0.8444 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4531/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3688 - acc: 0.8467 - val_loss: 0.3757 - val_acc: 0.8187
    Epoch 4532/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3710 - acc: 0.8458 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4533/10000
    7200/7200 [==============================] - 1s 74us/step - loss: 0.3697 - acc: 0.8462 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4534/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3638 - acc: 0.8476 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4535/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3697 - acc: 0.8436 - val_loss: 0.3740 - val_acc: 0.8187
    Epoch 4536/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3646 - acc: 0.8503 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 4537/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3677 - acc: 0.8499 - val_loss: 0.3731 - val_acc: 0.8187
    Epoch 4538/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3672 - acc: 0.8478 - val_loss: 0.3730 - val_acc: 0.8200
    Epoch 4539/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3696 - acc: 0.8500 - val_loss: 0.3732 - val_acc: 0.8213
    Epoch 4540/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3693 - acc: 0.8471 - val_loss: 0.3733 - val_acc: 0.8237
    Epoch 4541/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3675 - acc: 0.8486 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4542/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3709 - acc: 0.8493 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4543/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3662 - acc: 0.8476 - val_loss: 0.3738 - val_acc: 0.8225
    Epoch 4544/10000
    7200/7200 [==============================] - 1s 76us/step - loss: 0.3714 - acc: 0.8444 - val_loss: 0.3758 - val_acc: 0.8187
    Epoch 4545/10000
    7200/7200 [==============================] - ETA: 0s - loss: 0.3677 - acc: 0.846 - 19s 3ms/step - loss: 0.3692 - acc: 0.8457 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4546/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3671 - acc: 0.8478 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4547/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3657 - acc: 0.8492 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4548/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3678 - acc: 0.8519 - val_loss: 0.3737 - val_acc: 0.8225
    Epoch 4549/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3665 - acc: 0.8482 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 4550/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3696 - acc: 0.8460 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4551/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3675 - acc: 0.8488 - val_loss: 0.3727 - val_acc: 0.8263
    Epoch 4552/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3709 - acc: 0.8489 - val_loss: 0.3740 - val_acc: 0.8200
    Epoch 4553/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3656 - acc: 0.8507 - val_loss: 0.3726 - val_acc: 0.8250
    Epoch 4554/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3654 - acc: 0.8486 - val_loss: 0.3722 - val_acc: 0.8237
    Epoch 4555/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3720 - acc: 0.8443 - val_loss: 0.3734 - val_acc: 0.8213
    Epoch 4556/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3671 - acc: 0.8471 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4557/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3714 - acc: 0.8474 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4558/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3694 - acc: 0.8478 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4559/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3684 - acc: 0.8481 - val_loss: 0.3738 - val_acc: 0.8187
    Epoch 4560/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3667 - acc: 0.8475 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4561/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3727 - acc: 0.8457 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4562/10000
    7200/7200 [==============================] - 0s 60us/step - loss: 0.3706 - acc: 0.8469 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 4563/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3709 - acc: 0.8462 - val_loss: 0.3756 - val_acc: 0.8187
    Epoch 4564/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3711 - acc: 0.8461 - val_loss: 0.3739 - val_acc: 0.8187
    Epoch 4565/10000
    7200/7200 [==============================] - 0s 62us/step - loss: 0.3703 - acc: 0.8468 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4566/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3735 - acc: 0.8428 - val_loss: 0.3735 - val_acc: 0.8213
    Epoch 4567/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3670 - acc: 0.8497 - val_loss: 0.3724 - val_acc: 0.8250
    Epoch 4568/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3719 - acc: 0.8467 - val_loss: 0.3733 - val_acc: 0.8187
    Epoch 4569/10000
    7200/7200 [==============================] - 1s 98us/step - loss: 0.3665 - acc: 0.8483 - val_loss: 0.3744 - val_acc: 0.8187
    Epoch 4570/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3663 - acc: 0.8510 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 4571/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3647 - acc: 0.8451 - val_loss: 0.3741 - val_acc: 0.8187
    Epoch 4572/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3678 - acc: 0.8476 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4573/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3705 - acc: 0.8479 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4574/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3646 - acc: 0.8486 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4575/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3655 - acc: 0.8485 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4576/10000
    7200/7200 [==============================] - 0s 59us/step - loss: 0.3696 - acc: 0.8472 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4577/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3671 - acc: 0.8476 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4578/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3740 - acc: 0.8471 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4579/10000
    7200/7200 [==============================] - 0s 61us/step - loss: 0.3689 - acc: 0.8454 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4580/10000
    7200/7200 [==============================] - 0s 63us/step - loss: 0.3695 - acc: 0.8457 - val_loss: 0.3751 - val_acc: 0.8200
    Epoch 4581/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3669 - acc: 0.8494 - val_loss: 0.3749 - val_acc: 0.8200
    Epoch 4582/10000
    7200/7200 [==============================] - 1s 83us/step - loss: 0.3683 - acc: 0.8453 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4583/10000
    7200/7200 [==============================] - 1s 89us/step - loss: 0.3636 - acc: 0.8485 - val_loss: 0.3754 - val_acc: 0.8187
    Epoch 4584/10000
    7200/7200 [==============================] - 1s 86us/step - loss: 0.3674 - acc: 0.8492 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 4585/10000
    7200/7200 [==============================] - 1s 81us/step - loss: 0.3720 - acc: 0.8479 - val_loss: 0.3746 - val_acc: 0.8213
    Epoch 4586/10000
