Learn by Coding Examples in Applied Machine Learning

Binary Classification with Sonar Dataset: Baseline Keras Model in Python with Standardized data

# ignore warnings
import warnings
warnings.filterwarnings("ignore")

Binary Classification with Sonar Dataset: Baseline Keras Model with Standardized data

# Binary Classification with Sonar Dataset: Standardized
import pandas as pd
from keras.models import Sequential
from keras.layers import Dense
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import cross_val_score
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import StratifiedKFold
from sklearn.preprocessing import StandardScaler
from sklearn.pipeline import Pipeline

# load dataset
dataframe = pd.read_csv("sonar.mines.data.csv", header=None)

print(); print(dataframe.head())

dataset = dataframe.values

# split into input (X) and output (Y) variables
X = dataset[:,0:60].astype(float)
Y = dataset[:,60]

# encode class values as integers
encoder = LabelEncoder()
encoder.fit(Y)
encoded_Y = encoder.transform(Y)

# baseline model
def create_baseline():
    # create model
    model = Sequential()
    model.add(Dense(60, input_dim=60, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    
    # Compile model
    model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])
    return model

# evaluate baseline model with standardized dataset
estimators = []
estimators.append(('standardize', StandardScaler()))
estimators.append(('mlp', KerasClassifier(build_fn=create_baseline, epochs=500, batch_size=25, verbose = 1)))

pipeline = Pipeline(estimators)
kfold = StratifiedKFold(n_splits=10, shuffle=True)
results = cross_val_score(pipeline, X, encoded_Y, cv=kfold)

print(); print("Accuracy Results: ")
print("Standardized: %.2f%% (%.2f%%)" % (results.mean()*100, results.std()*100))

       0       1       2       3       4       5       6       7       8   \
0  0.0200  0.0371  0.0428  0.0207  0.0954  0.0986  0.1539  0.1601  0.3109   
1  0.0453  0.0523  0.0843  0.0689  0.1183  0.2583  0.2156  0.3481  0.3337   
2  0.0262  0.0582  0.1099  0.1083  0.0974  0.2280  0.2431  0.3771  0.5598   
3  0.0100  0.0171  0.0623  0.0205  0.0205  0.0368  0.1098  0.1276  0.0598   
4  0.0762  0.0666  0.0481  0.0394  0.0590  0.0649  0.1209  0.2467  0.3564   

       9   ...      51      52      53      54      55      56      57  \
0  0.2111  ...  0.0027  0.0065  0.0159  0.0072  0.0167  0.0180  0.0084   
1  0.2872  ...  0.0084  0.0089  0.0048  0.0094  0.0191  0.0140  0.0049   
2  0.6194  ...  0.0232  0.0166  0.0095  0.0180  0.0244  0.0316  0.0164   
3  0.1264  ...  0.0121  0.0036  0.0150  0.0085  0.0073  0.0050  0.0044   
4  0.4459  ...  0.0031  0.0054  0.0105  0.0110  0.0015  0.0072  0.0048   

       58      59  60  
0  0.0090  0.0032   R  
1  0.0052  0.0044   R  
2  0.0095  0.0078   R  
3  0.0040  0.0117   R  
4  0.0107  0.0094   R  

[5 rows x 61 columns]
Epoch 1/500
186/186 [==============================] - 1s 3ms/step - loss: 0.6699 - acc: 0.6452
Epoch 2/500
186/186 [==============================] - 0s 111us/step - loss: 0.5558 - acc: 0.7473
Epoch 3/500
186/186 [==============================] - 0s 106us/step - loss: 0.4870 - acc: 0.8065
Epoch 4/500
186/186 [==============================] - 0s 95us/step - loss: 0.4354 - acc: 0.8280
Epoch 5/500
186/186 [==============================] - 0s 71us/step - loss: 0.3974 - acc: 0.8387
Epoch 6/500
186/186 [==============================] - 0s 55us/step - loss: 0.3652 - acc: 0.8495
Epoch 7/500
186/186 [==============================] - 0s 57us/step - loss: 0.3377 - acc: 0.8763
Epoch 8/500
186/186 [==============================] - 0s 73us/step - loss: 0.3137 - acc: 0.8925
Epoch 9/500
186/186 [==============================] - 0s 79us/step - loss: 0.2927 - acc: 0.8978
Epoch 10/500
186/186 [==============================] - 0s 56us/step - loss: 0.2743 - acc: 0.9140
Epoch 11/500
186/186 [==============================] - 0s 57us/step - loss: 0.2564 - acc: 0.9194
Epoch 12/500
186/186 [==============================] - 0s 74us/step - loss: 0.2427 - acc: 0.9301
Epoch 13/500
186/186 [==============================] - 0s 56us/step - loss: 0.2275 - acc: 0.9462
Epoch 14/500
186/186 [==============================] - 0s 52us/step - loss: 0.2143 - acc: 0.9462
Epoch 15/500
186/186 [==============================] - 0s 51us/step - loss: 0.2026 - acc: 0.9516
Epoch 16/500
186/186 [==============================] - 0s 50us/step - loss: 0.1921 - acc: 0.9570
Epoch 17/500
186/186 [==============================] - 0s 56us/step - loss: 0.1817 - acc: 0.9570
Epoch 18/500
186/186 [==============================] - 0s 70us/step - loss: 0.1719 - acc: 0.9785
Epoch 19/500
186/186 [==============================] - 0s 60us/step - loss: 0.1635 - acc: 0.9785
Epoch 20/500
186/186 [==============================] - 0s 59us/step - loss: 0.1556 - acc: 0.9839
Epoch 21/500
186/186 [==============================] - 0s 55us/step - loss: 0.1481 - acc: 0.9839
Epoch 22/500
186/186 [==============================] - 0s 52us/step - loss: 0.1408 - acc: 0.9839
Epoch 23/500
186/186 [==============================] - 0s 51us/step - loss: 0.1339 - acc: 0.9892
Epoch 24/500
186/186 [==============================] - 0s 57us/step - loss: 0.1278 - acc: 0.9892
Epoch 25/500
186/186 [==============================] - 0s 50us/step - loss: 0.1217 - acc: 0.9892
Epoch 26/500
186/186 [==============================] - 0s 50us/step - loss: 0.1161 - acc: 0.9946
Epoch 27/500
186/186 [==============================] - 0s 50us/step - loss: 0.1109 - acc: 1.0000
Epoch 28/500
186/186 [==============================] - 0s 49us/step - loss: 0.1060 - acc: 1.0000
Epoch 29/500
186/186 [==============================] - 0s 48us/step - loss: 0.1012 - acc: 1.0000
Epoch 30/500
186/186 [==============================] - 0s 54us/step - loss: 0.0968 - acc: 1.0000
Epoch 31/500
186/186 [==============================] - 0s 50us/step - loss: 0.0925 - acc: 1.0000
Epoch 32/500
186/186 [==============================] - 0s 49us/step - loss: 0.0886 - acc: 1.0000
Epoch 33/500
186/186 [==============================] - 0s 49us/step - loss: 0.0845 - acc: 1.0000
Epoch 34/500
186/186 [==============================] - 0s 49us/step - loss: 0.0814 - acc: 1.0000
Epoch 35/500
186/186 [==============================] - 0s 49us/step - loss: 0.0780 - acc: 1.0000
Epoch 36/500
186/186 [==============================] - 0s 49us/step - loss: 0.0747 - acc: 1.0000
Epoch 37/500
186/186 [==============================] - 0s 51us/step - loss: 0.0718 - acc: 1.0000
Epoch 38/500
186/186 [==============================] - 0s 55us/step - loss: 0.0685 - acc: 1.0000
Epoch 39/500
186/186 [==============================] - 0s 52us/step - loss: 0.0661 - acc: 1.0000
Epoch 40/500
186/186 [==============================] - 0s 54us/step - loss: 0.0630 - acc: 1.0000
Epoch 41/500
186/186 [==============================] - 0s 51us/step - loss: 0.0610 - acc: 1.0000
Epoch 42/500
186/186 [==============================] - 0s 51us/step - loss: 0.0582 - acc: 1.0000
Epoch 43/500
186/186 [==============================] - 0s 48us/step - loss: 0.0558 - acc: 1.0000
Epoch 44/500
186/186 [==============================] - 0s 43us/step - loss: 0.0539 - acc: 1.0000
Epoch 45/500
186/186 [==============================] - 0s 41us/step - loss: 0.0519 - acc: 1.0000
Epoch 46/500
186/186 [==============================] - 0s 41us/step - loss: 0.0497 - acc: 1.0000
Epoch 47/500
186/186 [==============================] - 0s 42us/step - loss: 0.0481 - acc: 1.0000
Epoch 48/500
186/186 [==============================] - 0s 43us/step - loss: 0.0462 - acc: 1.0000
Epoch 49/500
186/186 [==============================] - 0s 42us/step - loss: 0.0444 - acc: 1.0000
Epoch 50/500
186/186 [==============================] - 0s 43us/step - loss: 0.0428 - acc: 1.0000
Epoch 51/500
186/186 [==============================] - 0s 40us/step - loss: 0.0413 - acc: 1.0000
Epoch 52/500
186/186 [==============================] - 0s 41us/step - loss: 0.0399 - acc: 1.0000
Epoch 53/500
186/186 [==============================] - 0s 41us/step - loss: 0.0384 - acc: 1.0000
Epoch 54/500
186/186 [==============================] - 0s 42us/step - loss: 0.0373 - acc: 1.0000
Epoch 55/500
186/186 [==============================] - 0s 43us/step - loss: 0.0356 - acc: 1.0000
Epoch 56/500
186/186 [==============================] - 0s 44us/step - loss: 0.0343 - acc: 1.0000
Epoch 57/500
186/186 [==============================] - 0s 42us/step - loss: 0.0335 - acc: 1.0000
Epoch 58/500
186/186 [==============================] - 0s 43us/step - loss: 0.0321 - acc: 1.0000
Epoch 59/500
186/186 [==============================] - 0s 41us/step - loss: 0.0312 - acc: 1.0000
Epoch 60/500
186/186 [==============================] - 0s 41us/step - loss: 0.0302 - acc: 1.0000
Epoch 61/500
186/186 [==============================] - 0s 39us/step - loss: 0.0293 - acc: 1.0000
Epoch 62/500
186/186 [==============================] - 0s 42us/step - loss: 0.0282 - acc: 1.0000
Epoch 63/500
186/186 [==============================] - 0s 45us/step - loss: 0.0274 - acc: 1.0000
Epoch 64/500
186/186 [==============================] - 0s 43us/step - loss: 0.0266 - acc: 1.0000
Epoch 65/500
186/186 [==============================] - 0s 43us/step - loss: 0.0257 - acc: 1.0000
Epoch 66/500
186/186 [==============================] - 0s 41us/step - loss: 0.0249 - acc: 1.0000
Epoch 67/500
186/186 [==============================] - 0s 42us/step - loss: 0.0242 - acc: 1.0000
Epoch 68/500
186/186 [==============================] - 0s 44us/step - loss: 0.0235 - acc: 1.0000
Epoch 69/500
186/186 [==============================] - 0s 45us/step - loss: 0.0227 - acc: 1.0000
Epoch 70/500
186/186 [==============================] - 0s 46us/step - loss: 0.0220 - acc: 1.0000
Epoch 71/500
186/186 [==============================] - 0s 41us/step - loss: 0.0214 - acc: 1.0000
Epoch 72/500
186/186 [==============================] - 0s 41us/step - loss: 0.0208 - acc: 1.0000
Epoch 73/500
186/186 [==============================] - 0s 38us/step - loss: 0.0202 - acc: 1.0000
Epoch 74/500
186/186 [==============================] - 0s 44us/step - loss: 0.0197 - acc: 1.0000
Epoch 75/500
186/186 [==============================] - 0s 44us/step - loss: 0.0191 - acc: 1.0000
Epoch 76/500
186/186 [==============================] - 0s 40us/step - loss: 0.0186 - acc: 1.0000
Epoch 77/500
186/186 [==============================] - 0s 43us/step - loss: 0.0181 - acc: 1.0000
Epoch 78/500
186/186 [==============================] - 0s 41us/step - loss: 0.0175 - acc: 1.0000
Epoch 79/500
186/186 [==============================] - 0s 42us/step - loss: 0.0171 - acc: 1.0000
Epoch 80/500
186/186 [==============================] - 0s 40us/step - loss: 0.0167 - acc: 1.0000
Epoch 81/500
186/186 [==============================] - 0s 39us/step - loss: 0.0162 - acc: 1.0000
Epoch 82/500
186/186 [==============================] - 0s 39us/step - loss: 0.0158 - acc: 1.0000
Epoch 83/500
186/186 [==============================] - 0s 42us/step - loss: 0.0155 - acc: 1.0000
Epoch 84/500
186/186 [==============================] - 0s 40us/step - loss: 0.0150 - acc: 1.0000
Epoch 85/500
186/186 [==============================] - 0s 40us/step - loss: 0.0147 - acc: 1.0000
Epoch 86/500
186/186 [==============================] - 0s 41us/step - loss: 0.0143 - acc: 1.0000
Epoch 87/500
186/186 [==============================] - 0s 42us/step - loss: 0.0139 - acc: 1.0000
Epoch 88/500
186/186 [==============================] - 0s 57us/step - loss: 0.0136 - acc: 1.0000
Epoch 89/500
186/186 [==============================] - 0s 52us/step - loss: 0.0132 - acc: 1.0000
Epoch 90/500
186/186 [==============================] - 0s 41us/step - loss: 0.0130 - acc: 1.0000
Epoch 91/500
186/186 [==============================] - 0s 39us/step - loss: 0.0128 - acc: 1.0000
Epoch 92/500
186/186 [==============================] - 0s 39us/step - loss: 0.0123 - acc: 1.0000
Epoch 93/500
186/186 [==============================] - 0s 38us/step - loss: 0.0120 - acc: 1.0000
Epoch 94/500
186/186 [==============================] - 0s 39us/step - loss: 0.0118 - acc: 1.0000
Epoch 95/500
186/186 [==============================] - 0s 43us/step - loss: 0.0115 - acc: 1.0000
Epoch 96/500
186/186 [==============================] - 0s 54us/step - loss: 0.0113 - acc: 1.0000
Epoch 97/500
186/186 [==============================] - 0s 53us/step - loss: 0.0110 - acc: 1.0000
Epoch 98/500
186/186 [==============================] - 0s 53us/step - loss: 0.0108 - acc: 1.0000
Epoch 99/500
186/186 [==============================] - 0s 49us/step - loss: 0.0105 - acc: 1.0000
Epoch 100/500
186/186 [==============================] - 0s 39us/step - loss: 0.0103 - acc: 1.0000
Epoch 101/500
186/186 [==============================] - 0s 39us/step - loss: 0.0101 - acc: 1.0000
Epoch 102/500
186/186 [==============================] - 0s 53us/step - loss: 0.0099 - acc: 1.0000
Epoch 103/500
186/186 [==============================] - 0s 54us/step - loss: 0.0097 - acc: 1.0000
Epoch 104/500
186/186 [==============================] - 0s 53us/step - loss: 0.0095 - acc: 1.0000
Epoch 105/500
186/186 [==============================] - 0s 54us/step - loss: 0.0093 - acc: 1.0000
Epoch 106/500
186/186 [==============================] - 0s 40us/step - loss: 0.0091 - acc: 1.0000
Epoch 107/500
186/186 [==============================] - 0s 39us/step - loss: 0.0089 - acc: 1.0000
Epoch 108/500
186/186 [==============================] - 0s 41us/step - loss: 0.0087 - acc: 1.0000
Epoch 109/500
186/186 [==============================] - 0s 39us/step - loss: 0.0086 - acc: 1.0000
Epoch 110/500
186/186 [==============================] - 0s 39us/step - loss: 0.0084 - acc: 1.0000
Epoch 111/500
186/186 [==============================] - 0s 38us/step - loss: 0.0082 - acc: 1.0000
Epoch 112/500
186/186 [==============================] - 0s 38us/step - loss: 0.0080 - acc: 1.0000
Epoch 113/500
186/186 [==============================] - 0s 38us/step - loss: 0.0079 - acc: 1.0000
Epoch 114/500
186/186 [==============================] - 0s 38us/step - loss: 0.0078 - acc: 1.0000
Epoch 115/500
186/186 [==============================] - 0s 38us/step - loss: 0.0076 - acc: 1.0000
Epoch 116/500
186/186 [==============================] - 0s 39us/step - loss: 0.0075 - acc: 1.0000
Epoch 117/500
186/186 [==============================] - 0s 39us/step - loss: 0.0073 - acc: 1.0000
Epoch 118/500
186/186 [==============================] - 0s 40us/step - loss: 0.0072 - acc: 1.0000
Epoch 119/500
186/186 [==============================] - 0s 39us/step - loss: 0.0070 - acc: 1.0000
Epoch 120/500
186/186 [==============================] - 0s 39us/step - loss: 0.0069 - acc: 1.0000
Epoch 121/500
186/186 [==============================] - 0s 39us/step - loss: 0.0068 - acc: 1.0000
Epoch 122/500
186/186 [==============================] - 0s 39us/step - loss: 0.0067 - acc: 1.0000
Epoch 123/500
186/186 [==============================] - 0s 40us/step - loss: 0.0065 - acc: 1.0000
Epoch 124/500
186/186 [==============================] - 0s 40us/step - loss: 0.0064 - acc: 1.0000
Epoch 125/500
186/186 [==============================] - 0s 38us/step - loss: 0.0063 - acc: 1.0000
Epoch 126/500
186/186 [==============================] - 0s 39us/step - loss: 0.0062 - acc: 1.0000
Epoch 127/500
186/186 [==============================] - 0s 38us/step - loss: 0.0061 - acc: 1.0000
Epoch 128/500
186/186 [==============================] - 0s 38us/step - loss: 0.0060 - acc: 1.0000
Epoch 129/500
186/186 [==============================] - 0s 39us/step - loss: 0.0059 - acc: 1.0000
Epoch 130/500
186/186 [==============================] - 0s 39us/step - loss: 0.0058 - acc: 1.0000
Epoch 131/500
186/186 [==============================] - 0s 44us/step - loss: 0.0057 - acc: 1.0000
Epoch 132/500
186/186 [==============================] - 0s 44us/step - loss: 0.0056 - acc: 1.0000
Epoch 133/500
186/186 [==============================] - 0s 43us/step - loss: 0.0055 - acc: 1.0000
Epoch 134/500
186/186 [==============================] - 0s 44us/step - loss: 0.0054 - acc: 1.0000
Epoch 135/500
186/186 [==============================] - 0s 43us/step - loss: 0.0053 - acc: 1.0000
Epoch 136/500
186/186 [==============================] - 0s 38us/step - loss: 0.0052 - acc: 1.0000
Epoch 137/500
186/186 [==============================] - 0s 39us/step - loss: 0.0051 - acc: 1.0000
Epoch 138/500
186/186 [==============================] - 0s 43us/step - loss: 0.0051 - acc: 1.0000
Epoch 139/500
186/186 [==============================] - 0s 40us/step - loss: 0.0050 - acc: 1.0000
Epoch 140/500
186/186 [==============================] - 0s 38us/step - loss: 0.0049 - acc: 1.0000
Epoch 141/500
186/186 [==============================] - 0s 39us/step - loss: 0.0048 - acc: 1.0000
Epoch 142/500
186/186 [==============================] - 0s 39us/step - loss: 0.0047 - acc: 1.0000
Epoch 143/500
186/186 [==============================] - 0s 40us/step - loss: 0.0047 - acc: 1.0000
Epoch 144/500
186/186 [==============================] - 0s 39us/step - loss: 0.0046 - acc: 1.0000
Epoch 145/500
186/186 [==============================] - 0s 38us/step - loss: 0.0045 - acc: 1.0000
Epoch 146/500
186/186 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 147/500
186/186 [==============================] - 0s 38us/step - loss: 0.0044 - acc: 1.0000
Epoch 148/500
186/186 [==============================] - 0s 38us/step - loss: 0.0043 - acc: 1.0000
Epoch 149/500
186/186 [==============================] - 0s 38us/step - loss: 0.0043 - acc: 1.0000
Epoch 150/500
186/186 [==============================] - 0s 38us/step - loss: 0.0042 - acc: 1.0000
Epoch 151/500
186/186 [==============================] - 0s 39us/step - loss: 0.0041 - acc: 1.0000
Epoch 152/500
186/186 [==============================] - 0s 38us/step - loss: 0.0041 - acc: 1.0000
Epoch 153/500
186/186 [==============================] - 0s 41us/step - loss: 0.0040 - acc: 1.0000
Epoch 154/500
186/186 [==============================] - 0s 42us/step - loss: 0.0039 - acc: 1.0000
Epoch 155/500
186/186 [==============================] - 0s 40us/step - loss: 0.0039 - acc: 1.0000
Epoch 156/500
186/186 [==============================] - 0s 40us/step - loss: 0.0038 - acc: 1.0000
Epoch 157/500
186/186 [==============================] - 0s 37us/step - loss: 0.0038 - acc: 1.0000
Epoch 158/500
186/186 [==============================] - 0s 40us/step - loss: 0.0037 - acc: 1.0000
Epoch 159/500
186/186 [==============================] - 0s 37us/step - loss: 0.0037 - acc: 1.0000
Epoch 160/500
186/186 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 161/500
186/186 [==============================] - 0s 38us/step - loss: 0.0036 - acc: 1.0000
Epoch 162/500
186/186 [==============================] - 0s 39us/step - loss: 0.0035 - acc: 1.0000
Epoch 163/500
186/186 [==============================] - 0s 37us/step - loss: 0.0035 - acc: 1.0000
Epoch 164/500
186/186 [==============================] - 0s 38us/step - loss: 0.0034 - acc: 1.0000
Epoch 165/500
186/186 [==============================] - 0s 37us/step - loss: 0.0034 - acc: 1.0000
Epoch 166/500
186/186 [==============================] - 0s 39us/step - loss: 0.0033 - acc: 1.0000
Epoch 167/500
186/186 [==============================] - 0s 38us/step - loss: 0.0033 - acc: 1.0000
Epoch 168/500
186/186 [==============================] - 0s 37us/step - loss: 0.0032 - acc: 1.0000
Epoch 169/500
186/186 [==============================] - 0s 38us/step - loss: 0.0032 - acc: 1.0000
Epoch 170/500
186/186 [==============================] - 0s 38us/step - loss: 0.0031 - acc: 1.0000
Epoch 171/500
186/186 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 172/500
186/186 [==============================] - 0s 38us/step - loss: 0.0031 - acc: 1.0000
Epoch 173/500
186/186 [==============================] - 0s 38us/step - loss: 0.0030 - acc: 1.0000
Epoch 174/500
186/186 [==============================] - 0s 38us/step - loss: 0.0030 - acc: 1.0000
Epoch 175/500
186/186 [==============================] - 0s 38us/step - loss: 0.0029 - acc: 1.0000
Epoch 176/500
186/186 [==============================] - 0s 37us/step - loss: 0.0029 - acc: 1.0000
Epoch 177/500
186/186 [==============================] - 0s 38us/step - loss: 0.0029 - acc: 1.0000
Epoch 178/500
186/186 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 179/500
186/186 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 180/500
186/186 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 181/500
186/186 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 182/500
186/186 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 183/500
186/186 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 184/500
186/186 [==============================] - 0s 39us/step - loss: 0.0026 - acc: 1.0000
Epoch 185/500
186/186 [==============================] - 0s 38us/step - loss: 0.0026 - acc: 1.0000
Epoch 186/500
186/186 [==============================] - 0s 38us/step - loss: 0.0026 - acc: 1.0000
Epoch 187/500
186/186 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 188/500
186/186 [==============================] - 0s 39us/step - loss: 0.0025 - acc: 1.0000
Epoch 189/500
186/186 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 190/500
186/186 [==============================] - 0s 39us/step - loss: 0.0024 - acc: 1.0000
Epoch 191/500
186/186 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 192/500
186/186 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 193/500
186/186 [==============================] - 0s 39us/step - loss: 0.0023 - acc: 1.0000
Epoch 194/500
186/186 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 195/500
186/186 [==============================] - 0s 39us/step - loss: 0.0023 - acc: 1.0000
Epoch 196/500
186/186 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 197/500
186/186 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 198/500
186/186 [==============================] - 0s 39us/step - loss: 0.0022 - acc: 1.0000
Epoch 199/500
186/186 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 200/500
186/186 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 201/500
186/186 [==============================] - 0s 37us/step - loss: 0.0021 - acc: 1.0000
Epoch 202/500
186/186 [==============================] - 0s 38us/step - loss: 0.0021 - acc: 1.0000
Epoch 203/500
186/186 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 204/500
186/186 [==============================] - 0s 38us/step - loss: 0.0021 - acc: 1.0000
Epoch 205/500
186/186 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 206/500
186/186 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 207/500
186/186 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 208/500
186/186 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 209/500
186/186 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 210/500
186/186 [==============================] - 0s 37us/step - loss: 0.0019 - acc: 1.0000
Epoch 211/500
186/186 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 212/500
186/186 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 213/500
186/186 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 214/500
186/186 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 215/500
186/186 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 216/500
186/186 [==============================] - 0s 37us/step - loss: 0.0018 - acc: 1.0000
Epoch 217/500
186/186 [==============================] - 0s 44us/step - loss: 0.0018 - acc: 1.0000
Epoch 218/500
186/186 [==============================] - 0s 41us/step - loss: 0.0018 - acc: 1.0000
Epoch 219/500
186/186 [==============================] - 0s 41us/step - loss: 0.0017 - acc: 1.0000
Epoch 220/500
186/186 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 221/500
186/186 [==============================] - 0s 37us/step - loss: 0.0017 - acc: 1.0000
Epoch 222/500
186/186 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 223/500
186/186 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 224/500
186/186 [==============================] - 0s 40us/step - loss: 0.0017 - acc: 1.0000
Epoch 225/500
186/186 [==============================] - 0s 37us/step - loss: 0.0016 - acc: 1.0000
Epoch 226/500
186/186 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 227/500
186/186 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 228/500
186/186 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 229/500
186/186 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 230/500
186/186 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 231/500
186/186 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 232/500
186/186 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 233/500
186/186 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 234/500
186/186 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 235/500
186/186 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 236/500
186/186 [==============================] - 0s 37us/step - loss: 0.0015 - acc: 1.0000
Epoch 237/500
186/186 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 238/500
186/186 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 239/500
186/186 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 240/500
186/186 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 241/500
186/186 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 242/500
186/186 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 243/500
186/186 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 244/500
186/186 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 245/500
186/186 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 246/500
186/186 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 247/500
186/186 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 248/500
186/186 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 249/500
186/186 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 250/500
186/186 [==============================] - 0s 39us/step - loss: 0.0013 - acc: 1.0000
Epoch 251/500
186/186 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 252/500
186/186 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 253/500
186/186 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 254/500
186/186 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 255/500
186/186 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 256/500
186/186 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 257/500
186/186 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 258/500
186/186 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 259/500
186/186 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 260/500
186/186 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 261/500
186/186 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 262/500
186/186 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 263/500
186/186 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 264/500
186/186 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 265/500
186/186 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 266/500
186/186 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 267/500
186/186 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 268/500
186/186 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 269/500
186/186 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 270/500
186/186 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 271/500
186/186 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 272/500
186/186 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 273/500
186/186 [==============================] - 0s 37us/step - loss: 0.0010 - acc: 1.0000
Epoch 274/500
186/186 [==============================] - 0s 37us/step - loss: 0.0010 - acc: 1.0000
Epoch 275/500
186/186 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 276/500
186/186 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 277/500
186/186 [==============================] - 0s 39us/step - loss: 9.9384e-04 - acc: 1.0000
Epoch 278/500
186/186 [==============================] - 0s 38us/step - loss: 9.8586e-04 - acc: 1.0000
Epoch 279/500
186/186 [==============================] - 0s 52us/step - loss: 9.7639e-04 - acc: 1.0000
Epoch 280/500
186/186 [==============================] - 0s 53us/step - loss: 9.6740e-04 - acc: 1.0000
Epoch 281/500
186/186 [==============================] - 0s 52us/step - loss: 9.5863e-04 - acc: 1.0000
Epoch 282/500
186/186 [==============================] - 0s 54us/step - loss: 9.5038e-04 - acc: 1.0000
Epoch 283/500
186/186 [==============================] - 0s 50us/step - loss: 9.4369e-04 - acc: 1.0000
Epoch 284/500
186/186 [==============================] - 0s 50us/step - loss: 9.3510e-04 - acc: 1.0000
Epoch 285/500
186/186 [==============================] - 0s 54us/step - loss: 9.2650e-04 - acc: 1.0000
Epoch 286/500
186/186 [==============================] - 0s 58us/step - loss: 9.1786e-04 - acc: 1.0000
Epoch 287/500
186/186 [==============================] - 0s 58us/step - loss: 9.1075e-04 - acc: 1.0000
Epoch 288/500
186/186 [==============================] - 0s 49us/step - loss: 9.0196e-04 - acc: 1.0000
Epoch 289/500
186/186 [==============================] - 0s 41us/step - loss: 8.9482e-04 - acc: 1.0000
Epoch 290/500
186/186 [==============================] - 0s 43us/step - loss: 8.8722e-04 - acc: 1.0000
Epoch 291/500
186/186 [==============================] - 0s 42us/step - loss: 8.7974e-04 - acc: 1.0000
Epoch 292/500
186/186 [==============================] - 0s 55us/step - loss: 8.7253e-04 - acc: 1.0000
Epoch 293/500
186/186 [==============================] - 0s 57us/step - loss: 8.6487e-04 - acc: 1.0000
Epoch 294/500
186/186 [==============================] - 0s 57us/step - loss: 8.5760e-04 - acc: 1.0000
Epoch 295/500
186/186 [==============================] - 0s 55us/step - loss: 8.5031e-04 - acc: 1.0000
Epoch 296/500
186/186 [==============================] - 0s 43us/step - loss: 8.4249e-04 - acc: 1.0000
Epoch 297/500
186/186 [==============================] - 0s 56us/step - loss: 8.3805e-04 - acc: 1.0000
Epoch 298/500
186/186 [==============================] - 0s 57us/step - loss: 8.2863e-04 - acc: 1.0000
Epoch 299/500
186/186 [==============================] - 0s 53us/step - loss: 8.2151e-04 - acc: 1.0000
Epoch 300/500
186/186 [==============================] - 0s 48us/step - loss: 8.1527e-04 - acc: 1.0000
Epoch 301/500
186/186 [==============================] - 0s 41us/step - loss: 8.0828e-04 - acc: 1.0000
Epoch 302/500
186/186 [==============================] - 0s 41us/step - loss: 8.0256e-04 - acc: 1.0000
Epoch 303/500
186/186 [==============================] - 0s 42us/step - loss: 7.9487e-04 - acc: 1.0000
Epoch 304/500
186/186 [==============================] - 0s 42us/step - loss: 7.8866e-04 - acc: 1.0000
Epoch 305/500
186/186 [==============================] - 0s 39us/step - loss: 7.8213e-04 - acc: 1.0000
Epoch 306/500
186/186 [==============================] - 0s 40us/step - loss: 7.7578e-04 - acc: 1.0000
Epoch 307/500
186/186 [==============================] - 0s 38us/step - loss: 7.6851e-04 - acc: 1.0000
Epoch 308/500
186/186 [==============================] - 0s 39us/step - loss: 7.6220e-04 - acc: 1.0000
Epoch 309/500
186/186 [==============================] - 0s 38us/step - loss: 7.5604e-04 - acc: 1.0000
Epoch 310/500
186/186 [==============================] - 0s 39us/step - loss: 7.5025e-04 - acc: 1.0000
Epoch 311/500
186/186 [==============================] - 0s 39us/step - loss: 7.4381e-04 - acc: 1.0000
Epoch 312/500
186/186 [==============================] - 0s 40us/step - loss: 7.3986e-04 - acc: 1.0000
Epoch 313/500
186/186 [==============================] - 0s 41us/step - loss: 7.3226e-04 - acc: 1.0000
Epoch 314/500
186/186 [==============================] - 0s 41us/step - loss: 7.2663e-04 - acc: 1.0000
Epoch 315/500
186/186 [==============================] - 0s 39us/step - loss: 7.2016e-04 - acc: 1.0000
Epoch 316/500
186/186 [==============================] - 0s 38us/step - loss: 7.1432e-04 - acc: 1.0000
Epoch 317/500
186/186 [==============================] - 0s 40us/step - loss: 7.0869e-04 - acc: 1.0000
Epoch 318/500
186/186 [==============================] - 0s 39us/step - loss: 7.0259e-04 - acc: 1.0000
Epoch 319/500
186/186 [==============================] - 0s 38us/step - loss: 6.9707e-04 - acc: 1.0000
Epoch 320/500
186/186 [==============================] - 0s 39us/step - loss: 6.9236e-04 - acc: 1.0000
Epoch 321/500
186/186 [==============================] - 0s 39us/step - loss: 6.8556e-04 - acc: 1.0000
Epoch 322/500
186/186 [==============================] - 0s 39us/step - loss: 6.8100e-04 - acc: 1.0000
Epoch 323/500
186/186 [==============================] - 0s 39us/step - loss: 6.7520e-04 - acc: 1.0000
Epoch 324/500
186/186 [==============================] - 0s 40us/step - loss: 6.7035e-04 - acc: 1.0000
Epoch 325/500
186/186 [==============================] - 0s 40us/step - loss: 6.6490e-04 - acc: 1.0000
Epoch 326/500
186/186 [==============================] - 0s 38us/step - loss: 6.5982e-04 - acc: 1.0000
Epoch 327/500
186/186 [==============================] - 0s 39us/step - loss: 6.5621e-04 - acc: 1.0000
Epoch 328/500
186/186 [==============================] - 0s 39us/step - loss: 6.5046e-04 - acc: 1.0000
Epoch 329/500
186/186 [==============================] - 0s 38us/step - loss: 6.4470e-04 - acc: 1.0000
Epoch 330/500
186/186 [==============================] - 0s 38us/step - loss: 6.4117e-04 - acc: 1.0000
Epoch 331/500
186/186 [==============================] - 0s 38us/step - loss: 6.3430e-04 - acc: 1.0000
Epoch 332/500
186/186 [==============================] - 0s 40us/step - loss: 6.2953e-04 - acc: 1.0000
Epoch 333/500
186/186 [==============================] - 0s 42us/step - loss: 6.2438e-04 - acc: 1.0000
Epoch 334/500
186/186 [==============================] - 0s 40us/step - loss: 6.1997e-04 - acc: 1.0000
Epoch 335/500
186/186 [==============================] - 0s 40us/step - loss: 6.1559e-04 - acc: 1.0000
Epoch 336/500
186/186 [==============================] - 0s 38us/step - loss: 6.1011e-04 - acc: 1.0000
Epoch 337/500
186/186 [==============================] - 0s 39us/step - loss: 6.0550e-04 - acc: 1.0000
Epoch 338/500
186/186 [==============================] - 0s 40us/step - loss: 6.0071e-04 - acc: 1.0000
Epoch 339/500
186/186 [==============================] - 0s 38us/step - loss: 5.9699e-04 - acc: 1.0000
Epoch 340/500
186/186 [==============================] - 0s 39us/step - loss: 5.9160e-04 - acc: 1.0000
Epoch 341/500
186/186 [==============================] - 0s 39us/step - loss: 5.8716e-04 - acc: 1.0000
Epoch 342/500
186/186 [==============================] - 0s 38us/step - loss: 5.8232e-04 - acc: 1.0000
Epoch 343/500
186/186 [==============================] - 0s 39us/step - loss: 5.7813e-04 - acc: 1.0000
Epoch 344/500
186/186 [==============================] - 0s 38us/step - loss: 5.7457e-04 - acc: 1.0000
Epoch 345/500
186/186 [==============================] - 0s 38us/step - loss: 5.7004e-04 - acc: 1.0000
Epoch 346/500
186/186 [==============================] - 0s 38us/step - loss: 5.6580e-04 - acc: 1.0000
Epoch 347/500
186/186 [==============================] - 0s 39us/step - loss: 5.6146e-04 - acc: 1.0000
Epoch 348/500
186/186 [==============================] - 0s 38us/step - loss: 5.5708e-04 - acc: 1.0000
Epoch 349/500
186/186 [==============================] - 0s 39us/step - loss: 5.5328e-04 - acc: 1.0000
Epoch 350/500
186/186 [==============================] - 0s 39us/step - loss: 5.4934e-04 - acc: 1.0000
Epoch 351/500
186/186 [==============================] - 0s 38us/step - loss: 5.4461e-04 - acc: 1.0000
Epoch 352/500
186/186 [==============================] - 0s 38us/step - loss: 5.4085e-04 - acc: 1.0000
Epoch 353/500
186/186 [==============================] - 0s 38us/step - loss: 5.3721e-04 - acc: 1.0000
Epoch 354/500
186/186 [==============================] - 0s 38us/step - loss: 5.3282e-04 - acc: 1.0000
Epoch 355/500
186/186 [==============================] - 0s 38us/step - loss: 5.2896e-04 - acc: 1.0000
Epoch 356/500
186/186 [==============================] - 0s 38us/step - loss: 5.2485e-04 - acc: 1.0000
Epoch 357/500
186/186 [==============================] - 0s 38us/step - loss: 5.2142e-04 - acc: 1.0000
Epoch 358/500
186/186 [==============================] - 0s 38us/step - loss: 5.1652e-04 - acc: 1.0000
Epoch 359/500
186/186 [==============================] - 0s 38us/step - loss: 5.1331e-04 - acc: 1.0000
Epoch 360/500
186/186 [==============================] - 0s 38us/step - loss: 5.1003e-04 - acc: 1.0000
Epoch 361/500
186/186 [==============================] - 0s 37us/step - loss: 5.0554e-04 - acc: 1.0000
Epoch 362/500
186/186 [==============================] - 0s 39us/step - loss: 5.0214e-04 - acc: 1.0000
Epoch 363/500
186/186 [==============================] - 0s 39us/step - loss: 4.9819e-04 - acc: 1.0000
Epoch 364/500
186/186 [==============================] - 0s 39us/step - loss: 4.9458e-04 - acc: 1.0000
Epoch 365/500
186/186 [==============================] - 0s 38us/step - loss: 4.9162e-04 - acc: 1.0000
Epoch 366/500
186/186 [==============================] - 0s 40us/step - loss: 4.8692e-04 - acc: 1.0000
Epoch 367/500
186/186 [==============================] - 0s 39us/step - loss: 4.8421e-04 - acc: 1.0000
Epoch 368/500
186/186 [==============================] - 0s 39us/step - loss: 4.8045e-04 - acc: 1.0000
Epoch 369/500
186/186 [==============================] - 0s 38us/step - loss: 4.7703e-04 - acc: 1.0000
Epoch 370/500
186/186 [==============================] - 0s 40us/step - loss: 4.7333e-04 - acc: 1.0000
Epoch 371/500
186/186 [==============================] - 0s 38us/step - loss: 4.7057e-04 - acc: 1.0000
Epoch 372/500
186/186 [==============================] - 0s 38us/step - loss: 4.6674e-04 - acc: 1.0000
Epoch 373/500
186/186 [==============================] - 0s 38us/step - loss: 4.6356e-04 - acc: 1.0000
Epoch 374/500
186/186 [==============================] - 0s 39us/step - loss: 4.6019e-04 - acc: 1.0000
Epoch 375/500
186/186 [==============================] - 0s 38us/step - loss: 4.5689e-04 - acc: 1.0000
Epoch 376/500
186/186 [==============================] - 0s 40us/step - loss: 4.5365e-04 - acc: 1.0000
Epoch 377/500
186/186 [==============================] - 0s 39us/step - loss: 4.5069e-04 - acc: 1.0000
Epoch 378/500
186/186 [==============================] - 0s 38us/step - loss: 4.4719e-04 - acc: 1.0000
Epoch 379/500
186/186 [==============================] - 0s 39us/step - loss: 4.4398e-04 - acc: 1.0000
Epoch 380/500
186/186 [==============================] - 0s 39us/step - loss: 4.4127e-04 - acc: 1.0000
Epoch 381/500
186/186 [==============================] - 0s 40us/step - loss: 4.3819e-04 - acc: 1.0000
Epoch 382/500
186/186 [==============================] - 0s 39us/step - loss: 4.3485e-04 - acc: 1.0000
Epoch 383/500
186/186 [==============================] - 0s 39us/step - loss: 4.3252e-04 - acc: 1.0000
Epoch 384/500
186/186 [==============================] - 0s 39us/step - loss: 4.2883e-04 - acc: 1.0000
Epoch 385/500
186/186 [==============================] - 0s 39us/step - loss: 4.2541e-04 - acc: 1.0000
Epoch 386/500
186/186 [==============================] - 0s 40us/step - loss: 4.2250e-04 - acc: 1.0000
Epoch 387/500
186/186 [==============================] - 0s 38us/step - loss: 4.1992e-04 - acc: 1.0000
Epoch 388/500
186/186 [==============================] - 0s 38us/step - loss: 4.1768e-04 - acc: 1.0000
Epoch 389/500
186/186 [==============================] - 0s 39us/step - loss: 4.1353e-04 - acc: 1.0000
Epoch 390/500
186/186 [==============================] - 0s 52us/step - loss: 4.1179e-04 - acc: 1.0000
Epoch 391/500
186/186 [==============================] - 0s 43us/step - loss: 4.0830e-04 - acc: 1.0000
Epoch 392/500
186/186 [==============================] - 0s 41us/step - loss: 4.0563e-04 - acc: 1.0000
Epoch 393/500
186/186 [==============================] - 0s 39us/step - loss: 4.0261e-04 - acc: 1.0000
Epoch 394/500
186/186 [==============================] - 0s 40us/step - loss: 3.9980e-04 - acc: 1.0000
Epoch 395/500
186/186 [==============================] - 0s 38us/step - loss: 3.9796e-04 - acc: 1.0000
Epoch 396/500
186/186 [==============================] - 0s 38us/step - loss: 3.9448e-04 - acc: 1.0000
Epoch 397/500
186/186 [==============================] - 0s 38us/step - loss: 3.9167e-04 - acc: 1.0000
Epoch 398/500
186/186 [==============================] - 0s 39us/step - loss: 3.8921e-04 - acc: 1.0000
Epoch 399/500