    7200/7200 [==============================] - 1s 85us/step - loss: 0.3676 - acc: 0.8518 - val_loss: 0.3729 - val_acc: 0.8225
    Epoch 4587/10000
    7200/7200 [==============================] - 1s 78us/step - loss: 0.3698 - acc: 0.8471 - val_loss: 0.3747 - val_acc: 0.8213
    Epoch 4588/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3698 - acc: 0.8462 - val_loss: 0.3762 - val_acc: 0.8187
    Epoch 4589/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3651 - acc: 0.8499 - val_loss: 0.3743 - val_acc: 0.8213
    Epoch 4590/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3706 - acc: 0.8446 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4591/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3696 - acc: 0.8489 - val_loss: 0.3750 - val_acc: 0.8187
    Epoch 4592/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3688 - acc: 0.8486 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4593/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3711 - acc: 0.8476 - val_loss: 0.3760 - val_acc: 0.8187
    Epoch 4594/10000
    7200/7200 [==============================] - 1s 79us/step - loss: 0.3651 - acc: 0.8503 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4595/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3726 - acc: 0.8475 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4596/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3665 - acc: 0.8506 - val_loss: 0.3741 - val_acc: 0.8213
    Epoch 4597/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3705 - acc: 0.8483 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4598/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3703 - acc: 0.8461 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 4599/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3690 - acc: 0.8478 - val_loss: 0.3763 - val_acc: 0.8187
    Epoch 4600/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3719 - acc: 0.8489 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4601/10000
    7200/7200 [==============================] - 1s 72us/step - loss: 0.3685 - acc: 0.8429 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4602/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3710 - acc: 0.8467 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4603/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3711 - acc: 0.8438 - val_loss: 0.3751 - val_acc: 0.8187
    Epoch 4604/10000
    7200/7200 [==============================] - 1s 77us/step - loss: 0.3740 - acc: 0.8458 - val_loss: 0.3756 - val_acc: 0.8200
    Epoch 4605/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3676 - acc: 0.8475 - val_loss: 0.3767 - val_acc: 0.8187
    Epoch 4606/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3675 - acc: 0.8492 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4607/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3717 - acc: 0.8451 - val_loss: 0.3755 - val_acc: 0.8187
    Epoch 4608/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3708 - acc: 0.8428 - val_loss: 0.3761 - val_acc: 0.8187
    Epoch 4609/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3677 - acc: 0.8510 - val_loss: 0.3752 - val_acc: 0.8187
    Epoch 4610/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3659 - acc: 0.8496 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4611/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3678 - acc: 0.8492 - val_loss: 0.3746 - val_acc: 0.8187
    Epoch 4612/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3686 - acc: 0.8453 - val_loss: 0.3743 - val_acc: 0.8187
    Epoch 4613/10000
    7200/7200 [==============================] - 0s 69us/step - loss: 0.3656 - acc: 0.8482 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4614/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3660 - acc: 0.8469 - val_loss: 0.3737 - val_acc: 0.8187
    Epoch 4615/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3656 - acc: 0.8478 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4616/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3676 - acc: 0.8438 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4617/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3718 - acc: 0.8458 - val_loss: 0.3743 - val_acc: 0.8200
    Epoch 4618/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3629 - acc: 0.8489 - val_loss: 0.3742 - val_acc: 0.8187
    Epoch 4619/10000
    7200/7200 [==============================] - 0s 65us/step - loss: 0.3678 - acc: 0.8486 - val_loss: 0.3737 - val_acc: 0.8213
    Epoch 4620/10000
    7200/7200 [==============================] - 1s 70us/step - loss: 0.3681 - acc: 0.8492 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4621/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3745 - acc: 0.8444 - val_loss: 0.3744 - val_acc: 0.8213
    Epoch 4622/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3653 - acc: 0.8490 - val_loss: 0.3745 - val_acc: 0.8187
    Epoch 4623/10000
    7200/7200 [==============================] - 0s 64us/step - loss: 0.3670 - acc: 0.8488 - val_loss: 0.3748 - val_acc: 0.8187
    Epoch 4624/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3697 - acc: 0.8475 - val_loss: 0.3749 - val_acc: 0.8187
    Epoch 4625/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3648 - acc: 0.8488 - val_loss: 0.3742 - val_acc: 0.8213
    Epoch 4626/10000
    7200/7200 [==============================] - 1s 69us/step - loss: 0.3683 - acc: 0.8467 - val_loss: 0.3759 - val_acc: 0.8187
    Epoch 4627/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3664 - acc: 0.8490 - val_loss: 0.3742 - val_acc: 0.8200
    Epoch 4628/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3707 - acc: 0.8475 - val_loss: 0.3740 - val_acc: 0.8213
    Epoch 4629/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3671 - acc: 0.8472 - val_loss: 0.3747 - val_acc: 0.8187
    Epoch 4630/10000
    7200/7200 [==============================] - 0s 68us/step - loss: 0.3694 - acc: 0.8492 - val_loss: 0.3747 - val_acc: 0.8200
    Epoch 4631/10000
    7200/7200 [==============================] - 1s 71us/step - loss: 0.3653 - acc: 0.8503 - val_loss: 0.3746 - val_acc: 0.8200
    Epoch 4632/10000
    7200/7200 [==============================] - 1s 75us/step - loss: 0.3691 - acc: 0.8472 - val_loss: 0.3752 - val_acc: 0.8175
    Epoch 4633/10000
    7200/7200 [==============================] - 1s 120us/step - loss: 0.3723 - acc: 0.8458 - val_loss: 0.3736 - val_acc: 0.8225
    Epoch 4634/10000
    7200/7200 [==============================] - 1s 114us/step - loss: 0.3698 - acc: 0.8432 - val_loss: 0.3741 - val_acc: 0.8200
    Epoch 4635/10000
    7200/7200 [==============================] - 1s 73us/step - loss: 0.3696 - acc: 0.8457 - val_loss: 0.3753 - val_acc: 0.8187
    Epoch 4636/10000
    7200/7200 [==============================] - 0s 66us/step - loss: 0.3655 - acc: 0.8458 - val_loss: 0.3756 - val_acc: 0.8175
    Epoch 4637/10000
    7200/7200 [==============================] - 0s 67us/step - loss: 0.3701 - acc: 0.8481 - val_loss: 0.3750 - val_acc: 0.8175
    Epoch 4638/10000
    4896/7200 [===================>..........] - ETA: 0s - loss: 0.3688 - acc: 0.8474

```python
# Plot training & validation accuracy values
plt.plot(history.history['acc'])
plt.plot(history.history['val_acc'])
plt.title('Model accuracy')
plt.ylabel('Accuracy')
plt.xlabel('Epoch')
plt.legend(['Train', 'Test'], loc='upper left')
plt.show()

# Plot training & validation loss values
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title('Model loss')
plt.ylabel('Loss')
plt.xlabel('Epoch')
plt.legend(['Train', 'Test'], loc='upper left')
plt.show()
```