186/186 [==============================] - 0s 38us/step - loss: 3.8646e-04 - acc: 1.0000
Epoch 400/500
186/186 [==============================] - 0s 38us/step - loss: 3.8409e-04 - acc: 1.0000
Epoch 401/500
186/186 [==============================] - 0s 39us/step - loss: 3.8167e-04 - acc: 1.0000
Epoch 402/500
186/186 [==============================] - 0s 39us/step - loss: 3.7924e-04 - acc: 1.0000
Epoch 403/500
186/186 [==============================] - 0s 38us/step - loss: 3.7622e-04 - acc: 1.0000
Epoch 404/500
186/186 [==============================] - 0s 39us/step - loss: 3.7375e-04 - acc: 1.0000
Epoch 405/500
186/186 [==============================] - 0s 39us/step - loss: 3.7181e-04 - acc: 1.0000
Epoch 406/500
186/186 [==============================] - 0s 38us/step - loss: 3.6895e-04 - acc: 1.0000
Epoch 407/500
186/186 [==============================] - 0s 38us/step - loss: 3.6685e-04 - acc: 1.0000
Epoch 408/500
186/186 [==============================] - 0s 38us/step - loss: 3.6428e-04 - acc: 1.0000
Epoch 409/500
186/186 [==============================] - 0s 38us/step - loss: 3.6173e-04 - acc: 1.0000
Epoch 410/500
186/186 [==============================] - 0s 39us/step - loss: 3.5940e-04 - acc: 1.0000
Epoch 411/500
186/186 [==============================] - 0s 38us/step - loss: 3.5745e-04 - acc: 1.0000
Epoch 412/500
186/186 [==============================] - 0s 39us/step - loss: 3.5510e-04 - acc: 1.0000
Epoch 413/500
186/186 [==============================] - 0s 39us/step - loss: 3.5211e-04 - acc: 1.0000
Epoch 414/500
186/186 [==============================] - 0s 38us/step - loss: 3.5009e-04 - acc: 1.0000
Epoch 415/500
186/186 [==============================] - 0s 39us/step - loss: 3.4801e-04 - acc: 1.0000
Epoch 416/500
186/186 [==============================] - 0s 38us/step - loss: 3.4539e-04 - acc: 1.0000
Epoch 417/500
186/186 [==============================] - 0s 39us/step - loss: 3.4289e-04 - acc: 1.0000
Epoch 418/500
186/186 [==============================] - 0s 39us/step - loss: 3.4098e-04 - acc: 1.0000
Epoch 419/500
186/186 [==============================] - 0s 39us/step - loss: 3.3873e-04 - acc: 1.0000
Epoch 420/500
186/186 [==============================] - 0s 38us/step - loss: 3.3626e-04 - acc: 1.0000
Epoch 421/500
186/186 [==============================] - 0s 39us/step - loss: 3.3433e-04 - acc: 1.0000
Epoch 422/500
186/186 [==============================] - 0s 39us/step - loss: 3.3226e-04 - acc: 1.0000
Epoch 423/500
186/186 [==============================] - 0s 39us/step - loss: 3.3003e-04 - acc: 1.0000
Epoch 424/500
186/186 [==============================] - 0s 39us/step - loss: 3.2801e-04 - acc: 1.0000
Epoch 425/500
186/186 [==============================] - 0s 39us/step - loss: 3.2595e-04 - acc: 1.0000
Epoch 426/500
186/186 [==============================] - 0s 39us/step - loss: 3.2373e-04 - acc: 1.0000
Epoch 427/500
186/186 [==============================] - 0s 39us/step - loss: 3.2147e-04 - acc: 1.0000
Epoch 428/500
186/186 [==============================] - 0s 39us/step - loss: 3.1993e-04 - acc: 1.0000
Epoch 429/500
186/186 [==============================] - 0s 39us/step - loss: 3.1821e-04 - acc: 1.0000
Epoch 430/500
186/186 [==============================] - 0s 38us/step - loss: 3.1560e-04 - acc: 1.0000
Epoch 431/500
186/186 [==============================] - 0s 38us/step - loss: 3.1374e-04 - acc: 1.0000
Epoch 432/500
186/186 [==============================] - 0s 38us/step - loss: 3.1158e-04 - acc: 1.0000
Epoch 433/500
186/186 [==============================] - 0s 39us/step - loss: 3.0979e-04 - acc: 1.0000
Epoch 434/500
186/186 [==============================] - 0s 38us/step - loss: 3.0771e-04 - acc: 1.0000
Epoch 435/500
186/186 [==============================] - 0s 39us/step - loss: 3.0583e-04 - acc: 1.0000
Epoch 436/500
186/186 [==============================] - 0s 39us/step - loss: 3.0362e-04 - acc: 1.0000
Epoch 437/500
186/186 [==============================] - 0s 40us/step - loss: 3.0188e-04 - acc: 1.0000
Epoch 438/500
186/186 [==============================] - 0s 37us/step - loss: 2.9972e-04 - acc: 1.0000
Epoch 439/500
186/186 [==============================] - 0s 39us/step - loss: 2.9796e-04 - acc: 1.0000
Epoch 440/500
186/186 [==============================] - 0s 38us/step - loss: 2.9590e-04 - acc: 1.0000
Epoch 441/500
186/186 [==============================] - 0s 39us/step - loss: 2.9394e-04 - acc: 1.0000
Epoch 442/500
186/186 [==============================] - 0s 37us/step - loss: 2.9208e-04 - acc: 1.0000
Epoch 443/500
186/186 [==============================] - 0s 38us/step - loss: 2.9018e-04 - acc: 1.0000
Epoch 444/500
186/186 [==============================] - 0s 39us/step - loss: 2.8861e-04 - acc: 1.0000
Epoch 445/500
186/186 [==============================] - 0s 39us/step - loss: 2.8655e-04 - acc: 1.0000
Epoch 446/500
186/186 [==============================] - 0s 39us/step - loss: 2.8457e-04 - acc: 1.0000
Epoch 447/500
186/186 [==============================] - 0s 39us/step - loss: 2.8307e-04 - acc: 1.0000
Epoch 448/500
186/186 [==============================] - 0s 39us/step - loss: 2.8137e-04 - acc: 1.0000
Epoch 449/500
186/186 [==============================] - 0s 39us/step - loss: 2.7964e-04 - acc: 1.0000
Epoch 450/500
186/186 [==============================] - 0s 39us/step - loss: 2.7772e-04 - acc: 1.0000
Epoch 451/500
186/186 [==============================] - 0s 39us/step - loss: 2.7591e-04 - acc: 1.0000
Epoch 452/500
186/186 [==============================] - 0s 39us/step - loss: 2.7421e-04 - acc: 1.0000
Epoch 453/500
186/186 [==============================] - 0s 39us/step - loss: 2.7257e-04 - acc: 1.0000
Epoch 454/500
186/186 [==============================] - 0s 39us/step - loss: 2.7085e-04 - acc: 1.0000
Epoch 455/500
186/186 [==============================] - 0s 39us/step - loss: 2.6931e-04 - acc: 1.0000
Epoch 456/500
186/186 [==============================] - 0s 38us/step - loss: 2.6807e-04 - acc: 1.0000
Epoch 457/500
186/186 [==============================] - 0s 39us/step - loss: 2.6588e-04 - acc: 1.0000
Epoch 458/500
186/186 [==============================] - 0s 39us/step - loss: 2.6407e-04 - acc: 1.0000
Epoch 459/500
186/186 [==============================] - 0s 38us/step - loss: 2.6270e-04 - acc: 1.0000
Epoch 460/500
186/186 [==============================] - 0s 39us/step - loss: 2.6067e-04 - acc: 1.0000
Epoch 461/500
186/186 [==============================] - 0s 39us/step - loss: 2.5966e-04 - acc: 1.0000
Epoch 462/500
186/186 [==============================] - 0s 41us/step - loss: 2.5770e-04 - acc: 1.0000
Epoch 463/500
186/186 [==============================] - 0s 42us/step - loss: 2.5579e-04 - acc: 1.0000
Epoch 464/500
186/186 [==============================] - 0s 37us/step - loss: 2.5425e-04 - acc: 1.0000
Epoch 465/500
186/186 [==============================] - 0s 39us/step - loss: 2.5265e-04 - acc: 1.0000
Epoch 466/500
186/186 [==============================] - 0s 38us/step - loss: 2.5132e-04 - acc: 1.0000
Epoch 467/500
186/186 [==============================] - 0s 39us/step - loss: 2.4981e-04 - acc: 1.0000
Epoch 468/500
186/186 [==============================] - 0s 47us/step - loss: 2.4831e-04 - acc: 1.0000
Epoch 469/500
186/186 [==============================] - 0s 39us/step - loss: 2.4651e-04 - acc: 1.0000
Epoch 470/500
186/186 [==============================] - 0s 39us/step - loss: 2.4513e-04 - acc: 1.0000
Epoch 471/500
186/186 [==============================] - 0s 47us/step - loss: 2.4350e-04 - acc: 1.0000
Epoch 472/500
186/186 [==============================] - 0s 48us/step - loss: 2.4191e-04 - acc: 1.0000
Epoch 473/500
186/186 [==============================] - 0s 44us/step - loss: 2.4040e-04 - acc: 1.0000
Epoch 474/500
186/186 [==============================] - 0s 49us/step - loss: 2.3893e-04 - acc: 1.0000
Epoch 475/500
186/186 [==============================] - 0s 42us/step - loss: 2.3752e-04 - acc: 1.0000
Epoch 476/500
186/186 [==============================] - 0s 42us/step - loss: 2.3609e-04 - acc: 1.0000
Epoch 477/500
186/186 [==============================] - 0s 42us/step - loss: 2.3485e-04 - acc: 1.0000
Epoch 478/500
186/186 [==============================] - 0s 42us/step - loss: 2.3327e-04 - acc: 1.0000
Epoch 479/500
186/186 [==============================] - 0s 40us/step - loss: 2.3185e-04 - acc: 1.0000
Epoch 480/500
186/186 [==============================] - 0s 42us/step - loss: 2.3034e-04 - acc: 1.0000
Epoch 481/500
186/186 [==============================] - 0s 42us/step - loss: 2.2902e-04 - acc: 1.0000
Epoch 482/500
186/186 [==============================] - 0s 43us/step - loss: 2.2759e-04 - acc: 1.0000
Epoch 483/500
186/186 [==============================] - 0s 43us/step - loss: 2.2633e-04 - acc: 1.0000
Epoch 484/500
186/186 [==============================] - 0s 43us/step - loss: 2.2480e-04 - acc: 1.0000
Epoch 485/500
186/186 [==============================] - 0s 42us/step - loss: 2.2365e-04 - acc: 1.0000
Epoch 486/500
186/186 [==============================] - 0s 43us/step - loss: 2.2210e-04 - acc: 1.0000
Epoch 487/500
186/186 [==============================] - 0s 39us/step - loss: 2.2087e-04 - acc: 1.0000
Epoch 488/500
186/186 [==============================] - 0s 38us/step - loss: 2.1942e-04 - acc: 1.0000
Epoch 489/500
186/186 [==============================] - 0s 37us/step - loss: 2.1830e-04 - acc: 1.0000
Epoch 490/500
186/186 [==============================] - 0s 37us/step - loss: 2.1694e-04 - acc: 1.0000
Epoch 491/500
186/186 [==============================] - 0s 38us/step - loss: 2.1542e-04 - acc: 1.0000
Epoch 492/500
186/186 [==============================] - 0s 38us/step - loss: 2.1427e-04 - acc: 1.0000
Epoch 493/500
186/186 [==============================] - 0s 38us/step - loss: 2.1310e-04 - acc: 1.0000
Epoch 494/500
186/186 [==============================] - 0s 37us/step - loss: 2.1164e-04 - acc: 1.0000
Epoch 495/500
186/186 [==============================] - 0s 37us/step - loss: 2.1044e-04 - acc: 1.0000
Epoch 496/500
186/186 [==============================] - 0s 38us/step - loss: 2.0908e-04 - acc: 1.0000
Epoch 497/500
186/186 [==============================] - 0s 37us/step - loss: 2.0775e-04 - acc: 1.0000
Epoch 498/500
186/186 [==============================] - 0s 37us/step - loss: 2.0667e-04 - acc: 1.0000
Epoch 499/500
186/186 [==============================] - 0s 38us/step - loss: 2.0540e-04 - acc: 1.0000
Epoch 500/500
186/186 [==============================] - 0s 38us/step - loss: 2.0414e-04 - acc: 1.0000
22/22 [==============================] - 0s 7ms/step
Epoch 1/500
187/187 [==============================] - 0s 3ms/step - loss: 0.8088 - acc: 0.4866
Epoch 2/500
187/187 [==============================] - 0s 124us/step - loss: 0.6382 - acc: 0.6310
Epoch 3/500
187/187 [==============================] - 0s 105us/step - loss: 0.5415 - acc: 0.7326
Epoch 4/500
187/187 [==============================] - 0s 85us/step - loss: 0.4862 - acc: 0.7914
Epoch 5/500
187/187 [==============================] - 0s 66us/step - loss: 0.4416 - acc: 0.8235
Epoch 6/500
187/187 [==============================] - 0s 51us/step - loss: 0.4055 - acc: 0.8235
Epoch 7/500
187/187 [==============================] - 0s 49us/step - loss: 0.3758 - acc: 0.8610
Epoch 8/500
187/187 [==============================] - 0s 47us/step - loss: 0.3500 - acc: 0.8824
Epoch 9/500
187/187 [==============================] - 0s 48us/step - loss: 0.3274 - acc: 0.9037
Epoch 10/500
187/187 [==============================] - 0s 46us/step - loss: 0.3085 - acc: 0.9144
Epoch 11/500
187/187 [==============================] - 0s 47us/step - loss: 0.2890 - acc: 0.9198
Epoch 12/500
187/187 [==============================] - 0s 47us/step - loss: 0.2728 - acc: 0.9251
Epoch 13/500
187/187 [==============================] - 0s 45us/step - loss: 0.2566 - acc: 0.9305
Epoch 14/500
187/187 [==============================] - 0s 42us/step - loss: 0.2428 - acc: 0.9358
Epoch 15/500
187/187 [==============================] - 0s 41us/step - loss: 0.2303 - acc: 0.9519
Epoch 16/500
187/187 [==============================] - 0s 41us/step - loss: 0.2181 - acc: 0.9519
Epoch 17/500
187/187 [==============================] - 0s 44us/step - loss: 0.2075 - acc: 0.9519
Epoch 18/500
187/187 [==============================] - 0s 49us/step - loss: 0.1966 - acc: 0.9572
Epoch 19/500
187/187 [==============================] - 0s 47us/step - loss: 0.1862 - acc: 0.9572
Epoch 20/500
187/187 [==============================] - 0s 46us/step - loss: 0.1767 - acc: 0.9679
Epoch 21/500
187/187 [==============================] - 0s 43us/step - loss: 0.1682 - acc: 0.9733
Epoch 22/500
187/187 [==============================] - 0s 45us/step - loss: 0.1602 - acc: 0.9733
Epoch 23/500
187/187 [==============================] - 0s 43us/step - loss: 0.1533 - acc: 0.9840
Epoch 24/500
187/187 [==============================] - 0s 47us/step - loss: 0.1448 - acc: 0.9947
Epoch 25/500
187/187 [==============================] - 0s 42us/step - loss: 0.1379 - acc: 0.9947
Epoch 26/500
187/187 [==============================] - 0s 46us/step - loss: 0.1325 - acc: 0.9947
Epoch 27/500
187/187 [==============================] - 0s 42us/step - loss: 0.1258 - acc: 0.9947
Epoch 28/500
187/187 [==============================] - 0s 49us/step - loss: 0.1197 - acc: 0.9947
Epoch 29/500
187/187 [==============================] - 0s 49us/step - loss: 0.1143 - acc: 0.9947
Epoch 30/500
187/187 [==============================] - 0s 48us/step - loss: 0.1092 - acc: 0.9947
Epoch 31/500
187/187 [==============================] - 0s 49us/step - loss: 0.1046 - acc: 0.9947
Epoch 32/500
187/187 [==============================] - 0s 48us/step - loss: 0.1001 - acc: 0.9947
Epoch 33/500
187/187 [==============================] - 0s 48us/step - loss: 0.0957 - acc: 0.9947
Epoch 34/500
187/187 [==============================] - 0s 50us/step - loss: 0.0918 - acc: 0.9947
Epoch 35/500
187/187 [==============================] - 0s 48us/step - loss: 0.0877 - acc: 0.9947
Epoch 36/500
187/187 [==============================] - 0s 48us/step - loss: 0.0842 - acc: 0.9947
Epoch 37/500
187/187 [==============================] - 0s 40us/step - loss: 0.0805 - acc: 0.9947
Epoch 38/500
187/187 [==============================] - 0s 40us/step - loss: 0.0772 - acc: 0.9947
Epoch 39/500
187/187 [==============================] - 0s 40us/step - loss: 0.0740 - acc: 0.9947
Epoch 40/500
187/187 [==============================] - 0s 42us/step - loss: 0.0711 - acc: 0.9947
Epoch 41/500
187/187 [==============================] - 0s 44us/step - loss: 0.0680 - acc: 0.9947
Epoch 42/500
187/187 [==============================] - 0s 42us/step - loss: 0.0654 - acc: 0.9947
Epoch 43/500
187/187 [==============================] - 0s 39us/step - loss: 0.0628 - acc: 0.9947
Epoch 44/500
187/187 [==============================] - 0s 41us/step - loss: 0.0608 - acc: 1.0000
Epoch 45/500
187/187 [==============================] - 0s 39us/step - loss: 0.0581 - acc: 1.0000
Epoch 46/500
187/187 [==============================] - 0s 40us/step - loss: 0.0560 - acc: 1.0000
Epoch 47/500
187/187 [==============================] - 0s 42us/step - loss: 0.0538 - acc: 1.0000
Epoch 48/500
187/187 [==============================] - 0s 54us/step - loss: 0.0519 - acc: 1.0000
Epoch 49/500
187/187 [==============================] - 0s 56us/step - loss: 0.0499 - acc: 1.0000
Epoch 50/500
187/187 [==============================] - 0s 55us/step - loss: 0.0482 - acc: 1.0000
Epoch 51/500
187/187 [==============================] - 0s 54us/step - loss: 0.0466 - acc: 1.0000
Epoch 52/500
187/187 [==============================] - 0s 47us/step - loss: 0.0449 - acc: 1.0000
Epoch 53/500
187/187 [==============================] - 0s 50us/step - loss: 0.0437 - acc: 1.0000
Epoch 54/500
187/187 [==============================] - 0s 51us/step - loss: 0.0420 - acc: 1.0000
Epoch 55/500
187/187 [==============================] - 0s 50us/step - loss: 0.0405 - acc: 1.0000
Epoch 56/500
187/187 [==============================] - 0s 44us/step - loss: 0.0391 - acc: 1.0000
Epoch 57/500
187/187 [==============================] - 0s 44us/step - loss: 0.0379 - acc: 1.0000
Epoch 58/500
187/187 [==============================] - 0s 46us/step - loss: 0.0366 - acc: 1.0000
Epoch 59/500
187/187 [==============================] - 0s 44us/step - loss: 0.0356 - acc: 1.0000
Epoch 60/500
187/187 [==============================] - 0s 54us/step - loss: 0.0343 - acc: 1.0000
Epoch 61/500
187/187 [==============================] - 0s 56us/step - loss: 0.0333 - acc: 1.0000
Epoch 62/500
187/187 [==============================] - 0s 57us/step - loss: 0.0322 - acc: 1.0000
Epoch 63/500
187/187 [==============================] - 0s 56us/step - loss: 0.0313 - acc: 1.0000
Epoch 64/500
187/187 [==============================] - 0s 58us/step - loss: 0.0303 - acc: 1.0000
Epoch 65/500
187/187 [==============================] - 0s 57us/step - loss: 0.0294 - acc: 1.0000
Epoch 66/500
187/187 [==============================] - 0s 54us/step - loss: 0.0286 - acc: 1.0000
Epoch 67/500
187/187 [==============================] - 0s 44us/step - loss: 0.0276 - acc: 1.0000
Epoch 68/500
187/187 [==============================] - 0s 55us/step - loss: 0.0267 - acc: 1.0000
Epoch 69/500
187/187 [==============================] - 0s 57us/step - loss: 0.0261 - acc: 1.0000
Epoch 70/500
187/187 [==============================] - 0s 64us/step - loss: 0.0253 - acc: 1.0000
Epoch 71/500
187/187 [==============================] - 0s 55us/step - loss: 0.0245 - acc: 1.0000
Epoch 72/500
187/187 [==============================] - 0s 58us/step - loss: 0.0239 - acc: 1.0000
Epoch 73/500
187/187 [==============================] - 0s 64us/step - loss: 0.0232 - acc: 1.0000
Epoch 74/500
187/187 [==============================] - 0s 60us/step - loss: 0.0225 - acc: 1.0000
Epoch 75/500
187/187 [==============================] - 0s 47us/step - loss: 0.0219 - acc: 1.0000
Epoch 76/500
187/187 [==============================] - 0s 44us/step - loss: 0.0213 - acc: 1.0000
Epoch 77/500
187/187 [==============================] - 0s 45us/step - loss: 0.0207 - acc: 1.0000
Epoch 78/500
187/187 [==============================] - 0s 50us/step - loss: 0.0202 - acc: 1.0000
Epoch 79/500
187/187 [==============================] - 0s 61us/step - loss: 0.0197 - acc: 1.0000
Epoch 80/500
187/187 [==============================] - 0s 67us/step - loss: 0.0191 - acc: 1.0000
Epoch 81/500
187/187 [==============================] - 0s 59us/step - loss: 0.0187 - acc: 1.0000
Epoch 82/500
187/187 [==============================] - 0s 47us/step - loss: 0.0182 - acc: 1.0000
Epoch 83/500
187/187 [==============================] - 0s 48us/step - loss: 0.0177 - acc: 1.0000
Epoch 84/500
187/187 [==============================] - 0s 54us/step - loss: 0.0173 - acc: 1.0000
Epoch 85/500
187/187 [==============================] - 0s 55us/step - loss: 0.0169 - acc: 1.0000
Epoch 86/500
187/187 [==============================] - 0s 57us/step - loss: 0.0164 - acc: 1.0000
Epoch 87/500
187/187 [==============================] - 0s 58us/step - loss: 0.0161 - acc: 1.0000
Epoch 88/500
187/187 [==============================] - 0s 44us/step - loss: 0.0157 - acc: 1.0000
Epoch 89/500
187/187 [==============================] - 0s 44us/step - loss: 0.0153 - acc: 1.0000
Epoch 90/500
187/187 [==============================] - 0s 48us/step - loss: 0.0149 - acc: 1.0000
Epoch 91/500
187/187 [==============================] - 0s 56us/step - loss: 0.0146 - acc: 1.0000
Epoch 92/500
187/187 [==============================] - 0s 57us/step - loss: 0.0142 - acc: 1.0000
Epoch 93/500
187/187 [==============================] - 0s 60us/step - loss: 0.0139 - acc: 1.0000
Epoch 94/500
187/187 [==============================] - 0s 45us/step - loss: 0.0136 - acc: 1.0000
Epoch 95/500
187/187 [==============================] - 0s 44us/step - loss: 0.0133 - acc: 1.0000
Epoch 96/500
187/187 [==============================] - 0s 41us/step - loss: 0.0130 - acc: 1.0000
Epoch 97/500
187/187 [==============================] - 0s 46us/step - loss: 0.0127 - acc: 1.0000
Epoch 98/500
187/187 [==============================] - 0s 53us/step - loss: 0.0124 - acc: 1.0000
Epoch 99/500
187/187 [==============================] - 0s 60us/step - loss: 0.0121 - acc: 1.0000
Epoch 100/500
187/187 [==============================] - 0s 55us/step - loss: 0.0119 - acc: 1.0000
Epoch 101/500
187/187 [==============================] - 0s 56us/step - loss: 0.0117 - acc: 1.0000
Epoch 102/500
187/187 [==============================] - 0s 47us/step - loss: 0.0114 - acc: 1.0000
Epoch 103/500
187/187 [==============================] - 0s 56us/step - loss: 0.0112 - acc: 1.0000
Epoch 104/500
187/187 [==============================] - 0s 57us/step - loss: 0.0109 - acc: 1.0000
Epoch 105/500
187/187 [==============================] - 0s 56us/step - loss: 0.0107 - acc: 1.0000
Epoch 106/500
187/187 [==============================] - 0s 47us/step - loss: 0.0105 - acc: 1.0000
Epoch 107/500
187/187 [==============================] - 0s 41us/step - loss: 0.0102 - acc: 1.0000
Epoch 108/500
187/187 [==============================] - 0s 41us/step - loss: 0.0100 - acc: 1.0000
Epoch 109/500
187/187 [==============================] - 0s 40us/step - loss: 0.0098 - acc: 1.0000
Epoch 110/500
187/187 [==============================] - 0s 45us/step - loss: 0.0096 - acc: 1.0000
Epoch 111/500
187/187 [==============================] - 0s 55us/step - loss: 0.0094 - acc: 1.0000
Epoch 112/500
187/187 [==============================] - 0s 56us/step - loss: 0.0093 - acc: 1.0000
Epoch 113/500
187/187 [==============================] - 0s 55us/step - loss: 0.0091 - acc: 1.0000
Epoch 114/500
187/187 [==============================] - 0s 49us/step - loss: 0.0089 - acc: 1.0000
Epoch 115/500
187/187 [==============================] - 0s 44us/step - loss: 0.0087 - acc: 1.0000
Epoch 116/500
187/187 [==============================] - 0s 55us/step - loss: 0.0086 - acc: 1.0000
Epoch 117/500
187/187 [==============================] - 0s 55us/step - loss: 0.0084 - acc: 1.0000
Epoch 118/500
187/187 [==============================] - 0s 57us/step - loss: 0.0082 - acc: 1.0000
Epoch 119/500
187/187 [==============================] - 0s 55us/step - loss: 0.0081 - acc: 1.0000
Epoch 120/500
187/187 [==============================] - 0s 50us/step - loss: 0.0079 - acc: 1.0000
Epoch 121/500
187/187 [==============================] - 0s 57us/step - loss: 0.0078 - acc: 1.0000
Epoch 122/500
187/187 [==============================] - 0s 53us/step - loss: 0.0076 - acc: 1.0000
Epoch 123/500
187/187 [==============================] - 0s 50us/step - loss: 0.0075 - acc: 1.0000
Epoch 124/500
187/187 [==============================] - 0s 40us/step - loss: 0.0074 - acc: 1.0000
Epoch 125/500
187/187 [==============================] - 0s 43us/step - loss: 0.0072 - acc: 1.0000
Epoch 126/500
187/187 [==============================] - 0s 40us/step - loss: 0.0071 - acc: 1.0000
Epoch 127/500
187/187 [==============================] - 0s 41us/step - loss: 0.0070 - acc: 1.0000
Epoch 128/500
187/187 [==============================] - 0s 40us/step - loss: 0.0069 - acc: 1.0000
Epoch 129/500
187/187 [==============================] - 0s 42us/step - loss: 0.0067 - acc: 1.0000
Epoch 130/500
187/187 [==============================] - 0s 41us/step - loss: 0.0066 - acc: 1.0000
Epoch 131/500
187/187 [==============================] - 0s 40us/step - loss: 0.0065 - acc: 1.0000
Epoch 132/500
187/187 [==============================] - 0s 43us/step - loss: 0.0064 - acc: 1.0000
Epoch 133/500
187/187 [==============================] - 0s 45us/step - loss: 0.0063 - acc: 1.0000
Epoch 134/500
187/187 [==============================] - 0s 42us/step - loss: 0.0062 - acc: 1.0000
Epoch 135/500
187/187 [==============================] - 0s 41us/step - loss: 0.0061 - acc: 1.0000
Epoch 136/500
187/187 [==============================] - 0s 44us/step - loss: 0.0060 - acc: 1.0000
Epoch 137/500
187/187 [==============================] - 0s 43us/step - loss: 0.0059 - acc: 1.0000
Epoch 138/500
187/187 [==============================] - 0s 43us/step - loss: 0.0058 - acc: 1.0000
Epoch 139/500
187/187 [==============================] - 0s 40us/step - loss: 0.0057 - acc: 1.0000
Epoch 140/500
187/187 [==============================] - 0s 39us/step - loss: 0.0056 - acc: 1.0000
Epoch 141/500
187/187 [==============================] - 0s 39us/step - loss: 0.0055 - acc: 1.0000
Epoch 142/500
187/187 [==============================] - 0s 39us/step - loss: 0.0055 - acc: 1.0000
Epoch 143/500
187/187 [==============================] - 0s 39us/step - loss: 0.0054 - acc: 1.0000
Epoch 144/500
187/187 [==============================] - 0s 40us/step - loss: 0.0053 - acc: 1.0000
Epoch 145/500
187/187 [==============================] - 0s 39us/step - loss: 0.0052 - acc: 1.0000
Epoch 146/500
187/187 [==============================] - 0s 40us/step - loss: 0.0051 - acc: 1.0000
Epoch 147/500
187/187 [==============================] - 0s 39us/step - loss: 0.0050 - acc: 1.0000
Epoch 148/500
187/187 [==============================] - 0s 39us/step - loss: 0.0050 - acc: 1.0000
Epoch 149/500
187/187 [==============================] - 0s 41us/step - loss: 0.0049 - acc: 1.0000
Epoch 150/500
187/187 [==============================] - 0s 40us/step - loss: 0.0048 - acc: 1.0000
Epoch 151/500
187/187 [==============================] - 0s 39us/step - loss: 0.0047 - acc: 1.0000
Epoch 152/500
187/187 [==============================] - 0s 39us/step - loss: 0.0047 - acc: 1.0000
Epoch 153/500
187/187 [==============================] - 0s 40us/step - loss: 0.0046 - acc: 1.0000
Epoch 154/500
187/187 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 155/500
187/187 [==============================] - 0s 38us/step - loss: 0.0045 - acc: 1.0000
Epoch 156/500
187/187 [==============================] - 0s 39us/step - loss: 0.0044 - acc: 1.0000
Epoch 157/500
187/187 [==============================] - 0s 38us/step - loss: 0.0043 - acc: 1.0000
Epoch 158/500
187/187 [==============================] - 0s 39us/step - loss: 0.0043 - acc: 1.0000
Epoch 159/500
187/187 [==============================] - 0s 40us/step - loss: 0.0042 - acc: 1.0000
Epoch 160/500
187/187 [==============================] - 0s 40us/step - loss: 0.0042 - acc: 1.0000
Epoch 161/500
187/187 [==============================] - 0s 39us/step - loss: 0.0041 - acc: 1.0000
Epoch 162/500
187/187 [==============================] - 0s 40us/step - loss: 0.0040 - acc: 1.0000
Epoch 163/500
187/187 [==============================] - 0s 38us/step - loss: 0.0040 - acc: 1.0000
Epoch 164/500
187/187 [==============================] - 0s 39us/step - loss: 0.0039 - acc: 1.0000
Epoch 165/500
187/187 [==============================] - 0s 39us/step - loss: 0.0039 - acc: 1.0000
Epoch 166/500
187/187 [==============================] - 0s 39us/step - loss: 0.0038 - acc: 1.0000
Epoch 167/500
187/187 [==============================] - 0s 39us/step - loss: 0.0038 - acc: 1.0000
Epoch 168/500
187/187 [==============================] - 0s 39us/step - loss: 0.0037 - acc: 1.0000
Epoch 169/500
187/187 [==============================] - 0s 39us/step - loss: 0.0037 - acc: 1.0000
Epoch 170/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 171/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 172/500
187/187 [==============================] - 0s 40us/step - loss: 0.0035 - acc: 1.0000
Epoch 173/500
187/187 [==============================] - 0s 41us/step - loss: 0.0035 - acc: 1.0000
Epoch 174/500
187/187 [==============================] - 0s 40us/step - loss: 0.0034 - acc: 1.0000
Epoch 175/500
187/187 [==============================] - 0s 39us/step - loss: 0.0034 - acc: 1.0000
Epoch 176/500
187/187 [==============================] - 0s 38us/step - loss: 0.0033 - acc: 1.0000
Epoch 177/500
187/187 [==============================] - 0s 39us/step - loss: 0.0033 - acc: 1.0000
Epoch 178/500
187/187 [==============================] - 0s 39us/step - loss: 0.0033 - acc: 1.0000
Epoch 179/500
187/187 [==============================] - 0s 39us/step - loss: 0.0032 - acc: 1.0000
Epoch 180/500
187/187 [==============================] - 0s 39us/step - loss: 0.0032 - acc: 1.0000
Epoch 181/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 182/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 183/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 184/500
187/187 [==============================] - 0s 39us/step - loss: 0.0030 - acc: 1.0000
Epoch 185/500
187/187 [==============================] - 0s 40us/step - loss: 0.0030 - acc: 1.0000
Epoch 186/500
187/187 [==============================] - 0s 38us/step - loss: 0.0029 - acc: 1.0000
Epoch 187/500
187/187 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 188/500
187/187 [==============================] - 0s 41us/step - loss: 0.0029 - acc: 1.0000
Epoch 189/500
187/187 [==============================] - 0s 41us/step - loss: 0.0028 - acc: 1.0000
Epoch 190/500
187/187 [==============================] - 0s 42us/step - loss: 0.0028 - acc: 1.0000
Epoch 191/500
187/187 [==============================] - 0s 41us/step - loss: 0.0028 - acc: 1.0000
Epoch 192/500
187/187 [==============================] - 0s 41us/step - loss: 0.0027 - acc: 1.0000
Epoch 193/500
187/187 [==============================] - 0s 41us/step - loss: 0.0027 - acc: 1.0000
Epoch 194/500
187/187 [==============================] - 0s 40us/step - loss: 0.0027 - acc: 1.0000
Epoch 195/500
187/187 [==============================] - 0s 44us/step - loss: 0.0026 - acc: 1.0000
Epoch 196/500
187/187 [==============================] - 0s 40us/step - loss: 0.0026 - acc: 1.0000
Epoch 197/500
187/187 [==============================] - 0s 40us/step - loss: 0.0026 - acc: 1.0000
Epoch 198/500
187/187 [==============================] - 0s 39us/step - loss: 0.0026 - acc: 1.0000
Epoch 199/500
187/187 [==============================] - 0s 43us/step - loss: 0.0025 - acc: 1.0000
Epoch 200/500
187/187 [==============================] - 0s 42us/step - loss: 0.0025 - acc: 1.0000
Epoch 201/500
187/187 [==============================] - 0s 40us/step - loss: 0.0025 - acc: 1.0000
Epoch 202/500
187/187 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 203/500
187/187 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 204/500
187/187 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 205/500
187/187 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 206/500
187/187 [==============================] - 0s 41us/step - loss: 0.0023 - acc: 1.0000
Epoch 207/500
187/187 [==============================] - 0s 41us/step - loss: 0.0023 - acc: 1.0000
Epoch 208/500
187/187 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 209/500
187/187 [==============================] - 0s 41us/step - loss: 0.0023 - acc: 1.0000
Epoch 210/500
187/187 [==============================] - 0s 47us/step - loss: 0.0022 - acc: 1.0000
Epoch 211/500
187/187 [==============================] - 0s 44us/step - loss: 0.0022 - acc: 1.0000
Epoch 212/500
187/187 [==============================] - 0s 39us/step - loss: 0.0022 - acc: 1.0000
Epoch 213/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 214/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 215/500
187/187 [==============================] - 0s 38us/step - loss: 0.0021 - acc: 1.0000
Epoch 216/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 217/500
187/187 [==============================] - 0s 38us/step - loss: 0.0021 - acc: 1.0000
Epoch 218/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 219/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 220/500
187/187 [==============================] - 0s 37us/step - loss: 0.0020 - acc: 1.0000
Epoch 221/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 222/500
187/187 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 223/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 224/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 225/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 226/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 227/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 228/500
187/187 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 229/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 230/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 231/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 232/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 233/500
187/187 [==============================] - 0s 37us/step - loss: 0.0017 - acc: 1.0000
Epoch 234/500
187/187 [==============================] - 0s 36us/step - loss: 0.0017 - acc: 1.0000
Epoch 235/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 236/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 237/500
187/187 [==============================] - 0s 37us/step - loss: 0.0017 - acc: 1.0000
Epoch 238/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 239/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 240/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 241/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 242/500
187/187 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 243/500
187/187 [==============================] - 0s 37us/step - loss: 0.0016 - acc: 1.0000
Epoch 244/500
187/187 [==============================] - 0s 37us/step - loss: 0.0016 - acc: 1.0000
Epoch 245/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 246/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 247/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 248/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 249/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 250/500
187/187 [==============================] - 0s 37us/step - loss: 0.0015 - acc: 1.0000
Epoch 251/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 252/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 253/500
187/187 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 254/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 255/500
187/187 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 256/500
187/187 [==============================] - 0s 36us/step - loss: 0.0014 - acc: 1.0000
Epoch 257/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 258/500
187/187 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 259/500
187/187 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 260/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 261/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 262/500
187/187 [==============================] - 0s 36us/step - loss: 0.0013 - acc: 1.0000
Epoch 263/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 264/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 265/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 266/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 267/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 268/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 269/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 270/500
187/187 [==============================] - 0s 36us/step - loss: 0.0012 - acc: 1.0000
Epoch 271/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 272/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 273/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 274/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 275/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 276/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 277/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 278/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 279/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 280/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 281/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 282/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 283/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 284/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 285/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 286/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 287/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 288/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 289/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 290/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 291/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 292/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 293/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 294/500
187/187 [==============================] - 0s 38us/step - loss: 9.9651e-04 - acc: 1.0000
Epoch 295/500
187/187 [==============================] - 0s 39us/step - loss: 9.8746e-04 - acc: 1.0000
Epoch 296/500
187/187 [==============================] - 0s 38us/step - loss: 9.7926e-04 - acc: 1.0000
Epoch 297/500
187/187 [==============================] - 0s 38us/step - loss: 9.7192e-04 - acc: 1.0000
Epoch 298/500
187/187 [==============================] - 0s 39us/step - loss: 9.6429e-04 - acc: 1.0000
Epoch 299/500
187/187 [==============================] - 0s 40us/step - loss: 9.5636e-04 - acc: 1.0000
Epoch 300/500
187/187 [==============================] - 0s 38us/step - loss: 9.4752e-04 - acc: 1.0000
Epoch 301/500
187/187 [==============================] - 0s 40us/step - loss: 9.3926e-04 - acc: 1.0000
Epoch 302/500
187/187 [==============================] - 0s 39us/step - loss: 9.3229e-04 - acc: 1.0000
Epoch 303/500
187/187 [==============================] - 0s 38us/step - loss: 9.2423e-04 - acc: 1.0000
Epoch 304/500
187/187 [==============================] - 0s 39us/step - loss: 9.1824e-04 - acc: 1.0000
Epoch 305/500
187/187 [==============================] - 0s 39us/step - loss: 9.1107e-04 - acc: 1.0000
Epoch 306/500
187/187 [==============================] - 0s 38us/step - loss: 9.0279e-04 - acc: 1.0000
Epoch 307/500
187/187 [==============================] - 0s 38us/step - loss: 8.9579e-04 - acc: 1.0000
Epoch 308/500
187/187 [==============================] - 0s 39us/step - loss: 8.8829e-04 - acc: 1.0000
Epoch 309/500
187/187 [==============================] - 0s 39us/step - loss: 8.8210e-04 - acc: 1.0000
Epoch 310/500
187/187 [==============================] - 0s 39us/step - loss: 8.7438e-04 - acc: 1.0000
Epoch 311/500
187/187 [==============================] - 0s 39us/step - loss: 8.6765e-04 - acc: 1.0000
Epoch 312/500
187/187 [==============================] - 0s 39us/step - loss: 8.6038e-04 - acc: 1.0000
Epoch 313/500
187/187 [==============================] - 0s 38us/step - loss: 8.5371e-04 - acc: 1.0000
Epoch 314/500
187/187 [==============================] - 0s 38us/step - loss: 8.4657e-04 - acc: 1.0000
Epoch 315/500
187/187 [==============================] - 0s 38us/step - loss: 8.4077e-04 - acc: 1.0000
Epoch 316/500
187/187 [==============================] - 0s 38us/step - loss: 8.3378e-04 - acc: 1.0000
Epoch 317/500
187/187 [==============================] - 0s 37us/step - loss: 8.2739e-04 - acc: 1.0000
Epoch 318/500
187/187 [==============================] - 0s 38us/step - loss: 8.2136e-04 - acc: 1.0000
Epoch 319/500
187/187 [==============================] - 0s 38us/step - loss: 8.1452e-04 - acc: 1.0000
Epoch 320/500
187/187 [==============================] - 0s 37us/step - loss: 8.0798e-04 - acc: 1.0000
Epoch 321/500
187/187 [==============================] - 0s 39us/step - loss: 8.0188e-04 - acc: 1.0000
Epoch 322/500
187/187 [==============================] - 0s 38us/step - loss: 7.9596e-04 - acc: 1.0000
Epoch 323/500
187/187 [==============================] - 0s 39us/step - loss: 7.8911e-04 - acc: 1.0000
Epoch 324/500
187/187 [==============================] - 0s 39us/step - loss: 7.8305e-04 - acc: 1.0000
Epoch 325/500
187/187 [==============================] - 0s 37us/step - loss: 7.7740e-04 - acc: 1.0000
Epoch 326/500
187/187 [==============================] - 0s 40us/step - loss: 7.7215e-04 - acc: 1.0000
Epoch 327/500
187/187 [==============================] - 0s 37us/step - loss: 7.6568e-04 - acc: 1.0000
Epoch 328/500
187/187 [==============================] - 0s 38us/step - loss: 7.5913e-04 - acc: 1.0000
Epoch 329/500
187/187 [==============================] - 0s 37us/step - loss: 7.5343e-04 - acc: 1.0000
Epoch 330/500
187/187 [==============================] - 0s 38us/step - loss: 7.4735e-04 - acc: 1.0000
Epoch 331/500
187/187 [==============================] - 0s 38us/step - loss: 7.4152e-04 - acc: 1.0000
Epoch 332/500
187/187 [==============================] - 0s 38us/step - loss: 7.3588e-04 - acc: 1.0000
Epoch 333/500
187/187 [==============================] - 0s 38us/step - loss: 7.2980e-04 - acc: 1.0000
Epoch 334/500
187/187 [==============================] - 0s 38us/step - loss: 7.2500e-04 - acc: 1.0000
Epoch 335/500
187/187 [==============================] - 0s 38us/step - loss: 7.1950e-04 - acc: 1.0000
Epoch 336/500
187/187 [==============================] - 0s 39us/step - loss: 7.1381e-04 - acc: 1.0000
Epoch 337/500
187/187 [==============================] - 0s 38us/step - loss: 7.0902e-04 - acc: 1.0000
Epoch 338/500
187/187 [==============================] - 0s 38us/step - loss: 7.0268e-04 - acc: 1.0000
Epoch 339/500
187/187 [==============================] - 0s 38us/step - loss: 6.9765e-04 - acc: 1.0000
Epoch 340/500
187/187 [==============================] - 0s 40us/step - loss: 6.9167e-04 - acc: 1.0000
Epoch 341/500
187/187 [==============================] - 0s 38us/step - loss: 6.8714e-04 - acc: 1.0000
Epoch 342/500
187/187 [==============================] - 0s 41us/step - loss: 6.8234e-04 - acc: 1.0000
Epoch 343/500
187/187 [==============================] - 0s 39us/step - loss: 6.7717e-04 - acc: 1.0000
Epoch 344/500
187/187 [==============================] - 0s 39us/step - loss: 6.7237e-04 - acc: 1.0000
Epoch 345/500
187/187 [==============================] - 0s 40us/step - loss: 6.6728e-04 - acc: 1.0000
Epoch 346/500
187/187 [==============================] - 0s 39us/step - loss: 6.6197e-04 - acc: 1.0000
Epoch 347/500
187/187 [==============================] - 0s 39us/step - loss: 6.5785e-04 - acc: 1.0000
Epoch 348/500
187/187 [==============================] - 0s 40us/step - loss: 6.5358e-04 - acc: 1.0000
Epoch 349/500
187/187 [==============================] - 0s 39us/step - loss: 6.4899e-04 - acc: 1.0000
Epoch 350/500
187/187 [==============================] - 0s 41us/step - loss: 6.4440e-04 - acc: 1.0000
Epoch 351/500
187/187 [==============================] - 0s 42us/step - loss: 6.3922e-04 - acc: 1.0000
Epoch 352/500
187/187 [==============================] - 0s 44us/step - loss: 6.3429e-04 - acc: 1.0000
Epoch 353/500
187/187 [==============================] - 0s 42us/step - loss: 6.2969e-04 - acc: 1.0000
Epoch 354/500
187/187 [==============================] - 0s 43us/step - loss: 6.2521e-04 - acc: 1.0000
Epoch 355/500
187/187 [==============================] - 0s 50us/step - loss: 6.2174e-04 - acc: 1.0000
Epoch 356/500
187/187 [==============================] - 0s 44us/step - loss: 6.1781e-04 - acc: 1.0000
Epoch 357/500
187/187 [==============================] - 0s 43us/step - loss: 6.1253e-04 - acc: 1.0000
Epoch 358/500
187/187 [==============================] - 0s 42us/step - loss: 6.0718e-04 - acc: 1.0000
Epoch 359/500
187/187 [==============================] - 0s 40us/step - loss: 6.0224e-04 - acc: 1.0000
Epoch 360/500
187/187 [==============================] - 0s 40us/step - loss: 5.9794e-04 - acc: 1.0000
Epoch 361/500
187/187 [==============================] - 0s 37us/step - loss: 5.9399e-04 - acc: 1.0000
Epoch 362/500
187/187 [==============================] - 0s 38us/step - loss: 5.8936e-04 - acc: 1.0000
Epoch 363/500
187/187 [==============================] - 0s 38us/step - loss: 5.8535e-04 - acc: 1.0000
Epoch 364/500
187/187 [==============================] - 0s 37us/step - loss: 5.8175e-04 - acc: 1.0000
Epoch 365/500
187/187 [==============================] - 0s 36us/step - loss: 5.7760e-04 - acc: 1.0000
Epoch 366/500
187/187 [==============================] - 0s 37us/step - loss: 5.7338e-04 - acc: 1.0000
Epoch 367/500
187/187 [==============================] - 0s 37us/step - loss: 5.6930e-04 - acc: 1.0000
Epoch 368/500
187/187 [==============================] - 0s 37us/step - loss: 5.6536e-04 - acc: 1.0000
Epoch 369/500
187/187 [==============================] - 0s 37us/step - loss: 5.6141e-04 - acc: 1.0000
Epoch 370/500
187/187 [==============================] - 0s 38us/step - loss: 5.5730e-04 - acc: 1.0000
Epoch 371/500
187/187 [==============================] - 0s 38us/step - loss: 5.5389e-04 - acc: 1.0000
Epoch 372/500
187/187 [==============================] - 0s 38us/step - loss: 5.4978e-04 - acc: 1.0000
Epoch 373/500
187/187 [==============================] - 0s 38us/step - loss: 5.4578e-04 - acc: 1.0000
Epoch 374/500
187/187 [==============================] - 0s 38us/step - loss: 5.4165e-04 - acc: 1.0000
Epoch 375/500
187/187 [==============================] - 0s 38us/step - loss: 5.3817e-04 - acc: 1.0000
Epoch 376/500
187/187 [==============================] - 0s 38us/step - loss: 5.3452e-04 - acc: 1.0000
Epoch 377/500
187/187 [==============================] - 0s 36us/step - loss: 5.3059e-04 - acc: 1.0000
Epoch 378/500
187/187 [==============================] - 0s 37us/step - loss: 5.2714e-04 - acc: 1.0000
Epoch 379/500
187/187 [==============================] - 0s 37us/step - loss: 5.2348e-04 - acc: 1.0000
Epoch 380/500
187/187 [==============================] - 0s 36us/step - loss: 5.2007e-04 - acc: 1.0000
Epoch 381/500
187/187 [==============================] - 0s 37us/step - loss: 5.1616e-04 - acc: 1.0000
Epoch 382/500
187/187 [==============================] - 0s 39us/step - loss: 5.1274e-04 - acc: 1.0000
Epoch 383/500
187/187 [==============================] - 0s 37us/step - loss: 5.0996e-04 - acc: 1.0000
Epoch 384/500
187/187 [==============================] - 0s 38us/step - loss: 5.0583e-04 - acc: 1.0000
Epoch 385/500
187/187 [==============================] - 0s 37us/step - loss: 5.0224e-04 - acc: 1.0000
Epoch 386/500
187/187 [==============================] - 0s 36us/step - loss: 4.9882e-04 - acc: 1.0000
Epoch 387/500
187/187 [==============================] - 0s 37us/step - loss: 4.9541e-04 - acc: 1.0000
Epoch 388/500
187/187 [==============================] - 0s 37us/step - loss: 4.9236e-04 - acc: 1.0000
Epoch 389/500
187/187 [==============================] - 0s 37us/step - loss: 4.8926e-04 - acc: 1.0000
Epoch 390/500
187/187 [==============================] - 0s 37us/step - loss: 4.8555e-04 - acc: 1.0000
Epoch 391/500
187/187 [==============================] - 0s 37us/step - loss: 4.8247e-04 - acc: 1.0000
Epoch 392/500
187/187 [==============================] - 0s 37us/step - loss: 4.7898e-04 - acc: 1.0000
Epoch 393/500
187/187 [==============================] - 0s 37us/step - loss: 4.7641e-04 - acc: 1.0000
Epoch 394/500
187/187 [==============================] - 0s 37us/step - loss: 4.7302e-04 - acc: 1.0000
Epoch 395/500
187/187 [==============================] - 0s 37us/step - loss: 4.6980e-04 - acc: 1.0000
Epoch 396/500
187/187 [==============================] - 0s 37us/step - loss: 4.6635e-04 - acc: 1.0000
Epoch 397/500
187/187 [==============================] - 0s 37us/step - loss: 4.6318e-04 - acc: 1.0000
Epoch 398/500
187/187 [==============================] - 0s 45us/step - loss: 4.6004e-04 - acc: 1.0000
Epoch 399/500
187/187 [==============================] - 0s 49us/step - loss: 4.5707e-04 - acc: 1.0000
Epoch 400/500
187/187 [==============================] - 0s 45us/step - loss: 4.5421e-04 - acc: 1.0000
Epoch 401/500
187/187 [==============================] - 0s 47us/step - loss: 4.5123e-04 - acc: 1.0000
Epoch 402/500
187/187 [==============================] - 0s 43us/step - loss: 4.4804e-04 - acc: 1.0000
Epoch 403/500
187/187 [==============================] - 0s 43us/step - loss: 4.4519e-04 - acc: 1.0000
Epoch 404/500
187/187 [==============================] - 0s 40us/step - loss: 4.4236e-04 - acc: 1.0000
Epoch 405/500
187/187 [==============================] - 0s 39us/step - loss: 4.3933e-04 - acc: 1.0000
Epoch 406/500
187/187 [==============================] - 0s 37us/step - loss: 4.3660e-04 - acc: 1.0000
Epoch 407/500
187/187 [==============================] - 0s 37us/step - loss: 4.3359e-04 - acc: 1.0000
Epoch 408/500
187/187 [==============================] - 0s 38us/step - loss: 4.3082e-04 - acc: 1.0000
Epoch 409/500
187/187 [==============================] - 0s 37us/step - loss: 4.2792e-04 - acc: 1.0000
Epoch 410/500
187/187 [==============================] - 0s 38us/step - loss: 4.2508e-04 - acc: 1.0000
Epoch 411/500
187/187 [==============================] - 0s 38us/step - loss: 4.2238e-04 - acc: 1.0000
Epoch 412/500
187/187 [==============================] - 0s 36us/step - loss: 4.1979e-04 - acc: 1.0000
Epoch 413/500
187/187 [==============================] - 0s 37us/step - loss: 4.1688e-04 - acc: 1.0000
Epoch 414/500
187/187 [==============================] - 0s 37us/step - loss: 4.1420e-04 - acc: 1.0000
Epoch 415/500
187/187 [==============================] - 0s 37us/step - loss: 4.1150e-04 - acc: 1.0000
Epoch 416/500
187/187 [==============================] - 0s 38us/step - loss: 4.0876e-04 - acc: 1.0000
Epoch 417/500
187/187 [==============================] - 0s 37us/step - loss: 4.0624e-04 - acc: 1.0000
Epoch 418/500
187/187 [==============================] - 0s 37us/step - loss: 4.0348e-04 - acc: 1.0000
Epoch 419/500
187/187 [==============================] - 0s 37us/step - loss: 4.0097e-04 - acc: 1.0000
Epoch 420/500
187/187 [==============================] - 0s 37us/step - loss: 3.9896e-04 - acc: 1.0000
Epoch 421/500
187/187 [==============================] - 0s 38us/step - loss: 3.9564e-04 - acc: 1.0000
Epoch 422/500
187/187 [==============================] - 0s 38us/step - loss: 3.9343e-04 - acc: 1.0000
Epoch 423/500
187/187 [==============================] - 0s 38us/step - loss: 3.9056e-04 - acc: 1.0000
Epoch 424/500
187/187 [==============================] - 0s 37us/step - loss: 3.8807e-04 - acc: 1.0000
Epoch 425/500
187/187 [==============================] - 0s 37us/step - loss: 3.8529e-04 - acc: 1.0000
Epoch 426/500
187/187 [==============================] - 0s 37us/step - loss: 3.8278e-04 - acc: 1.0000
Epoch 427/500
187/187 [==============================] - 0s 38us/step - loss: 3.8052e-04 - acc: 1.0000
Epoch 428/500
187/187 [==============================] - 0s 37us/step - loss: 3.7799e-04 - acc: 1.0000
Epoch 429/500
187/187 [==============================] - 0s 38us/step - loss: 3.7552e-04 - acc: 1.0000
Epoch 430/500
187/187 [==============================] - 0s 37us/step - loss: 3.7311e-04 - acc: 1.0000
Epoch 431/500
187/187 [==============================] - 0s 37us/step - loss: 3.7077e-04 - acc: 1.0000
Epoch 432/500
187/187 [==============================] - 0s 37us/step - loss: 3.6836e-04 - acc: 1.0000
Epoch 433/500
187/187 [==============================] - 0s 37us/step - loss: 3.6600e-04 - acc: 1.0000
Epoch 434/500
187/187 [==============================] - 0s 37us/step - loss: 3.6382e-04 - acc: 1.0000
Epoch 435/500
187/187 [==============================] - 0s 37us/step - loss: 3.6148e-04 - acc: 1.0000
Epoch 436/500
187/187 [==============================] - 0s 37us/step - loss: 3.5912e-04 - acc: 1.0000
Epoch 437/500
187/187 [==============================] - 0s 37us/step - loss: 3.5694e-04 - acc: 1.0000
Epoch 438/500
187/187 [==============================] - 0s 38us/step - loss: 3.5480e-04 - acc: 1.0000
Epoch 439/500
187/187 [==============================] - 0s 37us/step - loss: 3.5261e-04 - acc: 1.0000
Epoch 440/500
187/187 [==============================] - 0s 37us/step - loss: 3.5026e-04 - acc: 1.0000
Epoch 441/500
187/187 [==============================] - 0s 37us/step - loss: 3.4816e-04 - acc: 1.0000
Epoch 442/500
187/187 [==============================] - 0s 37us/step - loss: 3.4612e-04 - acc: 1.0000
Epoch 443/500
187/187 [==============================] - 0s 37us/step - loss: 3.4361e-04 - acc: 1.0000
Epoch 444/500
187/187 [==============================] - 0s 37us/step - loss: 3.4174e-04 - acc: 1.0000
Epoch 445/500
187/187 [==============================] - 0s 37us/step - loss: 3.3947e-04 - acc: 1.0000
Epoch 446/500
187/187 [==============================] - 0s 37us/step - loss: 3.3747e-04 - acc: 1.0000
Epoch 447/500
187/187 [==============================] - 0s 38us/step - loss: 3.3551e-04 - acc: 1.0000
Epoch 448/500
187/187 [==============================] - 0s 36us/step - loss: 3.3314e-04 - acc: 1.0000
Epoch 449/500
187/187 [==============================] - 0s 37us/step - loss: 3.3165e-04 - acc: 1.0000
Epoch 450/500
187/187 [==============================] - 0s 37us/step - loss: 3.2914e-04 - acc: 1.0000
Epoch 451/500
187/187 [==============================] - 0s 37us/step - loss: 3.2715e-04 - acc: 1.0000
Epoch 452/500
187/187 [==============================] - 0s 37us/step - loss: 3.2520e-04 - acc: 1.0000
Epoch 453/500
187/187 [==============================] - 0s 37us/step - loss: 3.2322e-04 - acc: 1.0000
Epoch 454/500
187/187 [==============================] - 0s 37us/step - loss: 3.2100e-04 - acc: 1.0000
Epoch 455/500
187/187 [==============================] - 0s 37us/step - loss: 3.1929e-04 - acc: 1.0000
Epoch 456/500
187/187 [==============================] - 0s 37us/step - loss: 3.1693e-04 - acc: 1.0000
Epoch 457/500
187/187 [==============================] - 0s 38us/step - loss: 3.1529e-04 - acc: 1.0000
Epoch 458/500
187/187 [==============================] - 0s 39us/step - loss: 3.1316e-04 - acc: 1.0000
Epoch 459/500
187/187 [==============================] - 0s 37us/step - loss: 3.1125e-04 - acc: 1.0000
Epoch 460/500
187/187 [==============================] - 0s 37us/step - loss: 3.0926e-04 - acc: 1.0000
Epoch 461/500
187/187 [==============================] - 0s 37us/step - loss: 3.0742e-04 - acc: 1.0000
Epoch 462/500
187/187 [==============================] - 0s 37us/step - loss: 3.0539e-04 - acc: 1.0000
Epoch 463/500
187/187 [==============================] - 0s 37us/step - loss: 3.0369e-04 - acc: 1.0000
Epoch 464/500
187/187 [==============================] - 0s 37us/step - loss: 3.0195e-04 - acc: 1.0000
Epoch 465/500
187/187 [==============================] - 0s 37us/step - loss: 3.0016e-04 - acc: 1.0000
Epoch 466/500
187/187 [==============================] - 0s 37us/step - loss: 2.9826e-04 - acc: 1.0000
Epoch 467/500
187/187 [==============================] - 0s 37us/step - loss: 2.9646e-04 - acc: 1.0000
Epoch 468/500
187/187 [==============================] - 0s 37us/step - loss: 2.9482e-04 - acc: 1.0000
Epoch 469/500
187/187 [==============================] - 0s 37us/step - loss: 2.9299e-04 - acc: 1.0000
Epoch 470/500
187/187 [==============================] - 0s 37us/step - loss: 2.9113e-04 - acc: 1.0000
Epoch 471/500
187/187 [==============================] - 0s 37us/step - loss: 2.8963e-04 - acc: 1.0000
Epoch 472/500
187/187 [==============================] - 0s 42us/step - loss: 2.8768e-04 - acc: 1.0000
Epoch 473/500
187/187 [==============================] - 0s 37us/step - loss: 2.8600e-04 - acc: 1.0000
Epoch 474/500
187/187 [==============================] - 0s 38us/step - loss: 2.8449e-04 - acc: 1.0000
Epoch 475/500
187/187 [==============================] - 0s 37us/step - loss: 2.8275e-04 - acc: 1.0000
Epoch 476/500
187/187 [==============================] - 0s 38us/step - loss: 2.8099e-04 - acc: 1.0000
Epoch 477/500
187/187 [==============================] - 0s 37us/step - loss: 2.7928e-04 - acc: 1.0000
Epoch 478/500
187/187 [==============================] - 0s 37us/step - loss: 2.7754e-04 - acc: 1.0000
Epoch 479/500
187/187 [==============================] - 0s 37us/step - loss: 2.7602e-04 - acc: 1.0000
Epoch 480/500
187/187 [==============================] - 0s 37us/step - loss: 2.7429e-04 - acc: 1.0000
Epoch 481/500
187/187 [==============================] - 0s 37us/step - loss: 2.7270e-04 - acc: 1.0000
Epoch 482/500
187/187 [==============================] - 0s 37us/step - loss: 2.7099e-04 - acc: 1.0000
Epoch 483/500
187/187 [==============================] - 0s 37us/step - loss: 2.6938e-04 - acc: 1.0000
Epoch 484/500
187/187 [==============================] - 0s 37us/step - loss: 2.6787e-04 - acc: 1.0000
Epoch 485/500
187/187 [==============================] - 0s 37us/step - loss: 2.6614e-04 - acc: 1.0000
Epoch 486/500
187/187 [==============================] - 0s 37us/step - loss: 2.6447e-04 - acc: 1.0000
Epoch 487/500
187/187 [==============================] - 0s 37us/step - loss: 2.6319e-04 - acc: 1.0000
Epoch 488/500
187/187 [==============================] - 0s 38us/step - loss: 2.6127e-04 - acc: 1.0000
Epoch 489/500
187/187 [==============================] - 0s 37us/step - loss: 2.5988e-04 - acc: 1.0000
Epoch 490/500
187/187 [==============================] - 0s 40us/step - loss: 2.5817e-04 - acc: 1.0000
Epoch 491/500
187/187 [==============================] - 0s 38us/step - loss: 2.5675e-04 - acc: 1.0000
Epoch 492/500
187/187 [==============================] - 0s 40us/step - loss: 2.5531e-04 - acc: 1.0000
Epoch 493/500
187/187 [==============================] - 0s 42us/step - loss: 2.5368e-04 - acc: 1.0000
Epoch 494/500
187/187 [==============================] - 0s 40us/step - loss: 2.5219e-04 - acc: 1.0000
Epoch 495/500
187/187 [==============================] - 0s 38us/step - loss: 2.5072e-04 - acc: 1.0000
Epoch 496/500
187/187 [==============================] - 0s 37us/step - loss: 2.4926e-04 - acc: 1.0000
Epoch 497/500
187/187 [==============================] - 0s 37us/step - loss: 2.4777e-04 - acc: 1.0000
Epoch 498/500
187/187 [==============================] - 0s 37us/step - loss: 2.4631e-04 - acc: 1.0000
Epoch 499/500
187/187 [==============================] - 0s 40us/step - loss: 2.4495e-04 - acc: 1.0000
Epoch 500/500
187/187 [==============================] - 0s 37us/step - loss: 2.4349e-04 - acc: 1.0000
21/21 [==============================] - 0s 8ms/step
Epoch 1/500
187/187 [==============================] - 1s 3ms/step - loss: 0.6939 - acc: 0.5775
Epoch 2/500
187/187 [==============================] - 0s 86us/step - loss: 0.5860 - acc: 0.6952
Epoch 3/500
187/187 [==============================] - 0s 75us/step - loss: 0.5118 - acc: 0.7701
Epoch 4/500
187/187 [==============================] - 0s 72us/step - loss: 0.4616 - acc: 0.8182
Epoch 5/500
187/187 [==============================] - 0s 78us/step - loss: 0.4223 - acc: 0.8503
Epoch 6/500
187/187 [==============================] - 0s 62us/step - loss: 0.3881 - acc: 0.8663
Epoch 7/500
187/187 [==============================] - 0s 56us/step - loss: 0.3602 - acc: 0.8877
Epoch 8/500
187/187 [==============================] - 0s 52us/step - loss: 0.3359 - acc: 0.9037
Epoch 9/500
187/187 [==============================] - 0s 52us/step - loss: 0.3130 - acc: 0.9144
Epoch 10/500
187/187 [==============================] - 0s 51us/step - loss: 0.2928 - acc: 0.9198
Epoch 11/500
187/187 [==============================] - 0s 53us/step - loss: 0.2743 - acc: 0.9251
Epoch 12/500
187/187 [==============================] - 0s 52us/step - loss: 0.2577 - acc: 0.9305
Epoch 13/500
187/187 [==============================] - 0s 52us/step - loss: 0.2412 - acc: 0.9412
Epoch 14/500
187/187 [==============================] - 0s 46us/step - loss: 0.2275 - acc: 0.9465
Epoch 15/500
187/187 [==============================] - 0s 45us/step - loss: 0.2151 - acc: 0.9465
Epoch 16/500
187/187 [==============================] - 0s 44us/step - loss: 0.2030 - acc: 0.9626
Epoch 17/500
187/187 [==============================] - 0s 42us/step - loss: 0.1926 - acc: 0.9626
Epoch 18/500
187/187 [==============================] - 0s 43us/step - loss: 0.1817 - acc: 0.9679
Epoch 19/500
187/187 [==============================] - 0s 40us/step - loss: 0.1719 - acc: 0.9786
Epoch 20/500
187/187 [==============================] - 0s 44us/step - loss: 0.1629 - acc: 0.9786
Epoch 21/500
187/187 [==============================] - 0s 42us/step - loss: 0.1546 - acc: 0.9840
Epoch 22/500
187/187 [==============================] - 0s 47us/step - loss: 0.1471 - acc: 0.9893
Epoch 23/500
187/187 [==============================] - 0s 45us/step - loss: 0.1397 - acc: 0.9893
Epoch 24/500
187/187 [==============================] - 0s 42us/step - loss: 0.1328 - acc: 0.9893
Epoch 25/500
187/187 [==============================] - 0s 40us/step - loss: 0.1258 - acc: 0.9893
Epoch 26/500
187/187 [==============================] - 0s 40us/step - loss: 0.1201 - acc: 0.9893
Epoch 27/500
187/187 [==============================] - 0s 39us/step - loss: 0.1146 - acc: 0.9893
Epoch 28/500
187/187 [==============================] - 0s 39us/step - loss: 0.1088 - acc: 0.9893
Epoch 29/500
187/187 [==============================] - 0s 51us/step - loss: 0.1042 - acc: 0.9893
Epoch 30/500
187/187 [==============================] - 0s 46us/step - loss: 0.0994 - acc: 0.9893
Epoch 31/500
187/187 [==============================] - 0s 46us/step - loss: 0.0947 - acc: 0.9947
Epoch 32/500
187/187 [==============================] - 0s 44us/step - loss: 0.0905 - acc: 0.9947
Epoch 33/500
187/187 [==============================] - 0s 44us/step - loss: 0.0865 - acc: 0.9947
Epoch 34/500
187/187 [==============================] - 0s 44us/step - loss: 0.0826 - acc: 0.9947
Epoch 35/500
187/187 [==============================] - 0s 44us/step - loss: 0.0793 - acc: 0.9947
Epoch 36/500
187/187 [==============================] - 0s 45us/step - loss: 0.0759 - acc: 0.9947
Epoch 37/500
187/187 [==============================] - 0s 45us/step - loss: 0.0728 - acc: 0.9947
Epoch 38/500
187/187 [==============================] - 0s 41us/step - loss: 0.0698 - acc: 0.9947
Epoch 39/500
187/187 [==============================] - 0s 38us/step - loss: 0.0672 - acc: 0.9947
Epoch 40/500
187/187 [==============================] - 0s 39us/step - loss: 0.0641 - acc: 0.9947
Epoch 41/500
187/187 [==============================] - 0s 38us/step - loss: 0.0619 - acc: 0.9947
Epoch 42/500
187/187 [==============================] - 0s 38us/step - loss: 0.0594 - acc: 0.9947
Epoch 43/500
187/187 [==============================] - 0s 37us/step - loss: 0.0569 - acc: 1.0000
Epoch 44/500
187/187 [==============================] - 0s 38us/step - loss: 0.0548 - acc: 1.0000
Epoch 45/500
187/187 [==============================] - 0s 37us/step - loss: 0.0527 - acc: 1.0000
Epoch 46/500
187/187 [==============================] - 0s 38us/step - loss: 0.0508 - acc: 1.0000
Epoch 47/500
187/187 [==============================] - 0s 38us/step - loss: 0.0488 - acc: 1.0000
Epoch 48/500
187/187 [==============================] - 0s 37us/step - loss: 0.0470 - acc: 1.0000
Epoch 49/500
187/187 [==============================] - 0s 37us/step - loss: 0.0454 - acc: 1.0000
Epoch 50/500
187/187 [==============================] - 0s 38us/step - loss: 0.0436 - acc: 1.0000
Epoch 51/500
187/187 [==============================] - 0s 39us/step - loss: 0.0422 - acc: 1.0000
Epoch 52/500
187/187 [==============================] - 0s 39us/step - loss: 0.0406 - acc: 1.0000
Epoch 53/500
187/187 [==============================] - 0s 37us/step - loss: 0.0393 - acc: 1.0000
Epoch 54/500
187/187 [==============================] - 0s 38us/step - loss: 0.0381 - acc: 1.0000
Epoch 55/500
187/187 [==============================] - 0s 38us/step - loss: 0.0368 - acc: 1.0000
Epoch 56/500
187/187 [==============================] - 0s 40us/step - loss: 0.0355 - acc: 1.0000
Epoch 57/500
187/187 [==============================] - 0s 37us/step - loss: 0.0343 - acc: 1.0000
Epoch 58/500
187/187 [==============================] - 0s 38us/step - loss: 0.0331 - acc: 1.0000
Epoch 59/500
187/187 [==============================] - 0s 38us/step - loss: 0.0320 - acc: 1.0000
Epoch 60/500
187/187 [==============================] - 0s 37us/step - loss: 0.0311 - acc: 1.0000
Epoch 61/500
187/187 [==============================] - 0s 37us/step - loss: 0.0301 - acc: 1.0000
Epoch 62/500
187/187 [==============================] - 0s 40us/step - loss: 0.0291 - acc: 1.0000
Epoch 63/500
187/187 [==============================] - 0s 38us/step - loss: 0.0281 - acc: 1.0000
Epoch 64/500
187/187 [==============================] - 0s 38us/step - loss: 0.0274 - acc: 1.0000
Epoch 65/500
187/187 [==============================] - 0s 37us/step - loss: 0.0265 - acc: 1.0000
Epoch 66/500
187/187 [==============================] - 0s 37us/step - loss: 0.0257 - acc: 1.0000
Epoch 67/500
187/187 [==============================] - 0s 37us/step - loss: 0.0249 - acc: 1.0000
Epoch 68/500
187/187 [==============================] - 0s 37us/step - loss: 0.0241 - acc: 1.0000
Epoch 69/500
187/187 [==============================] - 0s 38us/step - loss: 0.0235 - acc: 1.0000
Epoch 70/500
187/187 [==============================] - 0s 37us/step - loss: 0.0227 - acc: 1.0000
Epoch 71/500
187/187 [==============================] - 0s 38us/step - loss: 0.0221 - acc: 1.0000
Epoch 72/500
187/187 [==============================] - 0s 37us/step - loss: 0.0215 - acc: 1.0000
Epoch 73/500
187/187 [==============================] - 0s 38us/step - loss: 0.0208 - acc: 1.0000
Epoch 74/500
187/187 [==============================] - 0s 40us/step - loss: 0.0203 - acc: 1.0000
Epoch 75/500
187/187 [==============================] - 0s 40us/step - loss: 0.0197 - acc: 1.0000
Epoch 76/500
187/187 [==============================] - 0s 42us/step - loss: 0.0193 - acc: 1.0000
Epoch 77/500
187/187 [==============================] - 0s 38us/step - loss: 0.0187 - acc: 1.0000
Epoch 78/500
187/187 [==============================] - 0s 38us/step - loss: 0.0182 - acc: 1.0000
Epoch 79/500
187/187 [==============================] - 0s 38us/step - loss: 0.0177 - acc: 1.0000
Epoch 80/500
187/187 [==============================] - 0s 38us/step - loss: 0.0172 - acc: 1.0000
Epoch 81/500
187/187 [==============================] - 0s 38us/step - loss: 0.0169 - acc: 1.0000
Epoch 82/500
187/187 [==============================] - 0s 37us/step - loss: 0.0163 - acc: 1.0000
Epoch 83/500
187/187 [==============================] - 0s 39us/step - loss: 0.0159 - acc: 1.0000
Epoch 84/500
187/187 [==============================] - 0s 37us/step - loss: 0.0155 - acc: 1.0000
Epoch 85/500
187/187 [==============================] - 0s 37us/step - loss: 0.0152 - acc: 1.0000
Epoch 86/500
187/187 [==============================] - 0s 37us/step - loss: 0.0148 - acc: 1.0000
Epoch 87/500
187/187 [==============================] - 0s 38us/step - loss: 0.0145 - acc: 1.0000
Epoch 88/500
187/187 [==============================] - 0s 37us/step - loss: 0.0141 - acc: 1.0000
Epoch 89/500
187/187 [==============================] - 0s 37us/step - loss: 0.0138 - acc: 1.0000
Epoch 90/500
187/187 [==============================] - 0s 38us/step - loss: 0.0134 - acc: 1.0000
Epoch 91/500
187/187 [==============================] - 0s 37us/step - loss: 0.0131 - acc: 1.0000
Epoch 92/500
187/187 [==============================] - 0s 38us/step - loss: 0.0128 - acc: 1.0000
Epoch 93/500
187/187 [==============================] - 0s 40us/step - loss: 0.0126 - acc: 1.0000
Epoch 94/500
187/187 [==============================] - 0s 39us/step - loss: 0.0122 - acc: 1.0000
Epoch 95/500
187/187 [==============================] - 0s 41us/step - loss: 0.0119 - acc: 1.0000
Epoch 96/500
187/187 [==============================] - 0s 41us/step - loss: 0.0117 - acc: 1.0000
Epoch 97/500
187/187 [==============================] - 0s 40us/step - loss: 0.0114 - acc: 1.0000
Epoch 98/500
187/187 [==============================] - 0s 40us/step - loss: 0.0112 - acc: 1.0000
Epoch 99/500
187/187 [==============================] - 0s 39us/step - loss: 0.0109 - acc: 1.0000
Epoch 100/500
187/187 [==============================] - 0s 38us/step - loss: 0.0107 - acc: 1.0000
Epoch 101/500
187/187 [==============================] - 0s 38us/step - loss: 0.0105 - acc: 1.0000
Epoch 102/500
187/187 [==============================] - 0s 38us/step - loss: 0.0103 - acc: 1.0000
Epoch 103/500
187/187 [==============================] - 0s 40us/step - loss: 0.0101 - acc: 1.0000
Epoch 104/500
187/187 [==============================] - 0s 38us/step - loss: 0.0098 - acc: 1.0000
Epoch 105/500
187/187 [==============================] - 0s 38us/step - loss: 0.0096 - acc: 1.0000
Epoch 106/500
187/187 [==============================] - 0s 41us/step - loss: 0.0094 - acc: 1.0000
Epoch 107/500
187/187 [==============================] - 0s 39us/step - loss: 0.0093 - acc: 1.0000
Epoch 108/500
187/187 [==============================] - 0s 39us/step - loss: 0.0090 - acc: 1.0000
Epoch 109/500
187/187 [==============================] - 0s 37us/step - loss: 0.0089 - acc: 1.0000
Epoch 110/500
187/187 [==============================] - 0s 39us/step - loss: 0.0087 - acc: 1.0000
Epoch 111/500
187/187 [==============================] - 0s 38us/step - loss: 0.0085 - acc: 1.0000
Epoch 112/500
187/187 [==============================] - 0s 38us/step - loss: 0.0083 - acc: 1.0000
Epoch 113/500
187/187 [==============================] - 0s 37us/step - loss: 0.0082 - acc: 1.0000
Epoch 114/500
187/187 [==============================] - 0s 37us/step - loss: 0.0080 - acc: 1.0000
Epoch 115/500
187/187 [==============================] - 0s 37us/step - loss: 0.0079 - acc: 1.0000
Epoch 116/500
187/187 [==============================] - 0s 38us/step - loss: 0.0077 - acc: 1.0000
Epoch 117/500
187/187 [==============================] - 0s 37us/step - loss: 0.0076 - acc: 1.0000
Epoch 118/500
187/187 [==============================] - 0s 37us/step - loss: 0.0074 - acc: 1.0000
Epoch 119/500
187/187 [==============================] - 0s 38us/step - loss: 0.0073 - acc: 1.0000
Epoch 120/500
187/187 [==============================] - 0s 38us/step - loss: 0.0072 - acc: 1.0000
Epoch 121/500
187/187 [==============================] - 0s 38us/step - loss: 0.0070 - acc: 1.0000
Epoch 122/500
187/187 [==============================] - 0s 38us/step - loss: 0.0069 - acc: 1.0000
Epoch 123/500
187/187 [==============================] - 0s 38us/step - loss: 0.0068 - acc: 1.0000
Epoch 124/500
187/187 [==============================] - 0s 38us/step - loss: 0.0067 - acc: 1.0000
Epoch 125/500
187/187 [==============================] - 0s 38us/step - loss: 0.0066 - acc: 1.0000
Epoch 126/500
187/187 [==============================] - 0s 40us/step - loss: 0.0065 - acc: 1.0000
Epoch 127/500
187/187 [==============================] - 0s 38us/step - loss: 0.0064 - acc: 1.0000
Epoch 128/500
187/187 [==============================] - 0s 40us/step - loss: 0.0062 - acc: 1.0000
Epoch 129/500
187/187 [==============================] - 0s 39us/step - loss: 0.0061 - acc: 1.0000
Epoch 130/500
187/187 [==============================] - 0s 39us/step - loss: 0.0060 - acc: 1.0000
Epoch 131/500
187/187 [==============================] - 0s 37us/step - loss: 0.0059 - acc: 1.0000
Epoch 132/500
187/187 [==============================] - 0s 40us/step - loss: 0.0058 - acc: 1.0000
Epoch 133/500
187/187 [==============================] - 0s 38us/step - loss: 0.0057 - acc: 1.0000
Epoch 134/500
187/187 [==============================] - 0s 39us/step - loss: 0.0056 - acc: 1.0000
Epoch 135/500
187/187 [==============================] - 0s 38us/step - loss: 0.0055 - acc: 1.0000
Epoch 136/500
187/187 [==============================] - 0s 37us/step - loss: 0.0054 - acc: 1.0000
Epoch 137/500
187/187 [==============================] - 0s 38us/step - loss: 0.0054 - acc: 1.0000
Epoch 138/500
187/187 [==============================] - 0s 39us/step - loss: 0.0053 - acc: 1.0000
Epoch 139/500
187/187 [==============================] - 0s 38us/step - loss: 0.0052 - acc: 1.0000
Epoch 140/500
187/187 [==============================] - 0s 40us/step - loss: 0.0051 - acc: 1.0000
Epoch 141/500
187/187 [==============================] - 0s 39us/step - loss: 0.0050 - acc: 1.0000
Epoch 142/500
187/187 [==============================] - 0s 39us/step - loss: 0.0050 - acc: 1.0000
Epoch 143/500
187/187 [==============================] - 0s 38us/step - loss: 0.0049 - acc: 1.0000
Epoch 144/500
187/187 [==============================] - 0s 38us/step - loss: 0.0048 - acc: 1.0000
Epoch 145/500
187/187 [==============================] - 0s 38us/step - loss: 0.0047 - acc: 1.0000
Epoch 146/500
187/187 [==============================] - 0s 38us/step - loss: 0.0047 - acc: 1.0000
Epoch 147/500
187/187 [==============================] - 0s 38us/step - loss: 0.0046 - acc: 1.0000
Epoch 148/500
187/187 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 149/500
187/187 [==============================] - 0s 38us/step - loss: 0.0044 - acc: 1.0000
Epoch 150/500
187/187 [==============================] - 0s 40us/step - loss: 0.0044 - acc: 1.0000
Epoch 151/500
187/187 [==============================] - 0s 39us/step - loss: 0.0043 - acc: 1.0000
Epoch 152/500
187/187 [==============================] - 0s 38us/step - loss: 0.0043 - acc: 1.0000
Epoch 153/500
187/187 [==============================] - 0s 37us/step - loss: 0.0042 - acc: 1.0000
Epoch 154/500
187/187 [==============================] - 0s 38us/step - loss: 0.0041 - acc: 1.0000
Epoch 155/500
187/187 [==============================] - 0s 40us/step - loss: 0.0041 - acc: 1.0000
Epoch 156/500
187/187 [==============================] - 0s 39us/step - loss: 0.0040 - acc: 1.0000
Epoch 157/500
187/187 [==============================] - 0s 39us/step - loss: 0.0040 - acc: 1.0000
Epoch 158/500
187/187 [==============================] - 0s 40us/step - loss: 0.0039 - acc: 1.0000
Epoch 159/500
187/187 [==============================] - 0s 38us/step - loss: 0.0038 - acc: 1.0000
Epoch 160/500
187/187 [==============================] - 0s 39us/step - loss: 0.0038 - acc: 1.0000
Epoch 161/500
187/187 [==============================] - 0s 38us/step - loss: 0.0037 - acc: 1.0000
Epoch 162/500
187/187 [==============================] - 0s 38us/step - loss: 0.0037 - acc: 1.0000
Epoch 163/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 164/500
187/187 [==============================] - 0s 37us/step - loss: 0.0036 - acc: 1.0000
Epoch 165/500
187/187 [==============================] - 0s 36us/step - loss: 0.0035 - acc: 1.0000
Epoch 166/500
187/187 [==============================] - 0s 37us/step - loss: 0.0035 - acc: 1.0000
Epoch 167/500
187/187 [==============================] - 0s 38us/step - loss: 0.0034 - acc: 1.0000
Epoch 168/500
187/187 [==============================] - 0s 38us/step - loss: 0.0034 - acc: 1.0000
Epoch 169/500
187/187 [==============================] - 0s 38us/step - loss: 0.0033 - acc: 1.0000
Epoch 170/500
187/187 [==============================] - 0s 38us/step - loss: 0.0033 - acc: 1.0000
Epoch 171/500
187/187 [==============================] - 0s 39us/step - loss: 0.0033 - acc: 1.0000
Epoch 172/500
187/187 [==============================] - 0s 39us/step - loss: 0.0032 - acc: 1.0000
Epoch 173/500
187/187 [==============================] - 0s 38us/step - loss: 0.0032 - acc: 1.0000
Epoch 174/500
187/187 [==============================] - 0s 38us/step - loss: 0.0031 - acc: 1.0000
Epoch 175/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 176/500
187/187 [==============================] - 0s 39us/step - loss: 0.0030 - acc: 1.0000
Epoch 177/500
187/187 [==============================] - 0s 41us/step - loss: 0.0030 - acc: 1.0000
Epoch 178/500
187/187 [==============================] - 0s 42us/step - loss: 0.0030 - acc: 1.0000