:::::The Testing of the Neural Network:::::

We are testing the model with 2000 testing sample extracted randomly from the dataset during the spliting of dataset.

```python
y_pred = classifier.predict(X_test)
y_pred = (y_pred > 0.5)
print(y_pred)
```

:::::The Evaluation of the Model:::::

As, we are doing the binary classification so we have used the confusion matrix for the evaluation.

A confusion matrix, in predictive analytics, is a two-by-two table that tells us the rate of false positives, false negatives, true positives and true negatives for a test or predictor.

```python
from sklearn.metrics import confusion_matrix
cm = confusion_matrix(y_test, y_pred)
print(cm)
```

::::Various Measures Calculated using the Confusion Matrix:::::

Accuracy

Recall: Recall can be defined as the ratio of the total number of correctly classified positive examples divide to the total number of positive examples. High Recall indicates the class is correctly recognized (small number of FN).

Precision: Precision is calculated by the division of the total number of correctly classified positive examples by the total number of predicted positive examples. High Precision indicates an example labeled as positive is indeed positive (small number of FP).

F-Measure: F-measure which uses Harmonic Mean in place of Arithmetic Mean as it punishes the extreme values more. The F-Measure will always be nearer to the smaller value of Precision or Recall.

```python
total_test_sample = 2000
Accuracy = ((cm[0][0]+cm[1][1])/total_test_sample)*100
Recall = (cm[0][0]/(cm[0][0]+cm[1][0]))*100
Precision = (cm[0][0]/(cm[0][0]+cm[0][1]))*100
```

```python
Recall_1 = (cm[0][0]/(cm[0][0]+cm[1][0]))
Precision_1 = (cm[0][0]/(cm[0][0]+cm[0][1]))
```

```python
F = (Recall_1+Precision_1)/(2*Recall_1*Precision_1)
```

```python
print("********** CONFUSION MATRIX MEASURES**********")
print("The accuracy is:::::",Accuracy,"%")
print("\n")
print("**********************************************")
print("The Recall is:::::", Recall,"%")
print("\n")
print("**********************************************")
print("The Precision is:::::",Precision,"%")
print("\n")
print("**********************************************")
print("The F-Measure is:::::",F)
```