Epoch 179/500
187/187 [==============================] - 0s 41us/step - loss: 0.0029 - acc: 1.0000
Epoch 180/500
187/187 [==============================] - 0s 43us/step - loss: 0.0029 - acc: 1.0000
Epoch 181/500
187/187 [==============================] - 0s 38us/step - loss: 0.0029 - acc: 1.0000
Epoch 182/500
187/187 [==============================] - 0s 39us/step - loss: 0.0028 - acc: 1.0000
Epoch 183/500
187/187 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 184/500
187/187 [==============================] - 0s 37us/step - loss: 0.0028 - acc: 1.0000
Epoch 185/500
187/187 [==============================] - 0s 38us/step - loss: 0.0027 - acc: 1.0000
Epoch 186/500
187/187 [==============================] - 0s 38us/step - loss: 0.0027 - acc: 1.0000
Epoch 187/500
187/187 [==============================] - 0s 38us/step - loss: 0.0027 - acc: 1.0000
Epoch 188/500
187/187 [==============================] - 0s 38us/step - loss: 0.0026 - acc: 1.0000
Epoch 189/500
187/187 [==============================] - 0s 36us/step - loss: 0.0026 - acc: 1.0000
Epoch 190/500
187/187 [==============================] - 0s 39us/step - loss: 0.0026 - acc: 1.0000
Epoch 191/500
187/187 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 192/500
187/187 [==============================] - 0s 37us/step - loss: 0.0025 - acc: 1.0000
Epoch 193/500
187/187 [==============================] - 0s 37us/step - loss: 0.0025 - acc: 1.0000
Epoch 194/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 195/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 196/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 197/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 198/500
187/187 [==============================] - 0s 37us/step - loss: 0.0023 - acc: 1.0000
Epoch 199/500
187/187 [==============================] - 0s 37us/step - loss: 0.0023 - acc: 1.0000
Epoch 200/500
187/187 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 201/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 202/500
187/187 [==============================] - 0s 39us/step - loss: 0.0022 - acc: 1.0000
Epoch 203/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 204/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 205/500
187/187 [==============================] - 0s 45us/step - loss: 0.0021 - acc: 1.0000
Epoch 206/500
187/187 [==============================] - 0s 45us/step - loss: 0.0021 - acc: 1.0000
Epoch 207/500
187/187 [==============================] - 0s 38us/step - loss: 0.0021 - acc: 1.0000
Epoch 208/500
187/187 [==============================] - 0s 37us/step - loss: 0.0021 - acc: 1.0000
Epoch 209/500
187/187 [==============================] - 0s 37us/step - loss: 0.0020 - acc: 1.0000
Epoch 210/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 211/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 212/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 213/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 214/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 215/500
187/187 [==============================] - 0s 37us/step - loss: 0.0019 - acc: 1.0000
Epoch 216/500
187/187 [==============================] - 0s 37us/step - loss: 0.0019 - acc: 1.0000
Epoch 217/500
187/187 [==============================] - 0s 36us/step - loss: 0.0019 - acc: 1.0000
Epoch 218/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 219/500
187/187 [==============================] - 0s 37us/step - loss: 0.0018 - acc: 1.0000
Epoch 220/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 221/500
187/187 [==============================] - 0s 37us/step - loss: 0.0018 - acc: 1.0000
Epoch 222/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 223/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 224/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 225/500
187/187 [==============================] - 0s 41us/step - loss: 0.0017 - acc: 1.0000
Epoch 226/500
187/187 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 227/500
187/187 [==============================] - 0s 37us/step - loss: 0.0017 - acc: 1.0000
Epoch 228/500
187/187 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 229/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 230/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 231/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 232/500
187/187 [==============================] - 0s 41us/step - loss: 0.0016 - acc: 1.0000
Epoch 233/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 234/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 235/500
187/187 [==============================] - 0s 41us/step - loss: 0.0016 - acc: 1.0000
Epoch 236/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 237/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 238/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 239/500
187/187 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 240/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 241/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 242/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 243/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 244/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 245/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 246/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 247/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 248/500
187/187 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 249/500
187/187 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 250/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 251/500
187/187 [==============================] - 0s 39us/step - loss: 0.0013 - acc: 1.0000
Epoch 252/500
187/187 [==============================] - 0s 39us/step - loss: 0.0013 - acc: 1.0000
Epoch 253/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 254/500
187/187 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 255/500
187/187 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 256/500
187/187 [==============================] - 0s 42us/step - loss: 0.0013 - acc: 1.0000
Epoch 257/500
187/187 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 258/500
187/187 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 259/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 260/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 261/500
187/187 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 262/500
187/187 [==============================] - 0s 42us/step - loss: 0.0012 - acc: 1.0000
Epoch 263/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 264/500
187/187 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 265/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 266/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 267/500
187/187 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 268/500
187/187 [==============================] - 0s 42us/step - loss: 0.0011 - acc: 1.0000
Epoch 269/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 270/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 271/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 272/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 273/500
187/187 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 274/500
187/187 [==============================] - 0s 42us/step - loss: 0.0011 - acc: 1.0000
Epoch 275/500
187/187 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 276/500
187/187 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 277/500
187/187 [==============================] - 0s 36us/step - loss: 0.0011 - acc: 1.0000
Epoch 278/500
187/187 [==============================] - 0s 37us/step - loss: 0.0010 - acc: 1.0000
Epoch 279/500
187/187 [==============================] - 0s 37us/step - loss: 0.0010 - acc: 1.0000
Epoch 280/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 281/500
187/187 [==============================] - 0s 40us/step - loss: 0.0010 - acc: 1.0000
Epoch 282/500
187/187 [==============================] - 0s 43us/step - loss: 0.0010 - acc: 1.0000
Epoch 283/500
187/187 [==============================] - 0s 43us/step - loss: 9.9876e-04 - acc: 1.0000
Epoch 284/500
187/187 [==============================] - 0s 41us/step - loss: 9.8896e-04 - acc: 1.0000
Epoch 285/500
187/187 [==============================] - 0s 43us/step - loss: 9.8166e-04 - acc: 1.0000
Epoch 286/500
187/187 [==============================] - 0s 42us/step - loss: 9.7261e-04 - acc: 1.0000
Epoch 287/500
187/187 [==============================] - 0s 42us/step - loss: 9.6366e-04 - acc: 1.0000
Epoch 288/500
187/187 [==============================] - 0s 41us/step - loss: 9.5711e-04 - acc: 1.0000
Epoch 289/500
187/187 [==============================] - 0s 42us/step - loss: 9.4902e-04 - acc: 1.0000
Epoch 290/500
187/187 [==============================] - 0s 42us/step - loss: 9.4002e-04 - acc: 1.0000
Epoch 291/500
187/187 [==============================] - 0s 42us/step - loss: 9.3217e-04 - acc: 1.0000
Epoch 292/500
187/187 [==============================] - 0s 43us/step - loss: 9.2410e-04 - acc: 1.0000
Epoch 293/500
187/187 [==============================] - 0s 41us/step - loss: 9.1559e-04 - acc: 1.0000
Epoch 294/500
187/187 [==============================] - 0s 41us/step - loss: 9.0847e-04 - acc: 1.0000
Epoch 295/500
187/187 [==============================] - 0s 42us/step - loss: 9.0138e-04 - acc: 1.0000
Epoch 296/500
187/187 [==============================] - 0s 42us/step - loss: 8.9374e-04 - acc: 1.0000
Epoch 297/500
187/187 [==============================] - 0s 42us/step - loss: 8.8637e-04 - acc: 1.0000
Epoch 298/500
187/187 [==============================] - 0s 40us/step - loss: 8.7829e-04 - acc: 1.0000
Epoch 299/500
187/187 [==============================] - 0s 37us/step - loss: 8.7172e-04 - acc: 1.0000
Epoch 300/500
187/187 [==============================] - 0s 38us/step - loss: 8.6502e-04 - acc: 1.0000
Epoch 301/500
187/187 [==============================] - 0s 37us/step - loss: 8.5799e-04 - acc: 1.0000
Epoch 302/500
187/187 [==============================] - 0s 36us/step - loss: 8.5020e-04 - acc: 1.0000
Epoch 303/500
187/187 [==============================] - 0s 37us/step - loss: 8.4365e-04 - acc: 1.0000
Epoch 304/500
187/187 [==============================] - 0s 37us/step - loss: 8.3637e-04 - acc: 1.0000
Epoch 305/500
187/187 [==============================] - 0s 37us/step - loss: 8.2968e-04 - acc: 1.0000
Epoch 306/500
187/187 [==============================] - 0s 37us/step - loss: 8.2282e-04 - acc: 1.0000
Epoch 307/500
187/187 [==============================] - 0s 37us/step - loss: 8.1589e-04 - acc: 1.0000
Epoch 308/500
187/187 [==============================] - 0s 39us/step - loss: 8.0987e-04 - acc: 1.0000
Epoch 309/500
187/187 [==============================] - 0s 38us/step - loss: 8.0250e-04 - acc: 1.0000
Epoch 310/500
187/187 [==============================] - 0s 37us/step - loss: 7.9659e-04 - acc: 1.0000
Epoch 311/500
187/187 [==============================] - 0s 36us/step - loss: 7.9107e-04 - acc: 1.0000
Epoch 312/500
187/187 [==============================] - 0s 37us/step - loss: 7.8414e-04 - acc: 1.0000
Epoch 313/500
187/187 [==============================] - 0s 37us/step - loss: 7.7784e-04 - acc: 1.0000
Epoch 314/500
187/187 [==============================] - 0s 36us/step - loss: 7.7175e-04 - acc: 1.0000
Epoch 315/500
187/187 [==============================] - 0s 37us/step - loss: 7.6596e-04 - acc: 1.0000
Epoch 316/500
187/187 [==============================] - 0s 37us/step - loss: 7.5972e-04 - acc: 1.0000
Epoch 317/500
187/187 [==============================] - 0s 37us/step - loss: 7.5460e-04 - acc: 1.0000
Epoch 318/500
187/187 [==============================] - 0s 36us/step - loss: 7.4839e-04 - acc: 1.0000
Epoch 319/500
187/187 [==============================] - 0s 37us/step - loss: 7.4185e-04 - acc: 1.0000
Epoch 320/500
187/187 [==============================] - 0s 36us/step - loss: 7.3593e-04 - acc: 1.0000
Epoch 321/500
187/187 [==============================] - 0s 37us/step - loss: 7.2995e-04 - acc: 1.0000
Epoch 322/500
187/187 [==============================] - 0s 37us/step - loss: 7.2403e-04 - acc: 1.0000
Epoch 323/500
187/187 [==============================] - 0s 36us/step - loss: 7.1833e-04 - acc: 1.0000
Epoch 324/500
187/187 [==============================] - 0s 37us/step - loss: 7.1347e-04 - acc: 1.0000
Epoch 325/500
187/187 [==============================] - 0s 38us/step - loss: 7.0780e-04 - acc: 1.0000
Epoch 326/500
187/187 [==============================] - 0s 39us/step - loss: 7.0255e-04 - acc: 1.0000
Epoch 327/500
187/187 [==============================] - 0s 36us/step - loss: 6.9731e-04 - acc: 1.0000
Epoch 328/500
187/187 [==============================] - 0s 38us/step - loss: 6.9187e-04 - acc: 1.0000
Epoch 329/500
187/187 [==============================] - 0s 38us/step - loss: 6.8633e-04 - acc: 1.0000
Epoch 330/500
187/187 [==============================] - 0s 36us/step - loss: 6.8212e-04 - acc: 1.0000
Epoch 331/500
187/187 [==============================] - 0s 37us/step - loss: 6.7578e-04 - acc: 1.0000
Epoch 332/500
187/187 [==============================] - 0s 37us/step - loss: 6.7174e-04 - acc: 1.0000
Epoch 333/500
187/187 [==============================] - 0s 37us/step - loss: 6.6599e-04 - acc: 1.0000
Epoch 334/500
187/187 [==============================] - 0s 37us/step - loss: 6.6167e-04 - acc: 1.0000
Epoch 335/500
187/187 [==============================] - 0s 37us/step - loss: 6.5666e-04 - acc: 1.0000
Epoch 336/500
187/187 [==============================] - 0s 37us/step - loss: 6.5059e-04 - acc: 1.0000
Epoch 337/500
187/187 [==============================] - 0s 37us/step - loss: 6.4649e-04 - acc: 1.0000
Epoch 338/500
187/187 [==============================] - 0s 36us/step - loss: 6.4195e-04 - acc: 1.0000
Epoch 339/500
187/187 [==============================] - 0s 38us/step - loss: 6.3591e-04 - acc: 1.0000
Epoch 340/500
187/187 [==============================] - 0s 37us/step - loss: 6.3143e-04 - acc: 1.0000
Epoch 341/500
187/187 [==============================] - 0s 37us/step - loss: 6.2649e-04 - acc: 1.0000
Epoch 342/500
187/187 [==============================] - 0s 37us/step - loss: 6.2266e-04 - acc: 1.0000
Epoch 343/500
187/187 [==============================] - 0s 37us/step - loss: 6.1776e-04 - acc: 1.0000
Epoch 344/500
187/187 [==============================] - 0s 37us/step - loss: 6.1271e-04 - acc: 1.0000
Epoch 345/500
187/187 [==============================] - 0s 37us/step - loss: 6.0930e-04 - acc: 1.0000
Epoch 346/500
187/187 [==============================] - 0s 37us/step - loss: 6.0437e-04 - acc: 1.0000
Epoch 347/500
187/187 [==============================] - 0s 37us/step - loss: 6.0018e-04 - acc: 1.0000
Epoch 348/500
187/187 [==============================] - 0s 38us/step - loss: 5.9554e-04 - acc: 1.0000
Epoch 349/500
187/187 [==============================] - 0s 38us/step - loss: 5.9152e-04 - acc: 1.0000
Epoch 350/500
187/187 [==============================] - 0s 39us/step - loss: 5.8630e-04 - acc: 1.0000
Epoch 351/500
187/187 [==============================] - 0s 38us/step - loss: 5.8175e-04 - acc: 1.0000
Epoch 352/500
187/187 [==============================] - 0s 37us/step - loss: 5.7912e-04 - acc: 1.0000
Epoch 353/500
187/187 [==============================] - 0s 37us/step - loss: 5.7363e-04 - acc: 1.0000
Epoch 354/500
187/187 [==============================] - 0s 37us/step - loss: 5.6949e-04 - acc: 1.0000
Epoch 355/500
187/187 [==============================] - 0s 38us/step - loss: 5.6568e-04 - acc: 1.0000
Epoch 356/500
187/187 [==============================] - 0s 37us/step - loss: 5.6141e-04 - acc: 1.0000
Epoch 357/500
187/187 [==============================] - 0s 37us/step - loss: 5.5750e-04 - acc: 1.0000
Epoch 358/500
187/187 [==============================] - 0s 37us/step - loss: 5.5354e-04 - acc: 1.0000
Epoch 359/500
187/187 [==============================] - 0s 37us/step - loss: 5.5001e-04 - acc: 1.0000
Epoch 360/500
187/187 [==============================] - 0s 38us/step - loss: 5.4652e-04 - acc: 1.0000
Epoch 361/500
187/187 [==============================] - 0s 37us/step - loss: 5.4208e-04 - acc: 1.0000
Epoch 362/500
187/187 [==============================] - 0s 37us/step - loss: 5.3802e-04 - acc: 1.0000
Epoch 363/500
187/187 [==============================] - 0s 39us/step - loss: 5.3417e-04 - acc: 1.0000
Epoch 364/500
187/187 [==============================] - 0s 38us/step - loss: 5.3030e-04 - acc: 1.0000
Epoch 365/500
187/187 [==============================] - 0s 38us/step - loss: 5.2663e-04 - acc: 1.0000
Epoch 366/500
187/187 [==============================] - 0s 36us/step - loss: 5.2304e-04 - acc: 1.0000
Epoch 367/500
187/187 [==============================] - 0s 37us/step - loss: 5.1940e-04 - acc: 1.0000
Epoch 368/500
187/187 [==============================] - 0s 37us/step - loss: 5.1525e-04 - acc: 1.0000
Epoch 369/500
187/187 [==============================] - 0s 37us/step - loss: 5.1224e-04 - acc: 1.0000
Epoch 370/500
187/187 [==============================] - 0s 37us/step - loss: 5.0800e-04 - acc: 1.0000
Epoch 371/500
187/187 [==============================] - 0s 37us/step - loss: 5.0490e-04 - acc: 1.0000
Epoch 372/500
187/187 [==============================] - 0s 37us/step - loss: 5.0102e-04 - acc: 1.0000
Epoch 373/500
187/187 [==============================] - 0s 37us/step - loss: 4.9762e-04 - acc: 1.0000
Epoch 374/500
187/187 [==============================] - 0s 36us/step - loss: 4.9468e-04 - acc: 1.0000
Epoch 375/500
187/187 [==============================] - 0s 37us/step - loss: 4.9078e-04 - acc: 1.0000
Epoch 376/500
187/187 [==============================] - 0s 38us/step - loss: 4.8752e-04 - acc: 1.0000
Epoch 377/500
187/187 [==============================] - 0s 37us/step - loss: 4.8346e-04 - acc: 1.0000
Epoch 378/500
187/187 [==============================] - 0s 37us/step - loss: 4.8053e-04 - acc: 1.0000
Epoch 379/500
187/187 [==============================] - 0s 37us/step - loss: 4.7735e-04 - acc: 1.0000
Epoch 380/500
187/187 [==============================] - 0s 38us/step - loss: 4.7390e-04 - acc: 1.0000
Epoch 381/500
187/187 [==============================] - 0s 37us/step - loss: 4.7067e-04 - acc: 1.0000
Epoch 382/500
187/187 [==============================] - 0s 37us/step - loss: 4.6751e-04 - acc: 1.0000
Epoch 383/500
187/187 [==============================] - 0s 36us/step - loss: 4.6454e-04 - acc: 1.0000
Epoch 384/500
187/187 [==============================] - 0s 38us/step - loss: 4.6117e-04 - acc: 1.0000
Epoch 385/500
187/187 [==============================] - 0s 38us/step - loss: 4.5810e-04 - acc: 1.0000
Epoch 386/500
187/187 [==============================] - 0s 37us/step - loss: 4.5470e-04 - acc: 1.0000
Epoch 387/500
187/187 [==============================] - 0s 38us/step - loss: 4.5151e-04 - acc: 1.0000
Epoch 388/500
187/187 [==============================] - 0s 37us/step - loss: 4.4848e-04 - acc: 1.0000
Epoch 389/500
187/187 [==============================] - 0s 37us/step - loss: 4.4586e-04 - acc: 1.0000
Epoch 390/500
187/187 [==============================] - 0s 37us/step - loss: 4.4249e-04 - acc: 1.0000
Epoch 391/500
187/187 [==============================] - 0s 37us/step - loss: 4.3935e-04 - acc: 1.0000
Epoch 392/500
187/187 [==============================] - 0s 37us/step - loss: 4.3635e-04 - acc: 1.0000
Epoch 393/500
187/187 [==============================] - 0s 36us/step - loss: 4.3379e-04 - acc: 1.0000
Epoch 394/500
187/187 [==============================] - 0s 36us/step - loss: 4.3057e-04 - acc: 1.0000
Epoch 395/500
187/187 [==============================] - 0s 37us/step - loss: 4.2801e-04 - acc: 1.0000
Epoch 396/500
187/187 [==============================] - 0s 37us/step - loss: 4.2452e-04 - acc: 1.0000
Epoch 397/500
187/187 [==============================] - 0s 36us/step - loss: 4.2178e-04 - acc: 1.0000
Epoch 398/500
187/187 [==============================] - 0s 37us/step - loss: 4.1914e-04 - acc: 1.0000
Epoch 399/500
187/187 [==============================] - 0s 37us/step - loss: 4.1628e-04 - acc: 1.0000
Epoch 400/500
187/187 [==============================] - 0s 37us/step - loss: 4.1332e-04 - acc: 1.0000
Epoch 401/500
187/187 [==============================] - 0s 37us/step - loss: 4.1090e-04 - acc: 1.0000
Epoch 402/500
187/187 [==============================] - 0s 37us/step - loss: 4.0815e-04 - acc: 1.0000
Epoch 403/500
187/187 [==============================] - 0s 37us/step - loss: 4.0597e-04 - acc: 1.0000
Epoch 404/500
187/187 [==============================] - 0s 37us/step - loss: 4.0278e-04 - acc: 1.0000
Epoch 405/500
187/187 [==============================] - 0s 37us/step - loss: 4.0038e-04 - acc: 1.0000
Epoch 406/500
187/187 [==============================] - 0s 36us/step - loss: 3.9740e-04 - acc: 1.0000
Epoch 407/500
187/187 [==============================] - 0s 37us/step - loss: 3.9466e-04 - acc: 1.0000
Epoch 408/500
187/187 [==============================] - 0s 37us/step - loss: 3.9236e-04 - acc: 1.0000
Epoch 409/500
187/187 [==============================] - 0s 37us/step - loss: 3.8947e-04 - acc: 1.0000
Epoch 410/500
187/187 [==============================] - 0s 36us/step - loss: 3.8724e-04 - acc: 1.0000
Epoch 411/500
187/187 [==============================] - 0s 37us/step - loss: 3.8437e-04 - acc: 1.0000
Epoch 412/500
187/187 [==============================] - 0s 37us/step - loss: 3.8167e-04 - acc: 1.0000
Epoch 413/500
187/187 [==============================] - 0s 38us/step - loss: 3.7986e-04 - acc: 1.0000
Epoch 414/500
187/187 [==============================] - 0s 36us/step - loss: 3.7687e-04 - acc: 1.0000
Epoch 415/500
187/187 [==============================] - 0s 39us/step - loss: 3.7536e-04 - acc: 1.0000
Epoch 416/500
187/187 [==============================] - 0s 37us/step - loss: 3.7234e-04 - acc: 1.0000
Epoch 417/500
187/187 [==============================] - 0s 38us/step - loss: 3.6972e-04 - acc: 1.0000
Epoch 418/500
187/187 [==============================] - 0s 38us/step - loss: 3.6727e-04 - acc: 1.0000
Epoch 419/500
187/187 [==============================] - 0s 38us/step - loss: 3.6475e-04 - acc: 1.0000
Epoch 420/500
187/187 [==============================] - 0s 37us/step - loss: 3.6232e-04 - acc: 1.0000
Epoch 421/500
187/187 [==============================] - 0s 37us/step - loss: 3.5987e-04 - acc: 1.0000
Epoch 422/500
187/187 [==============================] - 0s 37us/step - loss: 3.5790e-04 - acc: 1.0000
Epoch 423/500
187/187 [==============================] - 0s 37us/step - loss: 3.5534e-04 - acc: 1.0000
Epoch 424/500
187/187 [==============================] - 0s 40us/step - loss: 3.5373e-04 - acc: 1.0000
Epoch 425/500
187/187 [==============================] - 0s 36us/step - loss: 3.5066e-04 - acc: 1.0000
Epoch 426/500
187/187 [==============================] - 0s 37us/step - loss: 3.4826e-04 - acc: 1.0000
Epoch 427/500
187/187 [==============================] - 0s 36us/step - loss: 3.4620e-04 - acc: 1.0000
Epoch 428/500
187/187 [==============================] - 0s 37us/step - loss: 3.4364e-04 - acc: 1.0000
Epoch 429/500
187/187 [==============================] - 0s 37us/step - loss: 3.4187e-04 - acc: 1.0000
Epoch 430/500
187/187 [==============================] - 0s 36us/step - loss: 3.3956e-04 - acc: 1.0000
Epoch 431/500
187/187 [==============================] - 0s 37us/step - loss: 3.3737e-04 - acc: 1.0000
Epoch 432/500
187/187 [==============================] - 0s 38us/step - loss: 3.3506e-04 - acc: 1.0000
Epoch 433/500
187/187 [==============================] - 0s 37us/step - loss: 3.3303e-04 - acc: 1.0000
Epoch 434/500
187/187 [==============================] - 0s 37us/step - loss: 3.3119e-04 - acc: 1.0000
Epoch 435/500
187/187 [==============================] - 0s 37us/step - loss: 3.2870e-04 - acc: 1.0000
Epoch 436/500
187/187 [==============================] - 0s 36us/step - loss: 3.2702e-04 - acc: 1.0000
Epoch 437/500
187/187 [==============================] - 0s 37us/step - loss: 3.2450e-04 - acc: 1.0000
Epoch 438/500
187/187 [==============================] - 0s 37us/step - loss: 3.2252e-04 - acc: 1.0000
Epoch 439/500
187/187 [==============================] - 0s 37us/step - loss: 3.2069e-04 - acc: 1.0000
Epoch 440/500
187/187 [==============================] - 0s 37us/step - loss: 3.1831e-04 - acc: 1.0000
Epoch 441/500
187/187 [==============================] - 0s 37us/step - loss: 3.1637e-04 - acc: 1.0000
Epoch 442/500
187/187 [==============================] - 0s 37us/step - loss: 3.1452e-04 - acc: 1.0000
Epoch 443/500
187/187 [==============================] - 0s 37us/step - loss: 3.1255e-04 - acc: 1.0000
Epoch 444/500
187/187 [==============================] - 0s 36us/step - loss: 3.1066e-04 - acc: 1.0000
Epoch 445/500
187/187 [==============================] - 0s 37us/step - loss: 3.0856e-04 - acc: 1.0000
Epoch 446/500
187/187 [==============================] - 0s 37us/step - loss: 3.0657e-04 - acc: 1.0000
Epoch 447/500
187/187 [==============================] - 0s 37us/step - loss: 3.0525e-04 - acc: 1.0000
Epoch 448/500
187/187 [==============================] - 0s 39us/step - loss: 3.0279e-04 - acc: 1.0000
Epoch 449/500
187/187 [==============================] - 0s 37us/step - loss: 3.0105e-04 - acc: 1.0000
Epoch 450/500
187/187 [==============================] - 0s 38us/step - loss: 2.9892e-04 - acc: 1.0000
Epoch 451/500
187/187 [==============================] - 0s 37us/step - loss: 2.9698e-04 - acc: 1.0000
Epoch 452/500
187/187 [==============================] - 0s 37us/step - loss: 2.9546e-04 - acc: 1.0000
Epoch 453/500
187/187 [==============================] - 0s 37us/step - loss: 2.9337e-04 - acc: 1.0000
Epoch 454/500
187/187 [==============================] - 0s 37us/step - loss: 2.9151e-04 - acc: 1.0000
Epoch 455/500
187/187 [==============================] - 0s 37us/step - loss: 2.8992e-04 - acc: 1.0000
Epoch 456/500
187/187 [==============================] - 0s 37us/step - loss: 2.8779e-04 - acc: 1.0000
Epoch 457/500
187/187 [==============================] - 0s 37us/step - loss: 2.8618e-04 - acc: 1.0000
Epoch 458/500
187/187 [==============================] - 0s 37us/step - loss: 2.8434e-04 - acc: 1.0000
Epoch 459/500
187/187 [==============================] - 0s 36us/step - loss: 2.8261e-04 - acc: 1.0000
Epoch 460/500
187/187 [==============================] - 0s 37us/step - loss: 2.8087e-04 - acc: 1.0000
Epoch 461/500
187/187 [==============================] - 0s 37us/step - loss: 2.7929e-04 - acc: 1.0000
Epoch 462/500
187/187 [==============================] - 0s 37us/step - loss: 2.7743e-04 - acc: 1.0000
Epoch 463/500
187/187 [==============================] - 0s 37us/step - loss: 2.7623e-04 - acc: 1.0000
Epoch 464/500
187/187 [==============================] - 0s 37us/step - loss: 2.7395e-04 - acc: 1.0000
Epoch 465/500
187/187 [==============================] - 0s 37us/step - loss: 2.7305e-04 - acc: 1.0000
Epoch 466/500
187/187 [==============================] - 0s 37us/step - loss: 2.7084e-04 - acc: 1.0000
Epoch 467/500
187/187 [==============================] - 0s 37us/step - loss: 2.6887e-04 - acc: 1.0000
Epoch 468/500
187/187 [==============================] - 0s 39us/step - loss: 2.6720e-04 - acc: 1.0000
Epoch 469/500
187/187 [==============================] - 0s 38us/step - loss: 2.6547e-04 - acc: 1.0000
Epoch 470/500
187/187 [==============================] - 0s 38us/step - loss: 2.6396e-04 - acc: 1.0000
Epoch 471/500
187/187 [==============================] - 0s 36us/step - loss: 2.6242e-04 - acc: 1.0000
Epoch 472/500
187/187 [==============================] - 0s 37us/step - loss: 2.6061e-04 - acc: 1.0000
Epoch 473/500
187/187 [==============================] - 0s 36us/step - loss: 2.5931e-04 - acc: 1.0000
Epoch 474/500
187/187 [==============================] - 0s 37us/step - loss: 2.5715e-04 - acc: 1.0000
Epoch 475/500
187/187 [==============================] - 0s 38us/step - loss: 2.5594e-04 - acc: 1.0000
Epoch 476/500
187/187 [==============================] - 0s 37us/step - loss: 2.5447e-04 - acc: 1.0000
Epoch 477/500
187/187 [==============================] - 0s 37us/step - loss: 2.5289e-04 - acc: 1.0000
Epoch 478/500
187/187 [==============================] - 0s 37us/step - loss: 2.5138e-04 - acc: 1.0000
Epoch 479/500
187/187 [==============================] - 0s 37us/step - loss: 2.4956e-04 - acc: 1.0000
Epoch 480/500
187/187 [==============================] - 0s 37us/step - loss: 2.4845e-04 - acc: 1.0000
Epoch 481/500
187/187 [==============================] - 0s 37us/step - loss: 2.4661e-04 - acc: 1.0000
Epoch 482/500
187/187 [==============================] - 0s 37us/step - loss: 2.4521e-04 - acc: 1.0000
Epoch 483/500
187/187 [==============================] - 0s 37us/step - loss: 2.4349e-04 - acc: 1.0000
Epoch 484/500
187/187 [==============================] - 0s 39us/step - loss: 2.4216e-04 - acc: 1.0000
Epoch 485/500
187/187 [==============================] - 0s 38us/step - loss: 2.4100e-04 - acc: 1.0000
Epoch 486/500
187/187 [==============================] - 0s 37us/step - loss: 2.3936e-04 - acc: 1.0000
Epoch 487/500
187/187 [==============================] - 0s 37us/step - loss: 2.3771e-04 - acc: 1.0000
Epoch 488/500
187/187 [==============================] - 0s 37us/step - loss: 2.3633e-04 - acc: 1.0000
Epoch 489/500
187/187 [==============================] - 0s 37us/step - loss: 2.3489e-04 - acc: 1.0000
Epoch 490/500
187/187 [==============================] - 0s 37us/step - loss: 2.3366e-04 - acc: 1.0000
Epoch 491/500
187/187 [==============================] - 0s 37us/step - loss: 2.3214e-04 - acc: 1.0000
Epoch 492/500
187/187 [==============================] - 0s 37us/step - loss: 2.3077e-04 - acc: 1.0000
Epoch 493/500
187/187 [==============================] - 0s 37us/step - loss: 2.2928e-04 - acc: 1.0000
Epoch 494/500
187/187 [==============================] - 0s 36us/step - loss: 2.2793e-04 - acc: 1.0000
Epoch 495/500
187/187 [==============================] - 0s 37us/step - loss: 2.2668e-04 - acc: 1.0000
Epoch 496/500
187/187 [==============================] - 0s 37us/step - loss: 2.2534e-04 - acc: 1.0000
Epoch 497/500
187/187 [==============================] - 0s 37us/step - loss: 2.2397e-04 - acc: 1.0000
Epoch 498/500
187/187 [==============================] - 0s 37us/step - loss: 2.2275e-04 - acc: 1.0000
Epoch 499/500
187/187 [==============================] - 0s 38us/step - loss: 2.2141e-04 - acc: 1.0000
Epoch 500/500
187/187 [==============================] - 0s 37us/step - loss: 2.2004e-04 - acc: 1.0000
21/21 [==============================] - 0s 10ms/step
Epoch 1/500
187/187 [==============================] - 1s 3ms/step - loss: 0.6642 - acc: 0.5936
Epoch 2/500
187/187 [==============================] - 0s 90us/step - loss: 0.5296 - acc: 0.7433
Epoch 3/500
187/187 [==============================] - 0s 79us/step - loss: 0.4624 - acc: 0.8075
Epoch 4/500
187/187 [==============================] - 0s 68us/step - loss: 0.4164 - acc: 0.8075
Epoch 5/500
187/187 [==============================] - 0s 60us/step - loss: 0.3808 - acc: 0.8342
Epoch 6/500
187/187 [==============================] - 0s 54us/step - loss: 0.3507 - acc: 0.8610
Epoch 7/500
187/187 [==============================] - 0s 52us/step - loss: 0.3252 - acc: 0.8824
Epoch 8/500
187/187 [==============================] - 0s 50us/step - loss: 0.3034 - acc: 0.9091
Epoch 9/500
187/187 [==============================] - 0s 49us/step - loss: 0.2848 - acc: 0.9091
Epoch 10/500
187/187 [==============================] - 0s 48us/step - loss: 0.2678 - acc: 0.9144
Epoch 11/500
187/187 [==============================] - 0s 48us/step - loss: 0.2513 - acc: 0.9198
Epoch 12/500
187/187 [==============================] - 0s 46us/step - loss: 0.2367 - acc: 0.9412
Epoch 13/500
187/187 [==============================] - 0s 44us/step - loss: 0.2245 - acc: 0.9465
Epoch 14/500
187/187 [==============================] - 0s 43us/step - loss: 0.2118 - acc: 0.9465
Epoch 15/500
187/187 [==============================] - 0s 43us/step - loss: 0.2011 - acc: 0.9572
Epoch 16/500
187/187 [==============================] - 0s 40us/step - loss: 0.1902 - acc: 0.9626
Epoch 17/500
187/187 [==============================] - 0s 42us/step - loss: 0.1814 - acc: 0.9679
Epoch 18/500
187/187 [==============================] - 0s 41us/step - loss: 0.1722 - acc: 0.9786
Epoch 19/500
187/187 [==============================] - 0s 42us/step - loss: 0.1647 - acc: 0.9786
Epoch 20/500
187/187 [==============================] - 0s 43us/step - loss: 0.1560 - acc: 0.9893
Epoch 21/500
187/187 [==============================] - 0s 42us/step - loss: 0.1490 - acc: 0.9840
Epoch 22/500
187/187 [==============================] - 0s 42us/step - loss: 0.1416 - acc: 0.9893
Epoch 23/500
187/187 [==============================] - 0s 42us/step - loss: 0.1352 - acc: 0.9893
Epoch 24/500
187/187 [==============================] - 0s 42us/step - loss: 0.1289 - acc: 0.9893
Epoch 25/500
187/187 [==============================] - 0s 42us/step - loss: 0.1231 - acc: 0.9947
Epoch 26/500
187/187 [==============================] - 0s 41us/step - loss: 0.1178 - acc: 0.9947
Epoch 27/500
187/187 [==============================] - 0s 42us/step - loss: 0.1121 - acc: 0.9947
Epoch 28/500
187/187 [==============================] - 0s 39us/step - loss: 0.1074 - acc: 0.9947
Epoch 29/500
187/187 [==============================] - 0s 41us/step - loss: 0.1025 - acc: 0.9947
Epoch 30/500
187/187 [==============================] - 0s 42us/step - loss: 0.0986 - acc: 0.9947
Epoch 31/500
187/187 [==============================] - 0s 44us/step - loss: 0.0938 - acc: 0.9947
Epoch 32/500
187/187 [==============================] - 0s 43us/step - loss: 0.0897 - acc: 0.9947
Epoch 33/500
187/187 [==============================] - 0s 43us/step - loss: 0.0860 - acc: 0.9947
Epoch 34/500
187/187 [==============================] - 0s 43us/step - loss: 0.0822 - acc: 0.9947
Epoch 35/500
187/187 [==============================] - 0s 40us/step - loss: 0.0787 - acc: 0.9947
Epoch 36/500
187/187 [==============================] - 0s 52us/step - loss: 0.0754 - acc: 0.9947
Epoch 37/500
187/187 [==============================] - 0s 40us/step - loss: 0.0720 - acc: 0.9947
Epoch 38/500
187/187 [==============================] - 0s 40us/step - loss: 0.0691 - acc: 0.9947
Epoch 39/500
187/187 [==============================] - 0s 38us/step - loss: 0.0665 - acc: 0.9947
Epoch 40/500
187/187 [==============================] - 0s 39us/step - loss: 0.0639 - acc: 0.9947
Epoch 41/500
187/187 [==============================] - 0s 38us/step - loss: 0.0612 - acc: 1.0000
Epoch 42/500
187/187 [==============================] - 0s 40us/step - loss: 0.0586 - acc: 1.0000
Epoch 43/500
187/187 [==============================] - 0s 39us/step - loss: 0.0566 - acc: 1.0000
Epoch 44/500
187/187 [==============================] - 0s 40us/step - loss: 0.0544 - acc: 1.0000
Epoch 45/500
187/187 [==============================] - 0s 39us/step - loss: 0.0522 - acc: 1.0000
Epoch 46/500
187/187 [==============================] - 0s 40us/step - loss: 0.0501 - acc: 1.0000
Epoch 47/500
187/187 [==============================] - 0s 38us/step - loss: 0.0483 - acc: 1.0000
Epoch 48/500
187/187 [==============================] - 0s 38us/step - loss: 0.0463 - acc: 1.0000
Epoch 49/500
187/187 [==============================] - 0s 39us/step - loss: 0.0448 - acc: 1.0000
Epoch 50/500
187/187 [==============================] - 0s 39us/step - loss: 0.0430 - acc: 1.0000
Epoch 51/500
187/187 [==============================] - 0s 39us/step - loss: 0.0413 - acc: 1.0000
Epoch 52/500
187/187 [==============================] - 0s 38us/step - loss: 0.0399 - acc: 1.0000
Epoch 53/500
187/187 [==============================] - 0s 38us/step - loss: 0.0384 - acc: 1.0000
Epoch 54/500
187/187 [==============================] - 0s 38us/step - loss: 0.0369 - acc: 1.0000
Epoch 55/500
187/187 [==============================] - 0s 38us/step - loss: 0.0358 - acc: 1.0000
Epoch 56/500
187/187 [==============================] - 0s 39us/step - loss: 0.0345 - acc: 1.0000
Epoch 57/500
187/187 [==============================] - 0s 38us/step - loss: 0.0333 - acc: 1.0000
Epoch 58/500
187/187 [==============================] - 0s 39us/step - loss: 0.0322 - acc: 1.0000
Epoch 59/500
187/187 [==============================] - 0s 38us/step - loss: 0.0312 - acc: 1.0000
Epoch 60/500
187/187 [==============================] - 0s 41us/step - loss: 0.0301 - acc: 1.0000
Epoch 61/500
187/187 [==============================] - 0s 39us/step - loss: 0.0292 - acc: 1.0000
Epoch 62/500
187/187 [==============================] - 0s 40us/step - loss: 0.0283 - acc: 1.0000
Epoch 63/500
187/187 [==============================] - 0s 39us/step - loss: 0.0274 - acc: 1.0000
Epoch 64/500
187/187 [==============================] - 0s 38us/step - loss: 0.0264 - acc: 1.0000
Epoch 65/500
187/187 [==============================] - 0s 38us/step - loss: 0.0257 - acc: 1.0000
Epoch 66/500
187/187 [==============================] - 0s 41us/step - loss: 0.0250 - acc: 1.0000
Epoch 67/500
187/187 [==============================] - 0s 42us/step - loss: 0.0241 - acc: 1.0000
Epoch 68/500
187/187 [==============================] - 0s 39us/step - loss: 0.0235 - acc: 1.0000
Epoch 69/500
187/187 [==============================] - 0s 41us/step - loss: 0.0227 - acc: 1.0000
Epoch 70/500
187/187 [==============================] - 0s 40us/step - loss: 0.0220 - acc: 1.0000
Epoch 71/500
187/187 [==============================] - 0s 39us/step - loss: 0.0215 - acc: 1.0000
Epoch 72/500
187/187 [==============================] - 0s 39us/step - loss: 0.0208 - acc: 1.0000
Epoch 73/500
187/187 [==============================] - 0s 41us/step - loss: 0.0202 - acc: 1.0000
Epoch 74/500
187/187 [==============================] - 0s 40us/step - loss: 0.0196 - acc: 1.0000
Epoch 75/500
187/187 [==============================] - 0s 39us/step - loss: 0.0189 - acc: 1.0000
Epoch 76/500
187/187 [==============================] - 0s 42us/step - loss: 0.0185 - acc: 1.0000
Epoch 77/500
187/187 [==============================] - 0s 39us/step - loss: 0.0180 - acc: 1.0000
Epoch 78/500
187/187 [==============================] - 0s 38us/step - loss: 0.0175 - acc: 1.0000
Epoch 79/500
187/187 [==============================] - 0s 38us/step - loss: 0.0170 - acc: 1.0000
Epoch 80/500
187/187 [==============================] - 0s 38us/step - loss: 0.0165 - acc: 1.0000
Epoch 81/500
187/187 [==============================] - 0s 38us/step - loss: 0.0161 - acc: 1.0000
Epoch 82/500
187/187 [==============================] - 0s 39us/step - loss: 0.0157 - acc: 1.0000
Epoch 83/500
187/187 [==============================] - 0s 38us/step - loss: 0.0153 - acc: 1.0000
Epoch 84/500
187/187 [==============================] - 0s 39us/step - loss: 0.0149 - acc: 1.0000
Epoch 85/500
187/187 [==============================] - 0s 40us/step - loss: 0.0145 - acc: 1.0000
Epoch 86/500
187/187 [==============================] - 0s 42us/step - loss: 0.0141 - acc: 1.0000
Epoch 87/500
187/187 [==============================] - 0s 43us/step - loss: 0.0138 - acc: 1.0000
Epoch 88/500
187/187 [==============================] - 0s 44us/step - loss: 0.0135 - acc: 1.0000
Epoch 89/500
187/187 [==============================] - 0s 48us/step - loss: 0.0131 - acc: 1.0000
Epoch 90/500
187/187 [==============================] - 0s 42us/step - loss: 0.0128 - acc: 1.0000
Epoch 91/500
187/187 [==============================] - 0s 43us/step - loss: 0.0125 - acc: 1.0000
Epoch 92/500
187/187 [==============================] - 0s 44us/step - loss: 0.0122 - acc: 1.0000
Epoch 93/500
187/187 [==============================] - 0s 40us/step - loss: 0.0119 - acc: 1.0000
Epoch 94/500
187/187 [==============================] - 0s 39us/step - loss: 0.0116 - acc: 1.0000
Epoch 95/500
187/187 [==============================] - 0s 40us/step - loss: 0.0113 - acc: 1.0000
Epoch 96/500
187/187 [==============================] - 0s 40us/step - loss: 0.0111 - acc: 1.0000
Epoch 97/500
187/187 [==============================] - 0s 39us/step - loss: 0.0108 - acc: 1.0000
Epoch 98/500
187/187 [==============================] - 0s 39us/step - loss: 0.0105 - acc: 1.0000
Epoch 99/500
187/187 [==============================] - 0s 39us/step - loss: 0.0104 - acc: 1.0000
Epoch 100/500
187/187 [==============================] - 0s 39us/step - loss: 0.0101 - acc: 1.0000
Epoch 101/500
187/187 [==============================] - 0s 38us/step - loss: 0.0099 - acc: 1.0000
Epoch 102/500
187/187 [==============================] - 0s 38us/step - loss: 0.0097 - acc: 1.0000
Epoch 103/500
187/187 [==============================] - 0s 38us/step - loss: 0.0095 - acc: 1.0000
Epoch 104/500
187/187 [==============================] - 0s 38us/step - loss: 0.0092 - acc: 1.0000
Epoch 105/500
187/187 [==============================] - 0s 38us/step - loss: 0.0091 - acc: 1.0000
Epoch 106/500
187/187 [==============================] - 0s 38us/step - loss: 0.0089 - acc: 1.0000
Epoch 107/500
187/187 [==============================] - 0s 38us/step - loss: 0.0087 - acc: 1.0000
Epoch 108/500
187/187 [==============================] - 0s 39us/step - loss: 0.0085 - acc: 1.0000
Epoch 109/500
187/187 [==============================] - 0s 38us/step - loss: 0.0083 - acc: 1.0000
Epoch 110/500
187/187 [==============================] - 0s 38us/step - loss: 0.0082 - acc: 1.0000
Epoch 111/500
187/187 [==============================] - 0s 38us/step - loss: 0.0080 - acc: 1.0000
Epoch 112/500
187/187 [==============================] - 0s 38us/step - loss: 0.0079 - acc: 1.0000
Epoch 113/500
187/187 [==============================] - 0s 38us/step - loss: 0.0077 - acc: 1.0000
Epoch 114/500
187/187 [==============================] - 0s 40us/step - loss: 0.0075 - acc: 1.0000
Epoch 115/500
187/187 [==============================] - 0s 39us/step - loss: 0.0074 - acc: 1.0000
Epoch 116/500
187/187 [==============================] - 0s 39us/step - loss: 0.0073 - acc: 1.0000
Epoch 117/500
187/187 [==============================] - 0s 37us/step - loss: 0.0071 - acc: 1.0000
Epoch 118/500
187/187 [==============================] - 0s 38us/step - loss: 0.0070 - acc: 1.0000
Epoch 119/500
187/187 [==============================] - 0s 38us/step - loss: 0.0069 - acc: 1.0000
Epoch 120/500
187/187 [==============================] - 0s 37us/step - loss: 0.0067 - acc: 1.0000
Epoch 121/500
187/187 [==============================] - 0s 39us/step - loss: 0.0066 - acc: 1.0000
Epoch 122/500
187/187 [==============================] - 0s 38us/step - loss: 0.0065 - acc: 1.0000
Epoch 123/500
187/187 [==============================] - 0s 39us/step - loss: 0.0063 - acc: 1.0000
Epoch 124/500
187/187 [==============================] - 0s 37us/step - loss: 0.0062 - acc: 1.0000
Epoch 125/500
187/187 [==============================] - 0s 40us/step - loss: 0.0061 - acc: 1.0000
Epoch 126/500
187/187 [==============================] - 0s 40us/step - loss: 0.0060 - acc: 1.0000
Epoch 127/500
187/187 [==============================] - 0s 39us/step - loss: 0.0059 - acc: 1.0000
Epoch 128/500
187/187 [==============================] - 0s 38us/step - loss: 0.0058 - acc: 1.0000
Epoch 129/500
187/187 [==============================] - 0s 39us/step - loss: 0.0057 - acc: 1.0000
Epoch 130/500
187/187 [==============================] - 0s 39us/step - loss: 0.0056 - acc: 1.0000
Epoch 131/500
187/187 [==============================] - 0s 39us/step - loss: 0.0055 - acc: 1.0000
Epoch 132/500
187/187 [==============================] - 0s 39us/step - loss: 0.0054 - acc: 1.0000
Epoch 133/500
187/187 [==============================] - 0s 39us/step - loss: 0.0053 - acc: 1.0000
Epoch 134/500
187/187 [==============================] - 0s 38us/step - loss: 0.0052 - acc: 1.0000
Epoch 135/500
187/187 [==============================] - 0s 41us/step - loss: 0.0052 - acc: 1.0000
Epoch 136/500
187/187 [==============================] - 0s 42us/step - loss: 0.0051 - acc: 1.0000
Epoch 137/500
187/187 [==============================] - 0s 38us/step - loss: 0.0050 - acc: 1.0000
Epoch 138/500
187/187 [==============================] - 0s 38us/step - loss: 0.0049 - acc: 1.0000
Epoch 139/500
187/187 [==============================] - 0s 39us/step - loss: 0.0048 - acc: 1.0000
Epoch 140/500
187/187 [==============================] - 0s 38us/step - loss: 0.0048 - acc: 1.0000
Epoch 141/500
187/187 [==============================] - 0s 38us/step - loss: 0.0047 - acc: 1.0000
Epoch 142/500
187/187 [==============================] - 0s 38us/step - loss: 0.0046 - acc: 1.0000
Epoch 143/500
187/187 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 144/500
187/187 [==============================] - 0s 38us/step - loss: 0.0044 - acc: 1.0000
Epoch 145/500
187/187 [==============================] - 0s 38us/step - loss: 0.0044 - acc: 1.0000
Epoch 146/500
187/187 [==============================] - 0s 37us/step - loss: 0.0043 - acc: 1.0000
Epoch 147/500
187/187 [==============================] - 0s 38us/step - loss: 0.0043 - acc: 1.0000
Epoch 148/500
187/187 [==============================] - 0s 38us/step - loss: 0.0042 - acc: 1.0000
Epoch 149/500
187/187 [==============================] - 0s 38us/step - loss: 0.0041 - acc: 1.0000
Epoch 150/500
187/187 [==============================] - 0s 40us/step - loss: 0.0041 - acc: 1.0000
Epoch 151/500
187/187 [==============================] - 0s 38us/step - loss: 0.0040 - acc: 1.0000
Epoch 152/500
187/187 [==============================] - 0s 37us/step - loss: 0.0040 - acc: 1.0000
Epoch 153/500
187/187 [==============================] - 0s 38us/step - loss: 0.0039 - acc: 1.0000
Epoch 154/500
187/187 [==============================] - 0s 39us/step - loss: 0.0038 - acc: 1.0000
Epoch 155/500
187/187 [==============================] - 0s 38us/step - loss: 0.0038 - acc: 1.0000
Epoch 156/500
187/187 [==============================] - 0s 37us/step - loss: 0.0037 - acc: 1.0000
Epoch 157/500
187/187 [==============================] - 0s 42us/step - loss: 0.0037 - acc: 1.0000
Epoch 158/500
187/187 [==============================] - 0s 44us/step - loss: 0.0036 - acc: 1.0000
Epoch 159/500
187/187 [==============================] - 0s 44us/step - loss: 0.0036 - acc: 1.0000
Epoch 160/500
187/187 [==============================] - 0s 43us/step - loss: 0.0035 - acc: 1.0000
Epoch 161/500
187/187 [==============================] - 0s 44us/step - loss: 0.0035 - acc: 1.0000
Epoch 162/500
187/187 [==============================] - 0s 44us/step - loss: 0.0034 - acc: 1.0000
Epoch 163/500
187/187 [==============================] - 0s 43us/step - loss: 0.0034 - acc: 1.0000
Epoch 164/500
187/187 [==============================] - 0s 44us/step - loss: 0.0033 - acc: 1.0000
Epoch 165/500
187/187 [==============================] - 0s 44us/step - loss: 0.0033 - acc: 1.0000
Epoch 166/500
187/187 [==============================] - 0s 44us/step - loss: 0.0032 - acc: 1.0000
Epoch 167/500
187/187 [==============================] - 0s 43us/step - loss: 0.0032 - acc: 1.0000
Epoch 168/500
187/187 [==============================] - 0s 43us/step - loss: 0.0031 - acc: 1.0000
Epoch 169/500
187/187 [==============================] - 0s 42us/step - loss: 0.0031 - acc: 1.0000
Epoch 170/500
187/187 [==============================] - 0s 43us/step - loss: 0.0031 - acc: 1.0000
Epoch 171/500
187/187 [==============================] - 0s 43us/step - loss: 0.0030 - acc: 1.0000
Epoch 172/500
187/187 [==============================] - 0s 44us/step - loss: 0.0030 - acc: 1.0000
Epoch 173/500
187/187 [==============================] - 0s 44us/step - loss: 0.0029 - acc: 1.0000
Epoch 174/500
187/187 [==============================] - 0s 43us/step - loss: 0.0029 - acc: 1.0000
Epoch 175/500
187/187 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 176/500
187/187 [==============================] - 0s 40us/step - loss: 0.0028 - acc: 1.0000
Epoch 177/500
187/187 [==============================] - 0s 39us/step - loss: 0.0028 - acc: 1.0000
Epoch 178/500
187/187 [==============================] - 0s 40us/step - loss: 0.0028 - acc: 1.0000
Epoch 179/500
187/187 [==============================] - 0s 44us/step - loss: 0.0027 - acc: 1.0000
Epoch 180/500
187/187 [==============================] - 0s 44us/step - loss: 0.0027 - acc: 1.0000
Epoch 181/500
187/187 [==============================] - 0s 44us/step - loss: 0.0026 - acc: 1.0000
Epoch 182/500
187/187 [==============================] - 0s 45us/step - loss: 0.0026 - acc: 1.0000
Epoch 183/500
187/187 [==============================] - 0s 44us/step - loss: 0.0026 - acc: 1.0000
Epoch 184/500
187/187 [==============================] - 0s 44us/step - loss: 0.0026 - acc: 1.0000
Epoch 185/500
187/187 [==============================] - 0s 44us/step - loss: 0.0025 - acc: 1.0000
Epoch 186/500
187/187 [==============================] - 0s 44us/step - loss: 0.0025 - acc: 1.0000
Epoch 187/500
187/187 [==============================] - 0s 48us/step - loss: 0.0025 - acc: 1.0000
Epoch 188/500
187/187 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 189/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 190/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 191/500
187/187 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 192/500
187/187 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 193/500
187/187 [==============================] - 0s 39us/step - loss: 0.0023 - acc: 1.0000
Epoch 194/500
187/187 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 195/500
187/187 [==============================] - 0s 37us/step - loss: 0.0022 - acc: 1.0000
Epoch 196/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 197/500
187/187 [==============================] - 0s 41us/step - loss: 0.0022 - acc: 1.0000
Epoch 198/500
187/187 [==============================] - 0s 39us/step - loss: 0.0022 - acc: 1.0000
Epoch 199/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 200/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 201/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 202/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 203/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 204/500
187/187 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 205/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 206/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 207/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 208/500
187/187 [==============================] - 0s 41us/step - loss: 0.0019 - acc: 1.0000
Epoch 209/500
187/187 [==============================] - 0s 43us/step - loss: 0.0019 - acc: 1.0000
Epoch 210/500
187/187 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 211/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 212/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 213/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 214/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 215/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 216/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 217/500
187/187 [==============================] - 0s 40us/step - loss: 0.0017 - acc: 1.0000
Epoch 218/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 219/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 220/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 221/500
187/187 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 222/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 223/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 224/500
187/187 [==============================] - 0s 41us/step - loss: 0.0016 - acc: 1.0000
Epoch 225/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 226/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 227/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 228/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 229/500
187/187 [==============================] - 0s 37us/step - loss: 0.0015 - acc: 1.0000
Epoch 230/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 231/500
187/187 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 232/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 233/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 234/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 235/500
187/187 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 236/500
187/187 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 237/500
187/187 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 238/500
187/187 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 239/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 240/500
187/187 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 241/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 242/500
187/187 [==============================] - 0s 39us/step - loss: 0.0013 - acc: 1.0000
Epoch 243/500
187/187 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 244/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 245/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 246/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 247/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 248/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 249/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 250/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 251/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 252/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 253/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 254/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 255/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 256/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 257/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 258/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 259/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 260/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 261/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 262/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 263/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 264/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 265/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 266/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 267/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 268/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 269/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 270/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 271/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 272/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 273/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 274/500
187/187 [==============================] - 0s 39us/step - loss: 9.9196e-04 - acc: 1.0000
Epoch 275/500
187/187 [==============================] - 0s 38us/step - loss: 9.8393e-04 - acc: 1.0000
Epoch 276/500
187/187 [==============================] - 0s 38us/step - loss: 9.7579e-04 - acc: 1.0000
Epoch 277/500
187/187 [==============================] - 0s 38us/step - loss: 9.6689e-04 - acc: 1.0000
Epoch 278/500
187/187 [==============================] - 0s 38us/step - loss: 9.5900e-04 - acc: 1.0000
Epoch 279/500
187/187 [==============================] - 0s 37us/step - loss: 9.4959e-04 - acc: 1.0000
Epoch 280/500
187/187 [==============================] - 0s 37us/step - loss: 9.4187e-04 - acc: 1.0000
Epoch 281/500
187/187 [==============================] - 0s 39us/step - loss: 9.3386e-04 - acc: 1.0000
Epoch 282/500
187/187 [==============================] - 0s 38us/step - loss: 9.2583e-04 - acc: 1.0000
Epoch 283/500
187/187 [==============================] - 0s 38us/step - loss: 9.1622e-04 - acc: 1.0000
Epoch 284/500
187/187 [==============================] - 0s 39us/step - loss: 9.0880e-04 - acc: 1.0000
Epoch 285/500
187/187 [==============================] - 0s 39us/step - loss: 8.9962e-04 - acc: 1.0000
Epoch 286/500
187/187 [==============================] - 0s 38us/step - loss: 8.9161e-04 - acc: 1.0000
Epoch 287/500
187/187 [==============================] - 0s 38us/step - loss: 8.8516e-04 - acc: 1.0000
Epoch 288/500
187/187 [==============================] - 0s 41us/step - loss: 8.7717e-04 - acc: 1.0000
Epoch 289/500
187/187 [==============================] - 0s 38us/step - loss: 8.6914e-04 - acc: 1.0000
Epoch 290/500
187/187 [==============================] - 0s 38us/step - loss: 8.6127e-04 - acc: 1.0000
Epoch 291/500
187/187 [==============================] - 0s 37us/step - loss: 8.5460e-04 - acc: 1.0000
Epoch 292/500
187/187 [==============================] - 0s 38us/step - loss: 8.4702e-04 - acc: 1.0000
Epoch 293/500
187/187 [==============================] - 0s 38us/step - loss: 8.3941e-04 - acc: 1.0000
Epoch 294/500
187/187 [==============================] - 0s 39us/step - loss: 8.3248e-04 - acc: 1.0000
Epoch 295/500
187/187 [==============================] - 0s 39us/step - loss: 8.2575e-04 - acc: 1.0000
Epoch 296/500
187/187 [==============================] - 0s 40us/step - loss: 8.1826e-04 - acc: 1.0000
Epoch 297/500
187/187 [==============================] - 0s 40us/step - loss: 8.1097e-04 - acc: 1.0000
Epoch 298/500
187/187 [==============================] - 0s 38us/step - loss: 8.0377e-04 - acc: 1.0000
Epoch 299/500
187/187 [==============================] - 0s 38us/step - loss: 7.9886e-04 - acc: 1.0000
Epoch 300/500
187/187 [==============================] - 0s 38us/step - loss: 7.9117e-04 - acc: 1.0000
Epoch 301/500
187/187 [==============================] - 0s 38us/step - loss: 7.8491e-04 - acc: 1.0000
Epoch 302/500
187/187 [==============================] - 0s 38us/step - loss: 7.7800e-04 - acc: 1.0000
Epoch 303/500
187/187 [==============================] - 0s 38us/step - loss: 7.7169e-04 - acc: 1.0000
Epoch 304/500
187/187 [==============================] - 0s 39us/step - loss: 7.6550e-04 - acc: 1.0000
Epoch 305/500
187/187 [==============================] - 0s 38us/step - loss: 7.5902e-04 - acc: 1.0000
Epoch 306/500
187/187 [==============================] - 0s 39us/step - loss: 7.5226e-04 - acc: 1.0000
Epoch 307/500
187/187 [==============================] - 0s 38us/step - loss: 7.4609e-04 - acc: 1.0000
Epoch 308/500
187/187 [==============================] - 0s 38us/step - loss: 7.4100e-04 - acc: 1.0000
Epoch 309/500
187/187 [==============================] - 0s 38us/step - loss: 7.3435e-04 - acc: 1.0000
Epoch 310/500
187/187 [==============================] - 0s 41us/step - loss: 7.2884e-04 - acc: 1.0000
Epoch 311/500
187/187 [==============================] - 0s 38us/step - loss: 7.2309e-04 - acc: 1.0000
Epoch 312/500
187/187 [==============================] - 0s 38us/step - loss: 7.1744e-04 - acc: 1.0000
Epoch 313/500
187/187 [==============================] - 0s 39us/step - loss: 7.1159e-04 - acc: 1.0000
Epoch 314/500
187/187 [==============================] - 0s 39us/step - loss: 7.0585e-04 - acc: 1.0000
Epoch 315/500
187/187 [==============================] - 0s 38us/step - loss: 6.9998e-04 - acc: 1.0000
Epoch 316/500
187/187 [==============================] - 0s 38us/step - loss: 6.9463e-04 - acc: 1.0000
Epoch 317/500
187/187 [==============================] - 0s 38us/step - loss: 6.8898e-04 - acc: 1.0000
Epoch 318/500
187/187 [==============================] - 0s 38us/step - loss: 6.8352e-04 - acc: 1.0000
Epoch 319/500
187/187 [==============================] - 0s 38us/step - loss: 6.7827e-04 - acc: 1.0000
Epoch 320/500
187/187 [==============================] - 0s 38us/step - loss: 6.7366e-04 - acc: 1.0000
Epoch 321/500
187/187 [==============================] - 0s 38us/step - loss: 6.6789e-04 - acc: 1.0000
Epoch 322/500
187/187 [==============================] - 0s 40us/step - loss: 6.6270e-04 - acc: 1.0000
Epoch 323/500
187/187 [==============================] - 0s 39us/step - loss: 6.5837e-04 - acc: 1.0000
Epoch 324/500
187/187 [==============================] - 0s 37us/step - loss: 6.5311e-04 - acc: 1.0000
Epoch 325/500
187/187 [==============================] - 0s 39us/step - loss: 6.4765e-04 - acc: 1.0000
Epoch 326/500
187/187 [==============================] - 0s 37us/step - loss: 6.4287e-04 - acc: 1.0000
Epoch 327/500
187/187 [==============================] - 0s 38us/step - loss: 6.3847e-04 - acc: 1.0000
Epoch 328/500
187/187 [==============================] - 0s 39us/step - loss: 6.3401e-04 - acc: 1.0000
Epoch 329/500
187/187 [==============================] - 0s 38us/step - loss: 6.2913e-04 - acc: 1.0000
Epoch 330/500
187/187 [==============================] - 0s 39us/step - loss: 6.2378e-04 - acc: 1.0000
Epoch 331/500
187/187 [==============================] - 0s 38us/step - loss: 6.1908e-04 - acc: 1.0000
Epoch 332/500
187/187 [==============================] - 0s 39us/step - loss: 6.1471e-04 - acc: 1.0000
Epoch 333/500
187/187 [==============================] - 0s 37us/step - loss: 6.0955e-04 - acc: 1.0000
Epoch 334/500
187/187 [==============================] - 0s 38us/step - loss: 6.0472e-04 - acc: 1.0000
Epoch 335/500
187/187 [==============================] - 0s 38us/step - loss: 6.0001e-04 - acc: 1.0000
Epoch 336/500
187/187 [==============================] - 0s 39us/step - loss: 5.9624e-04 - acc: 1.0000
Epoch 337/500
187/187 [==============================] - 0s 38us/step - loss: 5.9216e-04 - acc: 1.0000
Epoch 338/500
187/187 [==============================] - 0s 38us/step - loss: 5.8686e-04 - acc: 1.0000
Epoch 339/500
187/187 [==============================] - 0s 37us/step - loss: 5.8275e-04 - acc: 1.0000
Epoch 340/500
187/187 [==============================] - 0s 39us/step - loss: 5.7905e-04 - acc: 1.0000
Epoch 341/500
187/187 [==============================] - 0s 41us/step - loss: 5.7441e-04 - acc: 1.0000
Epoch 342/500
187/187 [==============================] - 0s 39us/step - loss: 5.6985e-04 - acc: 1.0000
Epoch 343/500
187/187 [==============================] - 0s 39us/step - loss: 5.6532e-04 - acc: 1.0000
Epoch 344/500
187/187 [==============================] - 0s 40us/step - loss: 5.6146e-04 - acc: 1.0000
Epoch 345/500
187/187 [==============================] - 0s 40us/step - loss: 5.5710e-04 - acc: 1.0000
Epoch 346/500
187/187 [==============================] - 0s 38us/step - loss: 5.5372e-04 - acc: 1.0000
Epoch 347/500
187/187 [==============================] - 0s 38us/step - loss: 5.4922e-04 - acc: 1.0000
Epoch 348/500
187/187 [==============================] - 0s 38us/step - loss: 5.4565e-04 - acc: 1.0000
Epoch 349/500
187/187 [==============================] - 0s 38us/step - loss: 5.4101e-04 - acc: 1.0000
Epoch 350/500
187/187 [==============================] - 0s 38us/step - loss: 5.3745e-04 - acc: 1.0000
Epoch 351/500
187/187 [==============================] - 0s 38us/step - loss: 5.3303e-04 - acc: 1.0000
Epoch 352/500
187/187 [==============================] - 0s 38us/step - loss: 5.2933e-04 - acc: 1.0000
Epoch 353/500
187/187 [==============================] - 0s 38us/step - loss: 5.2552e-04 - acc: 1.0000
Epoch 354/500
187/187 [==============================] - 0s 38us/step - loss: 5.2105e-04 - acc: 1.0000
Epoch 355/500
187/187 [==============================] - 0s 39us/step - loss: 5.1753e-04 - acc: 1.0000
Epoch 356/500
187/187 [==============================] - 0s 38us/step - loss: 5.1455e-04 - acc: 1.0000
Epoch 357/500
187/187 [==============================] - 0s 38us/step - loss: 5.0960e-04 - acc: 1.0000
Epoch 358/500
187/187 [==============================] - 0s 39us/step - loss: 5.0650e-04 - acc: 1.0000
Epoch 359/500
187/187 [==============================] - 0s 39us/step - loss: 5.0297e-04 - acc: 1.0000
Epoch 360/500
187/187 [==============================] - 0s 39us/step - loss: 4.9986e-04 - acc: 1.0000
Epoch 361/500
187/187 [==============================] - 0s 38us/step - loss: 4.9530e-04 - acc: 1.0000
Epoch 362/500
187/187 [==============================] - 0s 39us/step - loss: 4.9186e-04 - acc: 1.0000
Epoch 363/500
187/187 [==============================] - 0s 39us/step - loss: 4.8918e-04 - acc: 1.0000
Epoch 364/500
187/187 [==============================] - 0s 39us/step - loss: 4.8508e-04 - acc: 1.0000
Epoch 365/500
187/187 [==============================] - 0s 39us/step - loss: 4.8090e-04 - acc: 1.0000
Epoch 366/500
187/187 [==============================] - 0s 41us/step - loss: 4.7793e-04 - acc: 1.0000
Epoch 367/500
187/187 [==============================] - 0s 40us/step - loss: 4.7459e-04 - acc: 1.0000
Epoch 368/500
187/187 [==============================] - 0s 40us/step - loss: 4.7073e-04 - acc: 1.0000
Epoch 369/500
187/187 [==============================] - 0s 40us/step - loss: 4.6766e-04 - acc: 1.0000
Epoch 370/500
187/187 [==============================] - 0s 40us/step - loss: 4.6450e-04 - acc: 1.0000
Epoch 371/500
187/187 [==============================] - 0s 38us/step - loss: 4.6114e-04 - acc: 1.0000
Epoch 372/500
187/187 [==============================] - 0s 41us/step - loss: 4.5770e-04 - acc: 1.0000
Epoch 373/500
187/187 [==============================] - 0s 40us/step - loss: 4.5491e-04 - acc: 1.0000
Epoch 374/500
187/187 [==============================] - 0s 39us/step - loss: 4.5128e-04 - acc: 1.0000
Epoch 375/500
187/187 [==============================] - 0s 40us/step - loss: 4.4821e-04 - acc: 1.0000
Epoch 376/500
187/187 [==============================] - 0s 39us/step - loss: 4.4572e-04 - acc: 1.0000
Epoch 377/500
187/187 [==============================] - 0s 40us/step - loss: 4.4222e-04 - acc: 1.0000
Epoch 378/500
187/187 [==============================] - 0s 41us/step - loss: 4.3911e-04 - acc: 1.0000
Epoch 379/500
187/187 [==============================] - 0s 41us/step - loss: 4.3647e-04 - acc: 1.0000
Epoch 380/500
187/187 [==============================] - 0s 42us/step - loss: 4.3294e-04 - acc: 1.0000
Epoch 381/500
187/187 [==============================] - 0s 43us/step - loss: 4.2947e-04 - acc: 1.0000
Epoch 382/500
187/187 [==============================] - 0s 41us/step - loss: 4.2673e-04 - acc: 1.0000
Epoch 383/500
187/187 [==============================] - 0s 41us/step - loss: 4.2402e-04 - acc: 1.0000
Epoch 384/500
187/187 [==============================] - 0s 40us/step - loss: 4.2081e-04 - acc: 1.0000
Epoch 385/500
187/187 [==============================] - 0s 42us/step - loss: 4.1738e-04 - acc: 1.0000
Epoch 386/500
187/187 [==============================] - 0s 45us/step - loss: 4.1486e-04 - acc: 1.0000
Epoch 387/500
187/187 [==============================] - 0s 44us/step - loss: 4.1153e-04 - acc: 1.0000
Epoch 388/500
187/187 [==============================] - 0s 44us/step - loss: 4.0869e-04 - acc: 1.0000
Epoch 389/500
187/187 [==============================] - 0s 42us/step - loss: 4.0631e-04 - acc: 1.0000
Epoch 390/500
187/187 [==============================] - 0s 39us/step - loss: 4.0341e-04 - acc: 1.0000
Epoch 391/500
187/187 [==============================] - 0s 40us/step - loss: 4.0061e-04 - acc: 1.0000
Epoch 392/500
187/187 [==============================] - 0s 38us/step - loss: 3.9773e-04 - acc: 1.0000
Epoch 393/500
187/187 [==============================] - 0s 41us/step - loss: 3.9512e-04 - acc: 1.0000
Epoch 394/500
187/187 [==============================] - 0s 37us/step - loss: 3.9302e-04 - acc: 1.0000
Epoch 395/500
187/187 [==============================] - 0s 38us/step - loss: 3.9024e-04 - acc: 1.0000
Epoch 396/500
187/187 [==============================] - 0s 38us/step - loss: 3.8713e-04 - acc: 1.0000
Epoch 397/500
187/187 [==============================] - 0s 38us/step - loss: 3.8459e-04 - acc: 1.0000
Epoch 398/500
187/187 [==============================] - 0s 38us/step - loss: 3.8258e-04 - acc: 1.0000
Epoch 399/500
187/187 [==============================] - 0s 39us/step - loss: 3.7975e-04 - acc: 1.0000
Epoch 400/500
187/187 [==============================] - 0s 38us/step - loss: 3.7691e-04 - acc: 1.0000
Epoch 401/500
187/187 [==============================] - 0s 39us/step - loss: 3.7443e-04 - acc: 1.0000
Epoch 402/500
187/187 [==============================] - 0s 39us/step - loss: 3.7177e-04 - acc: 1.0000
Epoch 403/500
187/187 [==============================] - 0s 38us/step - loss: 3.6934e-04 - acc: 1.0000
Epoch 404/500
187/187 [==============================] - 0s 38us/step - loss: 3.6733e-04 - acc: 1.0000
Epoch 405/500
187/187 [==============================] - 0s 38us/step - loss: 3.6448e-04 - acc: 1.0000
Epoch 406/500
187/187 [==============================] - 0s 38us/step - loss: 3.6203e-04 - acc: 1.0000
Epoch 407/500
187/187 [==============================] - 0s 38us/step - loss: 3.5933e-04 - acc: 1.0000
Epoch 408/500
187/187 [==============================] - 0s 39us/step - loss: 3.5730e-04 - acc: 1.0000
Epoch 409/500
187/187 [==============================] - 0s 39us/step - loss: 3.5496e-04 - acc: 1.0000
Epoch 410/500
187/187 [==============================] - 0s 39us/step - loss: 3.5249e-04 - acc: 1.0000
Epoch 411/500
187/187 [==============================] - 0s 38us/step - loss: 3.5003e-04 - acc: 1.0000
Epoch 412/500
187/187 [==============================] - 0s 38us/step - loss: 3.4753e-04 - acc: 1.0000
Epoch 413/500
187/187 [==============================] - 0s 38us/step - loss: 3.4548e-04 - acc: 1.0000
Epoch 414/500
187/187 [==============================] - 0s 38us/step - loss: 3.4328e-04 - acc: 1.0000
Epoch 415/500
187/187 [==============================] - 0s 38us/step - loss: 3.4120e-04 - acc: 1.0000
Epoch 416/500
187/187 [==============================] - 0s 39us/step - loss: 3.3873e-04 - acc: 1.0000
Epoch 417/500
187/187 [==============================] - 0s 39us/step - loss: 3.3648e-04 - acc: 1.0000
Epoch 418/500
187/187 [==============================] - 0s 39us/step - loss: 3.3432e-04 - acc: 1.0000
Epoch 419/500
187/187 [==============================] - 0s 39us/step - loss: 3.3233e-04 - acc: 1.0000
Epoch 420/500
187/187 [==============================] - 0s 39us/step - loss: 3.3027e-04 - acc: 1.0000
Epoch 421/500
187/187 [==============================] - 0s 38us/step - loss: 3.2789e-04 - acc: 1.0000
Epoch 422/500
187/187 [==============================] - 0s 38us/step - loss: 3.2588e-04 - acc: 1.0000
Epoch 423/500
187/187 [==============================] - 0s 39us/step - loss: 3.2359e-04 - acc: 1.0000
Epoch 424/500
187/187 [==============================] - 0s 38us/step - loss: 3.2142e-04 - acc: 1.0000
Epoch 425/500
187/187 [==============================] - 0s 40us/step - loss: 3.1949e-04 - acc: 1.0000
Epoch 426/500
187/187 [==============================] - 0s 39us/step - loss: 3.1743e-04 - acc: 1.0000
Epoch 427/500
187/187 [==============================] - 0s 38us/step - loss: 3.1551e-04 - acc: 1.0000
Epoch 428/500
187/187 [==============================] - 0s 38us/step - loss: 3.1345e-04 - acc: 1.0000
Epoch 429/500
187/187 [==============================] - 0s 38us/step - loss: 3.1202e-04 - acc: 1.0000
Epoch 430/500
187/187 [==============================] - 0s 37us/step - loss: 3.0958e-04 - acc: 1.0000
Epoch 431/500
187/187 [==============================] - 0s 38us/step - loss: 3.0744e-04 - acc: 1.0000
Epoch 432/500
187/187 [==============================] - 0s 38us/step - loss: 3.0549e-04 - acc: 1.0000
Epoch 433/500
187/187 [==============================] - 0s 37us/step - loss: 3.0341e-04 - acc: 1.0000
Epoch 434/500
187/187 [==============================] - 0s 38us/step - loss: 3.0140e-04 - acc: 1.0000
Epoch 435/500
187/187 [==============================] - 0s 40us/step - loss: 2.9932e-04 - acc: 1.0000
Epoch 436/500
187/187 [==============================] - 0s 38us/step - loss: 2.9764e-04 - acc: 1.0000
Epoch 437/500
187/187 [==============================] - 0s 39us/step - loss: 2.9581e-04 - acc: 1.0000
Epoch 438/500
187/187 [==============================] - 0s 37us/step - loss: 2.9405e-04 - acc: 1.0000
Epoch 439/500
187/187 [==============================] - 0s 38us/step - loss: 2.9195e-04 - acc: 1.0000
Epoch 440/500
187/187 [==============================] - 0s 40us/step - loss: 2.9007e-04 - acc: 1.0000
Epoch 441/500
187/187 [==============================] - 0s 39us/step - loss: 2.8832e-04 - acc: 1.0000
Epoch 442/500
187/187 [==============================] - 0s 39us/step - loss: 2.8653e-04 - acc: 1.0000
Epoch 443/500
187/187 [==============================] - 0s 38us/step - loss: 2.8471e-04 - acc: 1.0000
Epoch 444/500
187/187 [==============================] - 0s 39us/step - loss: 2.8303e-04 - acc: 1.0000
Epoch 445/500
187/187 [==============================] - 0s 38us/step - loss: 2.8092e-04 - acc: 1.0000
Epoch 446/500
187/187 [==============================] - 0s 38us/step - loss: 2.7920e-04 - acc: 1.0000
Epoch 447/500
187/187 [==============================] - 0s 37us/step - loss: 2.7746e-04 - acc: 1.0000
Epoch 448/500
187/187 [==============================] - 0s 38us/step - loss: 2.7573e-04 - acc: 1.0000
Epoch 449/500
187/187 [==============================] - 0s 39us/step - loss: 2.7414e-04 - acc: 1.0000
Epoch 450/500
187/187 [==============================] - 0s 40us/step - loss: 2.7232e-04 - acc: 1.0000
Epoch 451/500
187/187 [==============================] - 0s 39us/step - loss: 2.7059e-04 - acc: 1.0000
Epoch 452/500
187/187 [==============================] - 0s 39us/step - loss: 2.6889e-04 - acc: 1.0000
Epoch 453/500
187/187 [==============================] - 0s 40us/step - loss: 2.6726e-04 - acc: 1.0000
Epoch 454/500
187/187 [==============================] - 0s 38us/step - loss: 2.6557e-04 - acc: 1.0000
Epoch 455/500
187/187 [==============================] - 0s 40us/step - loss: 2.6402e-04 - acc: 1.0000
Epoch 456/500
187/187 [==============================] - 0s 38us/step - loss: 2.6242e-04 - acc: 1.0000
Epoch 457/500
187/187 [==============================] - 0s 40us/step - loss: 2.6059e-04 - acc: 1.0000
Epoch 458/500
187/187 [==============================] - 0s 39us/step - loss: 2.5902e-04 - acc: 1.0000
Epoch 459/500
187/187 [==============================] - 0s 40us/step - loss: 2.5763e-04 - acc: 1.0000
Epoch 460/500
187/187 [==============================] - 0s 39us/step - loss: 2.5594e-04 - acc: 1.0000
Epoch 461/500
187/187 [==============================] - 0s 40us/step - loss: 2.5429e-04 - acc: 1.0000
Epoch 462/500
187/187 [==============================] - 0s 40us/step - loss: 2.5282e-04 - acc: 1.0000
Epoch 463/500
187/187 [==============================] - 0s 40us/step - loss: 2.5135e-04 - acc: 1.0000
Epoch 464/500
187/187 [==============================] - 0s 40us/step - loss: 2.5007e-04 - acc: 1.0000
Epoch 465/500
187/187 [==============================] - 0s 42us/step - loss: 2.4837e-04 - acc: 1.0000
Epoch 466/500
187/187 [==============================] - 0s 40us/step - loss: 2.4650e-04 - acc: 1.0000
Epoch 467/500
187/187 [==============================] - 0s 39us/step - loss: 2.4538e-04 - acc: 1.0000
Epoch 468/500
187/187 [==============================] - 0s 41us/step - loss: 2.4370e-04 - acc: 1.0000
Epoch 469/500
187/187 [==============================] - 0s 40us/step - loss: 2.4210e-04 - acc: 1.0000
Epoch 470/500
187/187 [==============================] - 0s 40us/step - loss: 2.4062e-04 - acc: 1.0000
Epoch 471/500
187/187 [==============================] - 0s 40us/step - loss: 2.3917e-04 - acc: 1.0000
Epoch 472/500
187/187 [==============================] - 0s 41us/step - loss: 2.3785e-04 - acc: 1.0000
Epoch 473/500
187/187 [==============================] - 0s 39us/step - loss: 2.3631e-04 - acc: 1.0000
Epoch 474/500
187/187 [==============================] - 0s 39us/step - loss: 2.3509e-04 - acc: 1.0000
Epoch 475/500
187/187 [==============================] - 0s 39us/step - loss: 2.3347e-04 - acc: 1.0000
Epoch 476/500
187/187 [==============================] - 0s 40us/step - loss: 2.3198e-04 - acc: 1.0000
Epoch 477/500
187/187 [==============================] - 0s 40us/step - loss: 2.3066e-04 - acc: 1.0000
Epoch 478/500
187/187 [==============================] - 0s 39us/step - loss: 2.2923e-04 - acc: 1.0000
Epoch 479/500
187/187 [==============================] - 0s 39us/step - loss: 2.2787e-04 - acc: 1.0000
Epoch 480/500
187/187 [==============================] - 0s 41us/step - loss: 2.2671e-04 - acc: 1.0000
Epoch 481/500
187/187 [==============================] - 0s 51us/step - loss: 2.2521e-04 - acc: 1.0000
Epoch 482/500
187/187 [==============================] - 0s 49us/step - loss: 2.2375e-04 - acc: 1.0000
Epoch 483/500
187/187 [==============================] - 0s 49us/step - loss: 2.2257e-04 - acc: 1.0000
Epoch 484/500
187/187 [==============================] - 0s 49us/step - loss: 2.2092e-04 - acc: 1.0000
Epoch 485/500
187/187 [==============================] - 0s 49us/step - loss: 2.1959e-04 - acc: 1.0000
Epoch 486/500
187/187 [==============================] - 0s 48us/step - loss: 2.1828e-04 - acc: 1.0000
Epoch 487/500
187/187 [==============================] - 0s 48us/step - loss: 2.1710e-04 - acc: 1.0000
Epoch 488/500
187/187 [==============================] - 0s 48us/step - loss: 2.1589e-04 - acc: 1.0000
Epoch 489/500
187/187 [==============================] - 0s 47us/step - loss: 2.1434e-04 - acc: 1.0000
Epoch 490/500
187/187 [==============================] - 0s 49us/step - loss: 2.1328e-04 - acc: 1.0000
Epoch 491/500
187/187 [==============================] - 0s 48us/step - loss: 2.1215e-04 - acc: 1.0000
Epoch 492/500
187/187 [==============================] - 0s 48us/step - loss: 2.1091e-04 - acc: 1.0000
Epoch 493/500
187/187 [==============================] - 0s 49us/step - loss: 2.0967e-04 - acc: 1.0000
Epoch 494/500
187/187 [==============================] - 0s 50us/step - loss: 2.0807e-04 - acc: 1.0000
Epoch 495/500
187/187 [==============================] - 0s 50us/step - loss: 2.0681e-04 - acc: 1.0000
Epoch 496/500
187/187 [==============================] - 0s 50us/step - loss: 2.0605e-04 - acc: 1.0000
Epoch 497/500
187/187 [==============================] - 0s 47us/step - loss: 2.0446e-04 - acc: 1.0000
Epoch 498/500
187/187 [==============================] - 0s 47us/step - loss: 2.0335e-04 - acc: 1.0000
Epoch 499/500
187/187 [==============================] - 0s 48us/step - loss: 2.0190e-04 - acc: 1.0000
Epoch 500/500
187/187 [==============================] - 0s 49us/step - loss: 2.0075e-04 - acc: 1.0000
21/21 [==============================] - 0s 12ms/step
Epoch 1/500
187/187 [==============================] - 1s 3ms/step - loss: 0.7998 - acc: 0.5080
Epoch 2/500
187/187 [==============================] - 0s 120us/step - loss: 0.6461 - acc: 0.6310
Epoch 3/500
187/187 [==============================] - 0s 77us/step - loss: 0.5522 - acc: 0.7273
Epoch 4/500
187/187 [==============================] - 0s 73us/step - loss: 0.4897 - acc: 0.8021
Epoch 5/500
187/187 [==============================] - 0s 45us/step - loss: 0.4434 - acc: 0.8396
Epoch 6/500
187/187 [==============================] - 0s 50us/step - loss: 0.4061 - acc: 0.8610
Epoch 7/500
187/187 [==============================] - 0s 48us/step - loss: 0.3753 - acc: 0.8717
Epoch 8/500
187/187 [==============================] - 0s 47us/step - loss: 0.3461 - acc: 0.8930
Epoch 9/500
187/187 [==============================] - 0s 46us/step - loss: 0.3220 - acc: 0.9251
Epoch 10/500
187/187 [==============================] - 0s 47us/step - loss: 0.3006 - acc: 0.9251
Epoch 11/500
187/187 [==============================] - 0s 49us/step - loss: 0.2818 - acc: 0.9412
Epoch 12/500
187/187 [==============================] - 0s 51us/step - loss: 0.2628 - acc: 0.9519
Epoch 13/500
187/187 [==============================] - 0s 49us/step - loss: 0.2469 - acc: 0.9626
Epoch 14/500
187/187 [==============================] - 0s 46us/step - loss: 0.2335 - acc: 0.9679
Epoch 15/500
187/187 [==============================] - 0s 43us/step - loss: 0.2180 - acc: 0.9786
Epoch 16/500
187/187 [==============================] - 0s 41us/step - loss: 0.2049 - acc: 0.9893
Epoch 17/500
187/187 [==============================] - 0s 43us/step - loss: 0.1941 - acc: 0.9893
Epoch 18/500
187/187 [==============================] - 0s 42us/step - loss: 0.1834 - acc: 0.9893
Epoch 19/500
187/187 [==============================] - 0s 40us/step - loss: 0.1727 - acc: 0.9893
Epoch 20/500
187/187 [==============================] - 0s 42us/step - loss: 0.1637 - acc: 0.9893
Epoch 21/500
187/187 [==============================] - 0s 49us/step - loss: 0.1552 - acc: 0.9893
Epoch 22/500
187/187 [==============================] - 0s 49us/step - loss: 0.1472 - acc: 0.9893
Epoch 23/500
187/187 [==============================] - 0s 45us/step - loss: 0.1394 - acc: 0.9947
Epoch 24/500
187/187 [==============================] - 0s 46us/step - loss: 0.1323 - acc: 0.9947
Epoch 25/500
187/187 [==============================] - 0s 47us/step - loss: 0.1258 - acc: 0.9947
Epoch 26/500
187/187 [==============================] - 0s 45us/step - loss: 0.1195 - acc: 0.9947
Epoch 27/500
187/187 [==============================] - 0s 45us/step - loss: 0.1134 - acc: 0.9947
Epoch 28/500
187/187 [==============================] - 0s 44us/step - loss: 0.1077 - acc: 0.9947
Epoch 29/500
187/187 [==============================] - 0s 43us/step - loss: 0.1025 - acc: 0.9947
Epoch 30/500
187/187 [==============================] - 0s 44us/step - loss: 0.0975 - acc: 0.9947
Epoch 31/500
187/187 [==============================] - 0s 42us/step - loss: 0.0934 - acc: 0.9947
Epoch 32/500
187/187 [==============================] - 0s 48us/step - loss: 0.0886 - acc: 0.9947
Epoch 33/500
187/187 [==============================] - 0s 49us/step - loss: 0.0845 - acc: 1.0000
Epoch 34/500
187/187 [==============================] - 0s 45us/step - loss: 0.0807 - acc: 1.0000
Epoch 35/500
187/187 [==============================] - 0s 42us/step - loss: 0.0772 - acc: 1.0000
Epoch 36/500
187/187 [==============================] - 0s 40us/step - loss: 0.0735 - acc: 1.0000
Epoch 37/500
187/187 [==============================] - 0s 39us/step - loss: 0.0703 - acc: 1.0000
Epoch 38/500
187/187 [==============================] - 0s 40us/step - loss: 0.0672 - acc: 1.0000
Epoch 39/500
187/187 [==============================] - 0s 40us/step - loss: 0.0647 - acc: 1.0000
Epoch 40/500
187/187 [==============================] - 0s 39us/step - loss: 0.0615 - acc: 1.0000
Epoch 41/500
187/187 [==============================] - 0s 42us/step - loss: 0.0588 - acc: 1.0000
Epoch 42/500
187/187 [==============================] - 0s 44us/step - loss: 0.0564 - acc: 1.0000
Epoch 43/500
187/187 [==============================] - 0s 43us/step - loss: 0.0541 - acc: 1.0000
Epoch 44/500
187/187 [==============================] - 0s 45us/step - loss: 0.0518 - acc: 1.0000
Epoch 45/500
187/187 [==============================] - 0s 42us/step - loss: 0.0496 - acc: 1.0000
Epoch 46/500
187/187 [==============================] - 0s 41us/step - loss: 0.0477 - acc: 1.0000
Epoch 47/500
187/187 [==============================] - 0s 42us/step - loss: 0.0458 - acc: 1.0000
Epoch 48/500
187/187 [==============================] - 0s 40us/step - loss: 0.0441 - acc: 1.0000
Epoch 49/500
187/187 [==============================] - 0s 45us/step - loss: 0.0423 - acc: 1.0000
Epoch 50/500
187/187 [==============================] - 0s 44us/step - loss: 0.0407 - acc: 1.0000
Epoch 51/500
187/187 [==============================] - 0s 46us/step - loss: 0.0392 - acc: 1.0000
Epoch 52/500
187/187 [==============================] - 0s 43us/step - loss: 0.0378 - acc: 1.0000
Epoch 53/500
187/187 [==============================] - 0s 44us/step - loss: 0.0364 - acc: 1.0000
Epoch 54/500
187/187 [==============================] - 0s 47us/step - loss: 0.0351 - acc: 1.0000
Epoch 55/500
187/187 [==============================] - 0s 40us/step - loss: 0.0339 - acc: 1.0000
Epoch 56/500
187/187 [==============================] - 0s 47us/step - loss: 0.0327 - acc: 1.0000
Epoch 57/500
187/187 [==============================] - 0s 42us/step - loss: 0.0316 - acc: 1.0000
Epoch 58/500
187/187 [==============================] - 0s 42us/step - loss: 0.0305 - acc: 1.0000
Epoch 59/500
187/187 [==============================] - 0s 42us/step - loss: 0.0295 - acc: 1.0000
Epoch 60/500
187/187 [==============================] - 0s 42us/step - loss: 0.0284 - acc: 1.0000
Epoch 61/500
187/187 [==============================] - 0s 41us/step - loss: 0.0275 - acc: 1.0000
Epoch 62/500
187/187 [==============================] - 0s 40us/step - loss: 0.0267 - acc: 1.0000
Epoch 63/500
187/187 [==============================] - 0s 48us/step - loss: 0.0257 - acc: 1.0000
Epoch 64/500
187/187 [==============================] - 0s 45us/step - loss: 0.0249 - acc: 1.0000
Epoch 65/500
187/187 [==============================] - 0s 48us/step - loss: 0.0241 - acc: 1.0000
Epoch 66/500
187/187 [==============================] - 0s 48us/step - loss: 0.0233 - acc: 1.0000
Epoch 67/500
187/187 [==============================] - 0s 40us/step - loss: 0.0227 - acc: 1.0000
Epoch 68/500
187/187 [==============================] - 0s 40us/step - loss: 0.0220 - acc: 1.0000
Epoch 69/500
187/187 [==============================] - 0s 42us/step - loss: 0.0213 - acc: 1.0000
Epoch 70/500
187/187 [==============================] - 0s 44us/step - loss: 0.0207 - acc: 1.0000
Epoch 71/500
187/187 [==============================] - 0s 44us/step - loss: 0.0201 - acc: 1.0000
Epoch 72/500
187/187 [==============================] - 0s 42us/step - loss: 0.0195 - acc: 1.0000
Epoch 73/500
187/187 [==============================] - 0s 41us/step - loss: 0.0190 - acc: 1.0000
Epoch 74/500
187/187 [==============================] - 0s 40us/step - loss: 0.0184 - acc: 1.0000
Epoch 75/500
187/187 [==============================] - 0s 43us/step - loss: 0.0179 - acc: 1.0000
Epoch 76/500
187/187 [==============================] - 0s 38us/step - loss: 0.0174 - acc: 1.0000
Epoch 77/500
187/187 [==============================] - 0s 40us/step - loss: 0.0169 - acc: 1.0000
Epoch 78/500
187/187 [==============================] - 0s 44us/step - loss: 0.0165 - acc: 1.0000
Epoch 79/500
187/187 [==============================] - 0s 43us/step - loss: 0.0161 - acc: 1.0000
Epoch 80/500
187/187 [==============================] - 0s 42us/step - loss: 0.0156 - acc: 1.0000
Epoch 81/500
187/187 [==============================] - 0s 39us/step - loss: 0.0152 - acc: 1.0000
Epoch 82/500
187/187 [==============================] - 0s 39us/step - loss: 0.0148 - acc: 1.0000
Epoch 83/500
187/187 [==============================] - 0s 40us/step - loss: 0.0145 - acc: 1.0000
Epoch 84/500
187/187 [==============================] - 0s 40us/step - loss: 0.0141 - acc: 1.0000
Epoch 85/500
187/187 [==============================] - 0s 40us/step - loss: 0.0137 - acc: 1.0000
Epoch 86/500
187/187 [==============================] - 0s 39us/step - loss: 0.0134 - acc: 1.0000
Epoch 87/500
187/187 [==============================] - 0s 39us/step - loss: 0.0131 - acc: 1.0000
Epoch 88/500
187/187 [==============================] - 0s 39us/step - loss: 0.0128 - acc: 1.0000
Epoch 89/500
187/187 [==============================] - 0s 39us/step - loss: 0.0125 - acc: 1.0000
Epoch 90/500
187/187 [==============================] - 0s 40us/step - loss: 0.0122 - acc: 1.0000
Epoch 91/500
187/187 [==============================] - 0s 40us/step - loss: 0.0119 - acc: 1.0000
Epoch 92/500
187/187 [==============================] - 0s 38us/step - loss: 0.0116 - acc: 1.0000
Epoch 93/500
187/187 [==============================] - 0s 39us/step - loss: 0.0113 - acc: 1.0000
Epoch 94/500
187/187 [==============================] - 0s 39us/step - loss: 0.0111 - acc: 1.0000
Epoch 95/500
187/187 [==============================] - 0s 39us/step - loss: 0.0108 - acc: 1.0000
Epoch 96/500
187/187 [==============================] - 0s 38us/step - loss: 0.0106 - acc: 1.0000
Epoch 97/500
187/187 [==============================] - 0s 39us/step - loss: 0.0103 - acc: 1.0000
Epoch 98/500
187/187 [==============================] - 0s 39us/step - loss: 0.0101 - acc: 1.0000
Epoch 99/500
187/187 [==============================] - 0s 41us/step - loss: 0.0099 - acc: 1.0000
Epoch 100/500
187/187 [==============================] - 0s 40us/step - loss: 0.0097 - acc: 1.0000
Epoch 101/500
187/187 [==============================] - 0s 41us/step - loss: 0.0095 - acc: 1.0000
Epoch 102/500
187/187 [==============================] - 0s 39us/step - loss: 0.0093 - acc: 1.0000
Epoch 103/500
187/187 [==============================] - 0s 43us/step - loss: 0.0091 - acc: 1.0000
Epoch 104/500
187/187 [==============================] - 0s 42us/step - loss: 0.0089 - acc: 1.0000
Epoch 105/500
187/187 [==============================] - 0s 45us/step - loss: 0.0087 - acc: 1.0000
Epoch 106/500
187/187 [==============================] - 0s 45us/step - loss: 0.0085 - acc: 1.0000
Epoch 107/500
187/187 [==============================] - 0s 41us/step - loss: 0.0083 - acc: 1.0000
Epoch 108/500
187/187 [==============================] - 0s 37us/step - loss: 0.0082 - acc: 1.0000
Epoch 109/500
187/187 [==============================] - 0s 39us/step - loss: 0.0080 - acc: 1.0000
Epoch 110/500
187/187 [==============================] - 0s 39us/step - loss: 0.0078 - acc: 1.0000
Epoch 111/500
187/187 [==============================] - 0s 40us/step - loss: 0.0077 - acc: 1.0000
Epoch 112/500
187/187 [==============================] - 0s 39us/step - loss: 0.0075 - acc: 1.0000
Epoch 113/500
187/187 [==============================] - 0s 41us/step - loss: 0.0074 - acc: 1.0000
Epoch 114/500
187/187 [==============================] - 0s 39us/step - loss: 0.0072 - acc: 1.0000
Epoch 115/500
187/187 [==============================] - 0s 40us/step - loss: 0.0071 - acc: 1.0000
Epoch 116/500
187/187 [==============================] - 0s 39us/step - loss: 0.0070 - acc: 1.0000
Epoch 117/500
187/187 [==============================] - 0s 38us/step - loss: 0.0068 - acc: 1.0000
Epoch 118/500
187/187 [==============================] - 0s 40us/step - loss: 0.0067 - acc: 1.0000
Epoch 119/500
187/187 [==============================] - 0s 39us/step - loss: 0.0066 - acc: 1.0000
Epoch 120/500
187/187 [==============================] - 0s 39us/step - loss: 0.0065 - acc: 1.0000
Epoch 121/500
187/187 [==============================] - 0s 39us/step - loss: 0.0064 - acc: 1.0000
Epoch 122/500
187/187 [==============================] - 0s 40us/step - loss: 0.0062 - acc: 1.0000
Epoch 123/500
187/187 [==============================] - 0s 38us/step - loss: 0.0061 - acc: 1.0000
Epoch 124/500
187/187 [==============================] - 0s 38us/step - loss: 0.0060 - acc: 1.0000
Epoch 125/500
187/187 [==============================] - 0s 39us/step - loss: 0.0059 - acc: 1.0000
Epoch 126/500
187/187 [==============================] - 0s 40us/step - loss: 0.0058 - acc: 1.0000
Epoch 127/500
187/187 [==============================] - 0s 41us/step - loss: 0.0057 - acc: 1.0000
Epoch 128/500
187/187 [==============================] - 0s 41us/step - loss: 0.0056 - acc: 1.0000
Epoch 129/500
187/187 [==============================] - 0s 40us/step - loss: 0.0055 - acc: 1.0000
Epoch 130/500
187/187 [==============================] - 0s 40us/step - loss: 0.0054 - acc: 1.0000
Epoch 131/500
187/187 [==============================] - 0s 39us/step - loss: 0.0053 - acc: 1.0000
Epoch 132/500
187/187 [==============================] - 0s 42us/step - loss: 0.0052 - acc: 1.0000
Epoch 133/500
187/187 [==============================] - 0s 39us/step - loss: 0.0052 - acc: 1.0000
Epoch 134/500
187/187 [==============================] - 0s 40us/step - loss: 0.0051 - acc: 1.0000
Epoch 135/500
187/187 [==============================] - 0s 40us/step - loss: 0.0050 - acc: 1.0000
Epoch 136/500
187/187 [==============================] - 0s 40us/step - loss: 0.0049 - acc: 1.0000
Epoch 137/500
187/187 [==============================] - 0s 40us/step - loss: 0.0048 - acc: 1.0000
Epoch 138/500
187/187 [==============================] - 0s 41us/step - loss: 0.0048 - acc: 1.0000
Epoch 139/500
187/187 [==============================] - 0s 39us/step - loss: 0.0047 - acc: 1.0000
Epoch 140/500
187/187 [==============================] - 0s 40us/step - loss: 0.0046 - acc: 1.0000
Epoch 141/500
187/187 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 142/500
187/187 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 143/500
187/187 [==============================] - 0s 39us/step - loss: 0.0044 - acc: 1.0000
Epoch 144/500
187/187 [==============================] - 0s 40us/step - loss: 0.0043 - acc: 1.0000
Epoch 145/500
187/187 [==============================] - 0s 39us/step - loss: 0.0043 - acc: 1.0000
Epoch 146/500
187/187 [==============================] - 0s 39us/step - loss: 0.0042 - acc: 1.0000
Epoch 147/500
187/187 [==============================] - 0s 39us/step - loss: 0.0041 - acc: 1.0000
Epoch 148/500
187/187 [==============================] - 0s 39us/step - loss: 0.0041 - acc: 1.0000
Epoch 149/500
187/187 [==============================] - 0s 39us/step - loss: 0.0040 - acc: 1.0000
Epoch 150/500
187/187 [==============================] - 0s 40us/step - loss: 0.0040 - acc: 1.0000
Epoch 151/500
187/187 [==============================] - 0s 40us/step - loss: 0.0039 - acc: 1.0000
Epoch 152/500
187/187 [==============================] - 0s 40us/step - loss: 0.0038 - acc: 1.0000
Epoch 153/500
187/187 [==============================] - 0s 40us/step - loss: 0.0038 - acc: 1.0000
Epoch 154/500
187/187 [==============================] - 0s 39us/step - loss: 0.0037 - acc: 1.0000
Epoch 155/500
187/187 [==============================] - 0s 39us/step - loss: 0.0037 - acc: 1.0000
Epoch 156/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 157/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 158/500
187/187 [==============================] - 0s 38us/step - loss: 0.0035 - acc: 1.0000
Epoch 159/500
187/187 [==============================] - 0s 39us/step - loss: 0.0035 - acc: 1.0000
Epoch 160/500
187/187 [==============================] - 0s 39us/step - loss: 0.0034 - acc: 1.0000
Epoch 161/500
187/187 [==============================] - 0s 39us/step - loss: 0.0034 - acc: 1.0000
Epoch 162/500
187/187 [==============================] - 0s 38us/step - loss: 0.0033 - acc: 1.0000
Epoch 163/500
187/187 [==============================] - 0s 38us/step - loss: 0.0033 - acc: 1.0000
Epoch 164/500
187/187 [==============================] - 0s 38us/step - loss: 0.0032 - acc: 1.0000
Epoch 165/500
187/187 [==============================] - 0s 38us/step - loss: 0.0032 - acc: 1.0000
Epoch 166/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 167/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 168/500
187/187 [==============================] - 0s 40us/step - loss: 0.0031 - acc: 1.0000
Epoch 169/500
187/187 [==============================] - 0s 43us/step - loss: 0.0030 - acc: 1.0000
Epoch 170/500
187/187 [==============================] - 0s 43us/step - loss: 0.0030 - acc: 1.0000
Epoch 171/500
187/187 [==============================] - 0s 43us/step - loss: 0.0029 - acc: 1.0000
Epoch 172/500
187/187 [==============================] - 0s 43us/step - loss: 0.0029 - acc: 1.0000
Epoch 173/500
187/187 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 174/500
187/187 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 175/500
187/187 [==============================] - 0s 39us/step - loss: 0.0028 - acc: 1.0000
Epoch 176/500
187/187 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 177/500
187/187 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 178/500
187/187 [==============================] - 0s 40us/step - loss: 0.0027 - acc: 1.0000
Epoch 179/500
187/187 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 180/500
187/187 [==============================] - 0s 42us/step - loss: 0.0026 - acc: 1.0000
Epoch 181/500
187/187 [==============================] - 0s 39us/step - loss: 0.0026 - acc: 1.0000
Epoch 182/500
187/187 [==============================] - 0s 39us/step - loss: 0.0026 - acc: 1.0000
Epoch 183/500
187/187 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 184/500
187/187 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 185/500
187/187 [==============================] - 0s 39us/step - loss: 0.0025 - acc: 1.0000
Epoch 186/500
187/187 [==============================] - 0s 39us/step - loss: 0.0024 - acc: 1.0000
Epoch 187/500
187/187 [==============================] - 0s 39us/step - loss: 0.0024 - acc: 1.0000
Epoch 188/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 189/500
187/187 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 190/500
187/187 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 191/500
187/187 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 192/500
187/187 [==============================] - 0s 39us/step - loss: 0.0023 - acc: 1.0000
Epoch 193/500
187/187 [==============================] - 0s 40us/step - loss: 0.0022 - acc: 1.0000
Epoch 194/500
187/187 [==============================] - 0s 40us/step - loss: 0.0022 - acc: 1.0000
Epoch 195/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 196/500
187/187 [==============================] - 0s 41us/step - loss: 0.0022 - acc: 1.0000
Epoch 197/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 198/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 199/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 200/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 201/500
187/187 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 202/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 203/500
187/187 [==============================] - 0s 41us/step - loss: 0.0020 - acc: 1.0000
Epoch 204/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 205/500
187/187 [==============================] - 0s 42us/step - loss: 0.0019 - acc: 1.0000
Epoch 206/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 207/500
187/187 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 208/500
187/187 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 209/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 210/500
187/187 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 211/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 212/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 213/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 214/500
187/187 [==============================] - 0s 39us/step - loss: 0.0018 - acc: 1.0000
Epoch 215/500
187/187 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 216/500
187/187 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 217/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 218/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 219/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 220/500
187/187 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 221/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 222/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 223/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 224/500
187/187 [==============================] - 0s 44us/step - loss: 0.0016 - acc: 1.0000
Epoch 225/500
187/187 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 226/500
187/187 [==============================] - 0s 44us/step - loss: 0.0015 - acc: 1.0000
Epoch 227/500
187/187 [==============================] - 0s 48us/step - loss: 0.0015 - acc: 1.0000
Epoch 228/500
187/187 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 229/500
187/187 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 230/500
187/187 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 231/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 232/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 233/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 234/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 235/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 236/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 237/500
187/187 [==============================] - 0s 36us/step - loss: 0.0014 - acc: 1.0000
Epoch 238/500
187/187 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 239/500
187/187 [==============================] - 0s 37us/step - loss: 0.0014 - acc: 1.0000
Epoch 240/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 241/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 242/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 243/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 244/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 245/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 246/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 247/500
187/187 [==============================] - 0s 37us/step - loss: 0.0013 - acc: 1.0000
Epoch 248/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 249/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 250/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 251/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 252/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 253/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 254/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 255/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 256/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 257/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 258/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 259/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 260/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 261/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 262/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 263/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 264/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 265/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 266/500
187/187 [==============================] - 0s 37us/step - loss: 0.0011 - acc: 1.0000
Epoch 267/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 268/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 269/500
187/187 [==============================] - 0s 37us/step - loss: 0.0010 - acc: 1.0000
Epoch 270/500
187/187 [==============================] - 0s 37us/step - loss: 0.0010 - acc: 1.0000
Epoch 271/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 272/500
187/187 [==============================] - 0s 37us/step - loss: 9.9908e-04 - acc: 1.0000
Epoch 273/500
187/187 [==============================] - 0s 40us/step - loss: 9.9004e-04 - acc: 1.0000
Epoch 274/500
187/187 [==============================] - 0s 37us/step - loss: 9.8157e-04 - acc: 1.0000
Epoch 275/500
187/187 [==============================] - 0s 38us/step - loss: 9.7213e-04 - acc: 1.0000
Epoch 276/500
187/187 [==============================] - 0s 37us/step - loss: 9.6315e-04 - acc: 1.0000
Epoch 277/500
187/187 [==============================] - 0s 38us/step - loss: 9.5516e-04 - acc: 1.0000
Epoch 278/500
187/187 [==============================] - 0s 37us/step - loss: 9.4655e-04 - acc: 1.0000
Epoch 279/500
187/187 [==============================] - 0s 37us/step - loss: 9.3945e-04 - acc: 1.0000
Epoch 280/500
187/187 [==============================] - 0s 38us/step - loss: 9.3137e-04 - acc: 1.0000
Epoch 281/500
187/187 [==============================] - 0s 37us/step - loss: 9.2330e-04 - acc: 1.0000
Epoch 282/500
187/187 [==============================] - 0s 38us/step - loss: 9.1570e-04 - acc: 1.0000
Epoch 283/500
187/187 [==============================] - 0s 37us/step - loss: 9.0714e-04 - acc: 1.0000
Epoch 284/500
187/187 [==============================] - 0s 37us/step - loss: 8.9945e-04 - acc: 1.0000
Epoch 285/500
187/187 [==============================] - 0s 37us/step - loss: 8.9200e-04 - acc: 1.0000
Epoch 286/500
187/187 [==============================] - 0s 37us/step - loss: 8.8378e-04 - acc: 1.0000
Epoch 287/500
187/187 [==============================] - 0s 38us/step - loss: 8.7651e-04 - acc: 1.0000
Epoch 288/500
187/187 [==============================] - 0s 38us/step - loss: 8.6914e-04 - acc: 1.0000
Epoch 289/500
187/187 [==============================] - 0s 37us/step - loss: 8.6258e-04 - acc: 1.0000
Epoch 290/500
187/187 [==============================] - 0s 37us/step - loss: 8.5494e-04 - acc: 1.0000
Epoch 291/500
187/187 [==============================] - 0s 37us/step - loss: 8.4694e-04 - acc: 1.0000
Epoch 292/500
187/187 [==============================] - 0s 37us/step - loss: 8.4098e-04 - acc: 1.0000
Epoch 293/500
187/187 [==============================] - 0s 39us/step - loss: 8.3356e-04 - acc: 1.0000
Epoch 294/500
187/187 [==============================] - 0s 41us/step - loss: 8.2654e-04 - acc: 1.0000
Epoch 295/500
187/187 [==============================] - 0s 41us/step - loss: 8.2029e-04 - acc: 1.0000
Epoch 296/500
187/187 [==============================] - 0s 40us/step - loss: 8.1378e-04 - acc: 1.0000
Epoch 297/500
187/187 [==============================] - 0s 39us/step - loss: 8.0666e-04 - acc: 1.0000
Epoch 298/500
187/187 [==============================] - 0s 39us/step - loss: 8.0060e-04 - acc: 1.0000
Epoch 299/500
187/187 [==============================] - 0s 41us/step - loss: 7.9343e-04 - acc: 1.0000
Epoch 300/500
187/187 [==============================] - 0s 41us/step - loss: 7.8781e-04 - acc: 1.0000
Epoch 301/500
187/187 [==============================] - 0s 41us/step - loss: 7.8045e-04 - acc: 1.0000
Epoch 302/500
187/187 [==============================] - 0s 39us/step - loss: 7.7511e-04 - acc: 1.0000
Epoch 303/500
187/187 [==============================] - 0s 39us/step - loss: 7.6861e-04 - acc: 1.0000
Epoch 304/500
187/187 [==============================] - 0s 39us/step - loss: 7.6212e-04 - acc: 1.0000
Epoch 305/500
187/187 [==============================] - 0s 39us/step - loss: 7.5627e-04 - acc: 1.0000
Epoch 306/500
187/187 [==============================] - 0s 41us/step - loss: 7.5021e-04 - acc: 1.0000
Epoch 307/500
187/187 [==============================] - 0s 44us/step - loss: 7.4453e-04 - acc: 1.0000
Epoch 308/500
187/187 [==============================] - 0s 40us/step - loss: 7.3855e-04 - acc: 1.0000
Epoch 309/500
187/187 [==============================] - 0s 41us/step - loss: 7.3246e-04 - acc: 1.0000
Epoch 310/500
187/187 [==============================] - 0s 39us/step - loss: 7.2659e-04 - acc: 1.0000
Epoch 311/500
187/187 [==============================] - 0s 39us/step - loss: 7.2084e-04 - acc: 1.0000
Epoch 312/500
187/187 [==============================] - 0s 39us/step - loss: 7.1474e-04 - acc: 1.0000
Epoch 313/500
187/187 [==============================] - 0s 40us/step - loss: 7.0952e-04 - acc: 1.0000
Epoch 314/500
187/187 [==============================] - 0s 44us/step - loss: 7.0374e-04 - acc: 1.0000
Epoch 315/500
187/187 [==============================] - 0s 43us/step - loss: 6.9862e-04 - acc: 1.0000
Epoch 316/500
187/187 [==============================] - 0s 44us/step - loss: 6.9264e-04 - acc: 1.0000
Epoch 317/500
187/187 [==============================] - 0s 43us/step - loss: 6.8708e-04 - acc: 1.0000
Epoch 318/500
187/187 [==============================] - 0s 38us/step - loss: 6.8213e-04 - acc: 1.0000
Epoch 319/500
187/187 [==============================] - 0s 39us/step - loss: 6.7747e-04 - acc: 1.0000
Epoch 320/500
187/187 [==============================] - 0s 41us/step - loss: 6.7193e-04 - acc: 1.0000
Epoch 321/500
187/187 [==============================] - 0s 42us/step - loss: 6.6643e-04 - acc: 1.0000
Epoch 322/500
187/187 [==============================] - 0s 45us/step - loss: 6.6053e-04 - acc: 1.0000
Epoch 323/500
187/187 [==============================] - 0s 46us/step - loss: 6.5566e-04 - acc: 1.0000
Epoch 324/500
187/187 [==============================] - 0s 44us/step - loss: 6.5089e-04 - acc: 1.0000
Epoch 325/500
187/187 [==============================] - 0s 42us/step - loss: 6.4573e-04 - acc: 1.0000
Epoch 326/500
187/187 [==============================] - 0s 42us/step - loss: 6.4072e-04 - acc: 1.0000
Epoch 327/500
187/187 [==============================] - 0s 38us/step - loss: 6.3591e-04 - acc: 1.0000
Epoch 328/500
187/187 [==============================] - 0s 39us/step - loss: 6.3086e-04 - acc: 1.0000
Epoch 329/500
187/187 [==============================] - 0s 40us/step - loss: 6.2597e-04 - acc: 1.0000
Epoch 330/500
187/187 [==============================] - 0s 39us/step - loss: 6.2131e-04 - acc: 1.0000
Epoch 331/500
187/187 [==============================] - 0s 39us/step - loss: 6.1589e-04 - acc: 1.0000
Epoch 332/500
187/187 [==============================] - 0s 37us/step - loss: 6.1196e-04 - acc: 1.0000
Epoch 333/500
187/187 [==============================] - 0s 46us/step - loss: 6.0669e-04 - acc: 1.0000
Epoch 334/500
187/187 [==============================] - 0s 44us/step - loss: 6.0235e-04 - acc: 1.0000
Epoch 335/500
187/187 [==============================] - 0s 40us/step - loss: 5.9776e-04 - acc: 1.0000
Epoch 336/500
187/187 [==============================] - 0s 39us/step - loss: 5.9270e-04 - acc: 1.0000
Epoch 337/500
187/187 [==============================] - 0s 41us/step - loss: 5.8862e-04 - acc: 1.0000
Epoch 338/500
187/187 [==============================] - 0s 41us/step - loss: 5.8405e-04 - acc: 1.0000
Epoch 339/500
187/187 [==============================] - 0s 40us/step - loss: 5.8019e-04 - acc: 1.0000
Epoch 340/500
187/187 [==============================] - 0s 42us/step - loss: 5.7602e-04 - acc: 1.0000
Epoch 341/500
187/187 [==============================] - 0s 40us/step - loss: 5.7096e-04 - acc: 1.0000
Epoch 342/500
187/187 [==============================] - 0s 38us/step - loss: 5.6703e-04 - acc: 1.0000
Epoch 343/500
187/187 [==============================] - 0s 38us/step - loss: 5.6276e-04 - acc: 1.0000
Epoch 344/500
187/187 [==============================] - 0s 38us/step - loss: 5.5831e-04 - acc: 1.0000
Epoch 345/500
187/187 [==============================] - 0s 37us/step - loss: 5.5501e-04 - acc: 1.0000
Epoch 346/500
187/187 [==============================] - 0s 38us/step - loss: 5.5058e-04 - acc: 1.0000
Epoch 347/500
187/187 [==============================] - 0s 41us/step - loss: 5.4629e-04 - acc: 1.0000
Epoch 348/500
187/187 [==============================] - 0s 40us/step - loss: 5.4251e-04 - acc: 1.0000
Epoch 349/500
187/187 [==============================] - 0s 40us/step - loss: 5.3829e-04 - acc: 1.0000
Epoch 350/500
187/187 [==============================] - 0s 41us/step - loss: 5.3415e-04 - acc: 1.0000
Epoch 351/500
187/187 [==============================] - 0s 38us/step - loss: 5.3060e-04 - acc: 1.0000
Epoch 352/500
187/187 [==============================] - 0s 38us/step - loss: 5.2671e-04 - acc: 1.0000
Epoch 353/500
187/187 [==============================] - 0s 38us/step - loss: 5.2303e-04 - acc: 1.0000
Epoch 354/500
187/187 [==============================] - 0s 38us/step - loss: 5.1883e-04 - acc: 1.0000
Epoch 355/500
187/187 [==============================] - 0s 38us/step - loss: 5.1509e-04 - acc: 1.0000
Epoch 356/500
187/187 [==============================] - 0s 39us/step - loss: 5.1149e-04 - acc: 1.0000
Epoch 357/500
187/187 [==============================] - 0s 40us/step - loss: 5.0771e-04 - acc: 1.0000
Epoch 358/500
187/187 [==============================] - 0s 39us/step - loss: 5.0443e-04 - acc: 1.0000
Epoch 359/500
187/187 [==============================] - 0s 41us/step - loss: 5.0047e-04 - acc: 1.0000
Epoch 360/500
187/187 [==============================] - 0s 41us/step - loss: 4.9675e-04 - acc: 1.0000
Epoch 361/500
187/187 [==============================] - 0s 41us/step - loss: 4.9324e-04 - acc: 1.0000
Epoch 362/500
187/187 [==============================] - 0s 41us/step - loss: 4.8984e-04 - acc: 1.0000
Epoch 363/500
187/187 [==============================] - 0s 38us/step - loss: 4.8619e-04 - acc: 1.0000
Epoch 364/500
187/187 [==============================] - 0s 38us/step - loss: 4.8254e-04 - acc: 1.0000
Epoch 365/500
187/187 [==============================] - 0s 38us/step - loss: 4.7933e-04 - acc: 1.0000
Epoch 366/500
187/187 [==============================] - 0s 38us/step - loss: 4.7596e-04 - acc: 1.0000
Epoch 367/500
187/187 [==============================] - 0s 38us/step - loss: 4.7289e-04 - acc: 1.0000
Epoch 368/500
187/187 [==============================] - 0s 39us/step - loss: 4.6937e-04 - acc: 1.0000
Epoch 369/500
187/187 [==============================] - 0s 38us/step - loss: 4.6611e-04 - acc: 1.0000
Epoch 370/500
187/187 [==============================] - 0s 38us/step - loss: 4.6272e-04 - acc: 1.0000
Epoch 371/500
187/187 [==============================] - 0s 39us/step - loss: 4.5988e-04 - acc: 1.0000
Epoch 372/500
187/187 [==============================] - 0s 38us/step - loss: 4.5630e-04 - acc: 1.0000
Epoch 373/500
187/187 [==============================] - 0s 38us/step - loss: 4.5332e-04 - acc: 1.0000
Epoch 374/500
187/187 [==============================] - 0s 37us/step - loss: 4.5019e-04 - acc: 1.0000
Epoch 375/500
187/187 [==============================] - 0s 39us/step - loss: 4.4690e-04 - acc: 1.0000
Epoch 376/500
187/187 [==============================] - 0s 40us/step - loss: 4.4369e-04 - acc: 1.0000
Epoch 377/500
187/187 [==============================] - 0s 39us/step - loss: 4.4043e-04 - acc: 1.0000
Epoch 378/500
187/187 [==============================] - 0s 40us/step - loss: 4.3748e-04 - acc: 1.0000
Epoch 379/500
187/187 [==============================] - 0s 39us/step - loss: 4.3467e-04 - acc: 1.0000
Epoch 380/500
187/187 [==============================] - 0s 38us/step - loss: 4.3142e-04 - acc: 1.0000
Epoch 381/500
187/187 [==============================] - 0s 43us/step - loss: 4.2885e-04 - acc: 1.0000
Epoch 382/500
187/187 [==============================] - 0s 41us/step - loss: 4.2576e-04 - acc: 1.0000
Epoch 383/500
187/187 [==============================] - 0s 39us/step - loss: 4.2254e-04 - acc: 1.0000
Epoch 384/500
187/187 [==============================] - 0s 39us/step - loss: 4.1956e-04 - acc: 1.0000
Epoch 385/500
187/187 [==============================] - 0s 39us/step - loss: 4.1659e-04 - acc: 1.0000
Epoch 386/500
187/187 [==============================] - 0s 41us/step - loss: 4.1380e-04 - acc: 1.0000
Epoch 387/500
187/187 [==============================] - 0s 40us/step - loss: 4.1088e-04 - acc: 1.0000
Epoch 388/500
187/187 [==============================] - 0s 41us/step - loss: 4.0802e-04 - acc: 1.0000
Epoch 389/500
187/187 [==============================] - 0s 38us/step - loss: 4.0555e-04 - acc: 1.0000
Epoch 390/500
187/187 [==============================] - 0s 37us/step - loss: 4.0250e-04 - acc: 1.0000
Epoch 391/500
187/187 [==============================] - 0s 43us/step - loss: 4.0001e-04 - acc: 1.0000
Epoch 392/500
187/187 [==============================] - 0s 40us/step - loss: 3.9740e-04 - acc: 1.0000
Epoch 393/500
187/187 [==============================] - 0s 41us/step - loss: 3.9443e-04 - acc: 1.0000
Epoch 394/500
187/187 [==============================] - 0s 40us/step - loss: 3.9172e-04 - acc: 1.0000
Epoch 395/500
187/187 [==============================] - 0s 38us/step - loss: 3.8957e-04 - acc: 1.0000
Epoch 396/500
187/187 [==============================] - 0s 38us/step - loss: 3.8654e-04 - acc: 1.0000
Epoch 397/500
187/187 [==============================] - 0s 37us/step - loss: 3.8395e-04 - acc: 1.0000
Epoch 398/500
187/187 [==============================] - 0s 37us/step - loss: 3.8128e-04 - acc: 1.0000
Epoch 399/500
187/187 [==============================] - 0s 41us/step - loss: 3.7870e-04 - acc: 1.0000
Epoch 400/500
187/187 [==============================] - 0s 40us/step - loss: 3.7615e-04 - acc: 1.0000
Epoch 401/500
187/187 [==============================] - 0s 41us/step - loss: 3.7335e-04 - acc: 1.0000
Epoch 402/500
187/187 [==============================] - 0s 40us/step - loss: 3.7101e-04 - acc: 1.0000
Epoch 403/500
187/187 [==============================] - 0s 37us/step - loss: 3.6845e-04 - acc: 1.0000
Epoch 404/500
187/187 [==============================] - 0s 38us/step - loss: 3.6606e-04 - acc: 1.0000
Epoch 405/500
187/187 [==============================] - 0s 38us/step - loss: 3.6352e-04 - acc: 1.0000
Epoch 406/500
187/187 [==============================] - 0s 41us/step - loss: 3.6120e-04 - acc: 1.0000
Epoch 407/500
187/187 [==============================] - 0s 40us/step - loss: 3.5882e-04 - acc: 1.0000
Epoch 408/500
187/187 [==============================] - 0s 41us/step - loss: 3.5649e-04 - acc: 1.0000
Epoch 409/500
187/187 [==============================] - 0s 41us/step - loss: 3.5395e-04 - acc: 1.0000
Epoch 410/500
187/187 [==============================] - 0s 40us/step - loss: 3.5140e-04 - acc: 1.0000
Epoch 411/500
187/187 [==============================] - 0s 41us/step - loss: 3.4939e-04 - acc: 1.0000
Epoch 412/500
187/187 [==============================] - 0s 40us/step - loss: 3.4703e-04 - acc: 1.0000
Epoch 413/500
187/187 [==============================] - 0s 39us/step - loss: 3.4466e-04 - acc: 1.0000
Epoch 414/500
187/187 [==============================] - 0s 40us/step - loss: 3.4250e-04 - acc: 1.0000
Epoch 415/500
187/187 [==============================] - 0s 40us/step - loss: 3.4023e-04 - acc: 1.0000
Epoch 416/500
187/187 [==============================] - 0s 38us/step - loss: 3.3833e-04 - acc: 1.0000
Epoch 417/500
187/187 [==============================] - 0s 39us/step - loss: 3.3580e-04 - acc: 1.0000
Epoch 418/500
187/187 [==============================] - 0s 38us/step - loss: 3.3362e-04 - acc: 1.0000
Epoch 419/500
187/187 [==============================] - 0s 40us/step - loss: 3.3161e-04 - acc: 1.0000
Epoch 420/500
187/187 [==============================] - 0s 40us/step - loss: 3.2947e-04 - acc: 1.0000
Epoch 421/500
187/187 [==============================] - 0s 39us/step - loss: 3.2719e-04 - acc: 1.0000
Epoch 422/500
187/187 [==============================] - 0s 38us/step - loss: 3.2503e-04 - acc: 1.0000
Epoch 423/500
187/187 [==============================] - 0s 38us/step - loss: 3.2280e-04 - acc: 1.0000
Epoch 424/500
187/187 [==============================] - 0s 38us/step - loss: 3.2063e-04 - acc: 1.0000
Epoch 425/500
187/187 [==============================] - 0s 38us/step - loss: 3.1881e-04 - acc: 1.0000
Epoch 426/500
187/187 [==============================] - 0s 38us/step - loss: 3.1633e-04 - acc: 1.0000
Epoch 427/500
187/187 [==============================] - 0s 39us/step - loss: 3.1443e-04 - acc: 1.0000
Epoch 428/500
187/187 [==============================] - 0s 38us/step - loss: 3.1259e-04 - acc: 1.0000
Epoch 429/500
187/187 [==============================] - 0s 38us/step - loss: 3.1049e-04 - acc: 1.0000
Epoch 430/500
187/187 [==============================] - 0s 39us/step - loss: 3.0834e-04 - acc: 1.0000
Epoch 431/500
187/187 [==============================] - 0s 38us/step - loss: 3.0644e-04 - acc: 1.0000
Epoch 432/500
187/187 [==============================] - 0s 42us/step - loss: 3.0450e-04 - acc: 1.0000
Epoch 433/500
187/187 [==============================] - 0s 42us/step - loss: 3.0229e-04 - acc: 1.0000
Epoch 434/500
187/187 [==============================] - 0s 41us/step - loss: 3.0054e-04 - acc: 1.0000
Epoch 435/500
187/187 [==============================] - 0s 42us/step - loss: 2.9851e-04 - acc: 1.0000
Epoch 436/500
187/187 [==============================] - 0s 39us/step - loss: 2.9667e-04 - acc: 1.0000
Epoch 437/500
187/187 [==============================] - 0s 37us/step - loss: 2.9471e-04 - acc: 1.0000
Epoch 438/500
187/187 [==============================] - 0s 38us/step - loss: 2.9294e-04 - acc: 1.0000
Epoch 439/500
187/187 [==============================] - 0s 38us/step - loss: 2.9117e-04 - acc: 1.0000
Epoch 440/500
187/187 [==============================] - 0s 41us/step - loss: 2.8940e-04 - acc: 1.0000
Epoch 441/500
187/187 [==============================] - 0s 40us/step - loss: 2.8747e-04 - acc: 1.0000
Epoch 442/500
187/187 [==============================] - 0s 41us/step - loss: 2.8603e-04 - acc: 1.0000
Epoch 443/500
187/187 [==============================] - 0s 40us/step - loss: 2.8378e-04 - acc: 1.0000
Epoch 444/500
187/187 [==============================] - 0s 38us/step - loss: 2.8188e-04 - acc: 1.0000
Epoch 445/500
187/187 [==============================] - 0s 38us/step - loss: 2.8019e-04 - acc: 1.0000
Epoch 446/500
187/187 [==============================] - 0s 38us/step - loss: 2.7834e-04 - acc: 1.0000
Epoch 447/500
187/187 [==============================] - 0s 39us/step - loss: 2.7695e-04 - acc: 1.0000
Epoch 448/500
187/187 [==============================] - 0s 43us/step - loss: 2.7498e-04 - acc: 1.0000
Epoch 449/500
187/187 [==============================] - 0s 41us/step - loss: 2.7332e-04 - acc: 1.0000
Epoch 450/500
187/187 [==============================] - 0s 41us/step - loss: 2.7171e-04 - acc: 1.0000
Epoch 451/500
187/187 [==============================] - 0s 41us/step - loss: 2.7026e-04 - acc: 1.0000
Epoch 452/500
187/187 [==============================] - 0s 38us/step - loss: 2.6838e-04 - acc: 1.0000
Epoch 453/500
187/187 [==============================] - 0s 38us/step - loss: 2.6671e-04 - acc: 1.0000
Epoch 454/500
187/187 [==============================] - 0s 38us/step - loss: 2.6501e-04 - acc: 1.0000
Epoch 455/500
187/187 [==============================] - 0s 37us/step - loss: 2.6355e-04 - acc: 1.0000
Epoch 456/500
187/187 [==============================] - 0s 38us/step - loss: 2.6199e-04 - acc: 1.0000
Epoch 457/500
187/187 [==============================] - 0s 40us/step - loss: 2.6035e-04 - acc: 1.0000
Epoch 458/500
187/187 [==============================] - 0s 41us/step - loss: 2.5871e-04 - acc: 1.0000
Epoch 459/500
187/187 [==============================] - 0s 41us/step - loss: 2.5697e-04 - acc: 1.0000
Epoch 460/500
187/187 [==============================] - 0s 42us/step - loss: 2.5542e-04 - acc: 1.0000
Epoch 461/500
187/187 [==============================] - 0s 40us/step - loss: 2.5389e-04 - acc: 1.0000
Epoch 462/500
187/187 [==============================] - 0s 38us/step - loss: 2.5232e-04 - acc: 1.0000
Epoch 463/500
187/187 [==============================] - 0s 38us/step - loss: 2.5066e-04 - acc: 1.0000
Epoch 464/500
187/187 [==============================] - 0s 38us/step - loss: 2.4930e-04 - acc: 1.0000
Epoch 465/500
187/187 [==============================] - 0s 41us/step - loss: 2.4770e-04 - acc: 1.0000
Epoch 466/500
187/187 [==============================] - 0s 41us/step - loss: 2.4625e-04 - acc: 1.0000
Epoch 467/500
187/187 [==============================] - 0s 40us/step - loss: 2.4468e-04 - acc: 1.0000
Epoch 468/500
187/187 [==============================] - 0s 41us/step - loss: 2.4343e-04 - acc: 1.0000
Epoch 469/500
187/187 [==============================] - 0s 39us/step - loss: 2.4173e-04 - acc: 1.0000
Epoch 470/500
187/187 [==============================] - 0s 38us/step - loss: 2.4036e-04 - acc: 1.0000
Epoch 471/500
187/187 [==============================] - 0s 38us/step - loss: 2.3885e-04 - acc: 1.0000
Epoch 472/500
187/187 [==============================] - 0s 38us/step - loss: 2.3736e-04 - acc: 1.0000
Epoch 473/500
187/187 [==============================] - 0s 39us/step - loss: 2.3600e-04 - acc: 1.0000
Epoch 474/500
187/187 [==============================] - 0s 40us/step - loss: 2.3450e-04 - acc: 1.0000
Epoch 475/500
187/187 [==============================] - 0s 42us/step - loss: 2.3303e-04 - acc: 1.0000
Epoch 476/500
187/187 [==============================] - 0s 40us/step - loss: 2.3173e-04 - acc: 1.0000
Epoch 477/500
187/187 [==============================] - 0s 39us/step - loss: 2.3036e-04 - acc: 1.0000
Epoch 478/500
187/187 [==============================] - 0s 39us/step - loss: 2.2889e-04 - acc: 1.0000
Epoch 479/500
187/187 [==============================] - 0s 37us/step - loss: 2.2760e-04 - acc: 1.0000
Epoch 480/500
187/187 [==============================] - 0s 40us/step - loss: 2.2610e-04 - acc: 1.0000
Epoch 481/500
187/187 [==============================] - 0s 41us/step - loss: 2.2477e-04 - acc: 1.0000
Epoch 482/500
187/187 [==============================] - 0s 39us/step - loss: 2.2339e-04 - acc: 1.0000
Epoch 483/500
187/187 [==============================] - 0s 39us/step - loss: 2.2215e-04 - acc: 1.0000
Epoch 484/500
187/187 [==============================] - 0s 38us/step - loss: 2.2073e-04 - acc: 1.0000
Epoch 485/500
187/187 [==============================] - 0s 38us/step - loss: 2.1935e-04 - acc: 1.0000
Epoch 486/500
187/187 [==============================] - 0s 41us/step - loss: 2.1809e-04 - acc: 1.0000
Epoch 487/500
187/187 [==============================] - 0s 40us/step - loss: 2.1677e-04 - acc: 1.0000
Epoch 488/500
187/187 [==============================] - 0s 40us/step - loss: 2.1551e-04 - acc: 1.0000
Epoch 489/500
187/187 [==============================] - 0s 41us/step - loss: 2.1421e-04 - acc: 1.0000
Epoch 490/500
187/187 [==============================] - 0s 39us/step - loss: 2.1301e-04 - acc: 1.0000
Epoch 491/500
187/187 [==============================] - 0s 38us/step - loss: 2.1172e-04 - acc: 1.0000
Epoch 492/500
187/187 [==============================] - 0s 38us/step - loss: 2.1041e-04 - acc: 1.0000
Epoch 493/500
187/187 [==============================] - 0s 38us/step - loss: 2.0936e-04 - acc: 1.0000
Epoch 494/500
187/187 [==============================] - 0s 38us/step - loss: 2.0806e-04 - acc: 1.0000
Epoch 495/500
187/187 [==============================] - 0s 39us/step - loss: 2.0672e-04 - acc: 1.0000
Epoch 496/500
187/187 [==============================] - 0s 40us/step - loss: 2.0551e-04 - acc: 1.0000
Epoch 497/500
187/187 [==============================] - 0s 40us/step - loss: 2.0428e-04 - acc: 1.0000
Epoch 498/500
187/187 [==============================] - 0s 39us/step - loss: 2.0314e-04 - acc: 1.0000
Epoch 499/500
187/187 [==============================] - 0s 40us/step - loss: 2.0198e-04 - acc: 1.0000
Epoch 500/500
187/187 [==============================] - 0s 38us/step - loss: 2.0073e-04 - acc: 1.0000
21/21 [==============================] - 0s 10ms/step
Epoch 1/500
187/187 [==============================] - 1s 4ms/step - loss: 0.6510 - acc: 0.6096
Epoch 2/500
187/187 [==============================] - 0s 78us/step - loss: 0.5580 - acc: 0.7647
Epoch 3/500
187/187 [==============================] - 0s 82us/step - loss: 0.4990 - acc: 0.8021
Epoch 4/500
187/187 [==============================] - 0s 72us/step - loss: 0.4563 - acc: 0.8182
Epoch 5/500
187/187 [==============================] - 0s 48us/step - loss: 0.4202 - acc: 0.8342
Epoch 6/500
187/187 [==============================] - 0s 47us/step - loss: 0.3911 - acc: 0.8556
Epoch 7/500
187/187 [==============================] - 0s 48us/step - loss: 0.3656 - acc: 0.8663
Epoch 8/500
187/187 [==============================] - 0s 47us/step - loss: 0.3418 - acc: 0.8824
Epoch 9/500
187/187 [==============================] - 0s 51us/step - loss: 0.3206 - acc: 0.8824
Epoch 10/500
187/187 [==============================] - 0s 50us/step - loss: 0.3023 - acc: 0.8930
Epoch 11/500
187/187 [==============================] - 0s 51us/step - loss: 0.2851 - acc: 0.9144
Epoch 12/500
187/187 [==============================] - 0s 51us/step - loss: 0.2695 - acc: 0.9198
Epoch 13/500
187/187 [==============================] - 0s 53us/step - loss: 0.2548 - acc: 0.9519
Epoch 14/500
187/187 [==============================] - 0s 48us/step - loss: 0.2403 - acc: 0.9572
Epoch 15/500
187/187 [==============================] - 0s 45us/step - loss: 0.2279 - acc: 0.9626
Epoch 16/500
187/187 [==============================] - 0s 42us/step - loss: 0.2151 - acc: 0.9679
Epoch 17/500
187/187 [==============================] - 0s 43us/step - loss: 0.2031 - acc: 0.9679
Epoch 18/500
187/187 [==============================] - 0s 42us/step - loss: 0.1929 - acc: 0.9733
Epoch 19/500
187/187 [==============================] - 0s 42us/step - loss: 0.1830 - acc: 0.9733
Epoch 20/500
187/187 [==============================] - 0s 41us/step - loss: 0.1733 - acc: 0.9733
Epoch 21/500
187/187 [==============================] - 0s 41us/step - loss: 0.1645 - acc: 0.9786
Epoch 22/500
187/187 [==============================] - 0s 42us/step - loss: 0.1571 - acc: 0.9840
Epoch 23/500
187/187 [==============================] - 0s 41us/step - loss: 0.1484 - acc: 0.9947
Epoch 24/500
187/187 [==============================] - 0s 42us/step - loss: 0.1416 - acc: 0.9947
Epoch 25/500
187/187 [==============================] - 0s 41us/step - loss: 0.1342 - acc: 0.9947
Epoch 26/500
187/187 [==============================] - 0s 43us/step - loss: 0.1286 - acc: 0.9947
Epoch 27/500
187/187 [==============================] - 0s 46us/step - loss: 0.1213 - acc: 0.9947
Epoch 28/500
187/187 [==============================] - 0s 43us/step - loss: 0.1158 - acc: 0.9947
Epoch 29/500
187/187 [==============================] - 0s 42us/step - loss: 0.1109 - acc: 0.9947
Epoch 30/500
187/187 [==============================] - 0s 43us/step - loss: 0.1056 - acc: 0.9947
Epoch 31/500
187/187 [==============================] - 0s 42us/step - loss: 0.1007 - acc: 0.9947
Epoch 32/500
187/187 [==============================] - ETA: 0s - loss: 0.0983 - acc: 1.000 - 0s 42us/step - loss: 0.0961 - acc: 0.9947
Epoch 33/500
187/187 [==============================] - 0s 42us/step - loss: 0.0919 - acc: 0.9947
Epoch 34/500
187/187 [==============================] - 0s 44us/step - loss: 0.0879 - acc: 0.9947
Epoch 35/500
187/187 [==============================] - 0s 45us/step - loss: 0.0840 - acc: 0.9947
Epoch 36/500
187/187 [==============================] - 0s 45us/step - loss: 0.0802 - acc: 0.9947
Epoch 37/500
187/187 [==============================] - 0s 43us/step - loss: 0.0766 - acc: 0.9947
Epoch 38/500
187/187 [==============================] - 0s 43us/step - loss: 0.0735 - acc: 0.9947
Epoch 39/500
187/187 [==============================] - 0s 43us/step - loss: 0.0702 - acc: 1.0000
Epoch 40/500
187/187 [==============================] - 0s 42us/step - loss: 0.0671 - acc: 0.9947
Epoch 41/500
187/187 [==============================] - 0s 44us/step - loss: 0.0645 - acc: 1.0000
Epoch 42/500
187/187 [==============================] - 0s 45us/step - loss: 0.0618 - acc: 1.0000
Epoch 43/500
187/187 [==============================] - 0s 46us/step - loss: 0.0596 - acc: 1.0000
Epoch 44/500
187/187 [==============================] - 0s 45us/step - loss: 0.0572 - acc: 1.0000
Epoch 45/500
187/187 [==============================] - 0s 46us/step - loss: 0.0545 - acc: 1.0000
Epoch 46/500
187/187 [==============================] - 0s 43us/step - loss: 0.0526 - acc: 1.0000
Epoch 47/500
187/187 [==============================] - 0s 43us/step - loss: 0.0504 - acc: 1.0000
Epoch 48/500
187/187 [==============================] - 0s 41us/step - loss: 0.0485 - acc: 1.0000
Epoch 49/500
187/187 [==============================] - 0s 43us/step - loss: 0.0469 - acc: 1.0000
Epoch 50/500
187/187 [==============================] - 0s 49us/step - loss: 0.0449 - acc: 1.0000
Epoch 51/500
187/187 [==============================] - 0s 42us/step - loss: 0.0432 - acc: 1.0000
Epoch 52/500
187/187 [==============================] - 0s 43us/step - loss: 0.0415 - acc: 1.0000
Epoch 53/500
187/187 [==============================] - 0s 42us/step - loss: 0.0399 - acc: 1.0000
Epoch 54/500
187/187 [==============================] - 0s 45us/step - loss: 0.0386 - acc: 1.0000
Epoch 55/500
187/187 [==============================] - 0s 45us/step - loss: 0.0372 - acc: 1.0000
Epoch 56/500
187/187 [==============================] - 0s 42us/step - loss: 0.0359 - acc: 1.0000
Epoch 57/500
187/187 [==============================] - 0s 44us/step - loss: 0.0346 - acc: 1.0000
Epoch 58/500
187/187 [==============================] - 0s 42us/step - loss: 0.0334 - acc: 1.0000
Epoch 59/500
187/187 [==============================] - 0s 50us/step - loss: 0.0322 - acc: 1.0000
Epoch 60/500
187/187 [==============================] - 0s 54us/step - loss: 0.0312 - acc: 1.0000
Epoch 61/500
187/187 [==============================] - 0s 55us/step - loss: 0.0302 - acc: 1.0000
Epoch 62/500
187/187 [==============================] - 0s 45us/step - loss: 0.0292 - acc: 1.0000
Epoch 63/500
187/187 [==============================] - 0s 43us/step - loss: 0.0284 - acc: 1.0000
Epoch 64/500
187/187 [==============================] - 0s 41us/step - loss: 0.0274 - acc: 1.0000
Epoch 65/500
187/187 [==============================] - 0s 41us/step - loss: 0.0264 - acc: 1.0000
Epoch 66/500
187/187 [==============================] - 0s 41us/step - loss: 0.0256 - acc: 1.0000
Epoch 67/500
187/187 [==============================] - 0s 42us/step - loss: 0.0247 - acc: 1.0000
Epoch 68/500
187/187 [==============================] - 0s 42us/step - loss: 0.0240 - acc: 1.0000
Epoch 69/500
187/187 [==============================] - 0s 41us/step - loss: 0.0233 - acc: 1.0000
Epoch 70/500
187/187 [==============================] - 0s 41us/step - loss: 0.0226 - acc: 1.0000
Epoch 71/500
187/187 [==============================] - 0s 41us/step - loss: 0.0219 - acc: 1.0000
Epoch 72/500
187/187 [==============================] - 0s 44us/step - loss: 0.0213 - acc: 1.0000
Epoch 73/500
187/187 [==============================] - 0s 41us/step - loss: 0.0207 - acc: 1.0000
Epoch 74/500
187/187 [==============================] - ETA: 0s - loss: 0.0242 - acc: 1.000 - 0s 42us/step - loss: 0.0201 - acc: 1.0000
Epoch 75/500
187/187 [==============================] - 0s 40us/step - loss: 0.0195 - acc: 1.0000
Epoch 76/500
187/187 [==============================] - 0s 40us/step - loss: 0.0190 - acc: 1.0000
Epoch 77/500
187/187 [==============================] - 0s 43us/step - loss: 0.0184 - acc: 1.0000
Epoch 78/500
187/187 [==============================] - 0s 41us/step - loss: 0.0179 - acc: 1.0000
Epoch 79/500
187/187 [==============================] - 0s 42us/step - loss: 0.0174 - acc: 1.0000
Epoch 80/500
187/187 [==============================] - 0s 44us/step - loss: 0.0169 - acc: 1.0000
Epoch 81/500
187/187 [==============================] - 0s 43us/step - loss: 0.0165 - acc: 1.0000
Epoch 82/500
187/187 [==============================] - 0s 42us/step - loss: 0.0160 - acc: 1.0000
Epoch 83/500
187/187 [==============================] - 0s 41us/step - loss: 0.0156 - acc: 1.0000
Epoch 84/500
187/187 [==============================] - 0s 42us/step - loss: 0.0152 - acc: 1.0000
Epoch 85/500
187/187 [==============================] - 0s 40us/step - loss: 0.0148 - acc: 1.0000
Epoch 86/500
187/187 [==============================] - 0s 42us/step - loss: 0.0144 - acc: 1.0000
Epoch 87/500
187/187 [==============================] - 0s 42us/step - loss: 0.0141 - acc: 1.0000
Epoch 88/500
187/187 [==============================] - 0s 40us/step - loss: 0.0137 - acc: 1.0000
Epoch 89/500
187/187 [==============================] - 0s 41us/step - loss: 0.0134 - acc: 1.0000
Epoch 90/500
187/187 [==============================] - 0s 41us/step - loss: 0.0130 - acc: 1.0000
Epoch 91/500
187/187 [==============================] - 0s 41us/step - loss: 0.0128 - acc: 1.0000
Epoch 92/500
187/187 [==============================] - 0s 42us/step - loss: 0.0124 - acc: 1.0000
Epoch 93/500
187/187 [==============================] - 0s 42us/step - loss: 0.0122 - acc: 1.0000
Epoch 94/500
187/187 [==============================] - 0s 42us/step - loss: 0.0119 - acc: 1.0000
Epoch 95/500
187/187 [==============================] - 0s 41us/step - loss: 0.0116 - acc: 1.0000
Epoch 96/500
187/187 [==============================] - 0s 41us/step - loss: 0.0113 - acc: 1.0000
Epoch 97/500
187/187 [==============================] - 0s 46us/step - loss: 0.0110 - acc: 1.0000
Epoch 98/500
187/187 [==============================] - 0s 44us/step - loss: 0.0108 - acc: 1.0000
Epoch 99/500
187/187 [==============================] - 0s 45us/step - loss: 0.0106 - acc: 1.0000
Epoch 100/500
187/187 [==============================] - 0s 45us/step - loss: 0.0104 - acc: 1.0000
Epoch 101/500
187/187 [==============================] - 0s 44us/step - loss: 0.0101 - acc: 1.0000
Epoch 102/500
187/187 [==============================] - 0s 44us/step - loss: 0.0099 - acc: 1.0000
Epoch 103/500
187/187 [==============================] - 0s 44us/step - loss: 0.0097 - acc: 1.0000
Epoch 104/500
187/187 [==============================] - 0s 43us/step - loss: 0.0094 - acc: 1.0000
Epoch 105/500
187/187 [==============================] - 0s 44us/step - loss: 0.0093 - acc: 1.0000
Epoch 106/500
187/187 [==============================] - 0s 44us/step - loss: 0.0091 - acc: 1.0000
Epoch 107/500
187/187 [==============================] - 0s 44us/step - loss: 0.0089 - acc: 1.0000
Epoch 108/500
187/187 [==============================] - 0s 46us/step - loss: 0.0087 - acc: 1.0000
Epoch 109/500
187/187 [==============================] - 0s 42us/step - loss: 0.0085 - acc: 1.0000
Epoch 110/500
187/187 [==============================] - 0s 40us/step - loss: 0.0083 - acc: 1.0000
Epoch 111/500
187/187 [==============================] - 0s 40us/step - loss: 0.0082 - acc: 1.0000
Epoch 112/500
187/187 [==============================] - 0s 42us/step - loss: 0.0080 - acc: 1.0000
Epoch 113/500
187/187 [==============================] - 0s 43us/step - loss: 0.0079 - acc: 1.0000
Epoch 114/500
187/187 [==============================] - 0s 42us/step - loss: 0.0077 - acc: 1.0000
Epoch 115/500
187/187 [==============================] - 0s 42us/step - loss: 0.0076 - acc: 1.0000
Epoch 116/500
187/187 [==============================] - 0s 43us/step - loss: 0.0074 - acc: 1.0000
Epoch 117/500
187/187 [==============================] - 0s 43us/step - loss: 0.0073 - acc: 1.0000
Epoch 118/500
187/187 [==============================] - 0s 43us/step - loss: 0.0072 - acc: 1.0000
Epoch 119/500
187/187 [==============================] - 0s 40us/step - loss: 0.0070 - acc: 1.0000
Epoch 120/500
187/187 [==============================] - 0s 42us/step - loss: 0.0069 - acc: 1.0000
Epoch 121/500
187/187 [==============================] - 0s 42us/step - loss: 0.0068 - acc: 1.0000
Epoch 122/500
187/187 [==============================] - 0s 41us/step - loss: 0.0066 - acc: 1.0000
Epoch 123/500
187/187 [==============================] - 0s 40us/step - loss: 0.0065 - acc: 1.0000
Epoch 124/500
187/187 [==============================] - 0s 39us/step - loss: 0.0064 - acc: 1.0000
Epoch 125/500
187/187 [==============================] - 0s 40us/step - loss: 0.0063 - acc: 1.0000
Epoch 126/500
187/187 [==============================] - 0s 41us/step - loss: 0.0062 - acc: 1.0000
Epoch 127/500
187/187 [==============================] - 0s 40us/step - loss: 0.0061 - acc: 1.0000
Epoch 128/500
187/187 [==============================] - 0s 43us/step - loss: 0.0060 - acc: 1.0000
Epoch 129/500
187/187 [==============================] - 0s 40us/step - loss: 0.0059 - acc: 1.0000
Epoch 130/500
187/187 [==============================] - 0s 38us/step - loss: 0.0057 - acc: 1.0000
Epoch 131/500
187/187 [==============================] - 0s 40us/step - loss: 0.0057 - acc: 1.0000
Epoch 132/500
187/187 [==============================] - 0s 45us/step - loss: 0.0056 - acc: 1.0000
Epoch 133/500
187/187 [==============================] - 0s 41us/step - loss: 0.0055 - acc: 1.0000
Epoch 134/500
187/187 [==============================] - 0s 41us/step - loss: 0.0054 - acc: 1.0000
Epoch 135/500
187/187 [==============================] - 0s 43us/step - loss: 0.0053 - acc: 1.0000
Epoch 136/500
187/187 [==============================] - 0s 40us/step - loss: 0.0052 - acc: 1.0000
Epoch 137/500
187/187 [==============================] - 0s 39us/step - loss: 0.0051 - acc: 1.0000
Epoch 138/500
187/187 [==============================] - 0s 39us/step - loss: 0.0050 - acc: 1.0000
Epoch 139/500
187/187 [==============================] - 0s 41us/step - loss: 0.0049 - acc: 1.0000
Epoch 140/500
187/187 [==============================] - 0s 41us/step - loss: 0.0049 - acc: 1.0000
Epoch 141/500
187/187 [==============================] - 0s 43us/step - loss: 0.0048 - acc: 1.0000
Epoch 142/500
187/187 [==============================] - 0s 41us/step - loss: 0.0047 - acc: 1.0000
Epoch 143/500
187/187 [==============================] - 0s 42us/step - loss: 0.0046 - acc: 1.0000
Epoch 144/500
187/187 [==============================] - 0s 41us/step - loss: 0.0046 - acc: 1.0000
Epoch 145/500
187/187 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 146/500
187/187 [==============================] - 0s 39us/step - loss: 0.0044 - acc: 1.0000
Epoch 147/500
187/187 [==============================] - 0s 39us/step - loss: 0.0044 - acc: 1.0000
Epoch 148/500
187/187 [==============================] - 0s 39us/step - loss: 0.0043 - acc: 1.0000
Epoch 149/500
187/187 [==============================] - 0s 40us/step - loss: 0.0042 - acc: 1.0000
Epoch 150/500
187/187 [==============================] - 0s 40us/step - loss: 0.0042 - acc: 1.0000
Epoch 151/500
187/187 [==============================] - 0s 42us/step - loss: 0.0041 - acc: 1.0000
Epoch 152/500
187/187 [==============================] - 0s 41us/step - loss: 0.0041 - acc: 1.0000
Epoch 153/500
187/187 [==============================] - 0s 40us/step - loss: 0.0040 - acc: 1.0000
Epoch 154/500
187/187 [==============================] - 0s 44us/step - loss: 0.0039 - acc: 1.0000
Epoch 155/500
187/187 [==============================] - 0s 45us/step - loss: 0.0039 - acc: 1.0000
Epoch 156/500
187/187 [==============================] - 0s 45us/step - loss: 0.0038 - acc: 1.0000
Epoch 157/500
187/187 [==============================] - 0s 41us/step - loss: 0.0038 - acc: 1.0000
Epoch 158/500
187/187 [==============================] - 0s 40us/step - loss: 0.0037 - acc: 1.0000
Epoch 159/500
187/187 [==============================] - 0s 42us/step - loss: 0.0037 - acc: 1.0000
Epoch 160/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 161/500
187/187 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 162/500
187/187 [==============================] - 0s 38us/step - loss: 0.0035 - acc: 1.0000
Epoch 163/500
187/187 [==============================] - 0s 39us/step - loss: 0.0035 - acc: 1.0000
Epoch 164/500
187/187 [==============================] - 0s 39us/step - loss: 0.0034 - acc: 1.0000
Epoch 165/500
187/187 [==============================] - 0s 39us/step - loss: 0.0034 - acc: 1.0000
Epoch 166/500
187/187 [==============================] - 0s 39us/step - loss: 0.0033 - acc: 1.0000
Epoch 167/500
187/187 [==============================] - 0s 39us/step - loss: 0.0033 - acc: 1.0000
Epoch 168/500
187/187 [==============================] - 0s 38us/step - loss: 0.0032 - acc: 1.0000
Epoch 169/500
187/187 [==============================] - 0s 38us/step - loss: 0.0032 - acc: 1.0000
Epoch 170/500
187/187 [==============================] - 0s 38us/step - loss: 0.0031 - acc: 1.0000
Epoch 171/500
187/187 [==============================] - 0s 40us/step - loss: 0.0031 - acc: 1.0000
Epoch 172/500
187/187 [==============================] - 0s 39us/step - loss: 0.0031 - acc: 1.0000
Epoch 173/500
187/187 [==============================] - 0s 39us/step - loss: 0.0030 - acc: 1.0000
Epoch 174/500
187/187 [==============================] - 0s 40us/step - loss: 0.0030 - acc: 1.0000
Epoch 175/500
187/187 [==============================] - 0s 39us/step - loss: 0.0029 - acc: 1.0000
Epoch 176/500
187/187 [==============================] - 0s 38us/step - loss: 0.0029 - acc: 1.0000
Epoch 177/500
187/187 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 178/500
187/187 [==============================] - 0s 39us/step - loss: 0.0028 - acc: 1.0000
Epoch 179/500
187/187 [==============================] - 0s 39us/step - loss: 0.0028 - acc: 1.0000
Epoch 180/500
187/187 [==============================] - 0s 38us/step - loss: 0.0028 - acc: 1.0000
Epoch 181/500
187/187 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 182/500
187/187 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 183/500
187/187 [==============================] - 0s 38us/step - loss: 0.0027 - acc: 1.0000
Epoch 184/500
187/187 [==============================] - 0s 38us/step - loss: 0.0026 - acc: 1.0000
Epoch 185/500
187/187 [==============================] - 0s 38us/step - loss: 0.0026 - acc: 1.0000
Epoch 186/500
187/187 [==============================] - 0s 38us/step - loss: 0.0026 - acc: 1.0000
Epoch 187/500
187/187 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 188/500
187/187 [==============================] - 0s 38us/step - loss: 0.0025 - acc: 1.0000
Epoch 189/500
187/187 [==============================] - 0s 39us/step - loss: 0.0025 - acc: 1.0000
Epoch 190/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 191/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 192/500
187/187 [==============================] - 0s 38us/step - loss: 0.0024 - acc: 1.0000
Epoch 193/500
187/187 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 194/500
187/187 [==============================] - 0s 42us/step - loss: 0.0023 - acc: 1.0000
Epoch 195/500
187/187 [==============================] - 0s 39us/step - loss: 0.0023 - acc: 1.0000
Epoch 196/500
187/187 [==============================] - 0s 38us/step - loss: 0.0023 - acc: 1.0000
Epoch 197/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 198/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 199/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 200/500
187/187 [==============================] - 0s 38us/step - loss: 0.0022 - acc: 1.0000
Epoch 201/500
187/187 [==============================] - 0s 38us/step - loss: 0.0021 - acc: 1.0000
Epoch 202/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 203/500
187/187 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 204/500
187/187 [==============================] - 0s 40us/step - loss: 0.0021 - acc: 1.0000
Epoch 205/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 206/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 207/500
187/187 [==============================] - 0s 38us/step - loss: 0.0020 - acc: 1.0000
Epoch 208/500
187/187 [==============================] - 0s 39us/step - loss: 0.0020 - acc: 1.0000
Epoch 209/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 210/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 211/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 212/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 213/500
187/187 [==============================] - 0s 38us/step - loss: 0.0019 - acc: 1.0000
Epoch 214/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 215/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 216/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 217/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 218/500
187/187 [==============================] - 0s 38us/step - loss: 0.0018 - acc: 1.0000
Epoch 219/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 220/500
187/187 [==============================] - 0s 39us/step - loss: 0.0017 - acc: 1.0000
Epoch 221/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 222/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 223/500
187/187 [==============================] - 0s 38us/step - loss: 0.0017 - acc: 1.0000
Epoch 224/500
187/187 [==============================] - 0s 37us/step - loss: 0.0017 - acc: 1.0000
Epoch 225/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 226/500
187/187 [==============================] - 0s 38us/step - loss: 0.0016 - acc: 1.0000
Epoch 227/500
187/187 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 228/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 229/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 230/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 231/500
187/187 [==============================] - 0s 39us/step - loss: 0.0015 - acc: 1.0000
Epoch 232/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 233/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 234/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 235/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 236/500
187/187 [==============================] - 0s 38us/step - loss: 0.0015 - acc: 1.0000
Epoch 237/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 238/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 239/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 240/500
187/187 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 241/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 242/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 243/500
187/187 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 244/500
187/187 [==============================] - 0s 39us/step - loss: 0.0014 - acc: 1.0000
Epoch 245/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 246/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 247/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 248/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 249/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 250/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 251/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 252/500
187/187 [==============================] - 0s 38us/step - loss: 0.0013 - acc: 1.0000
Epoch 253/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 254/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 255/500
187/187 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 256/500
187/187 [==============================] - 0s 37us/step - loss: 0.0012 - acc: 1.0000
Epoch 257/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 258/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 259/500
187/187 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 260/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 261/500
187/187 [==============================] - 0s 38us/step - loss: 0.0012 - acc: 1.0000
Epoch 262/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 263/500
187/187 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 264/500
187/187 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 265/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 266/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 267/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 268/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 269/500
187/187 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 270/500
187/187 [==============================] - 0s 38us/step - loss: 0.0011 - acc: 1.0000
Epoch 271/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 272/500
187/187 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 273/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 274/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 275/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 276/500
187/187 [==============================] - 0s 38us/step - loss: 0.0010 - acc: 1.0000
Epoch 277/500
187/187 [==============================] - 0s 38us/step - loss: 9.9688e-04 - acc: 1.0000
Epoch 278/500
187/187 [==============================] - 0s 39us/step - loss: 9.8927e-04 - acc: 1.0000
Epoch 279/500
187/187 [==============================] - 0s 39us/step - loss: 9.8021e-04 - acc: 1.0000
Epoch 280/500
187/187 [==============================] - 0s 39us/step - loss: 9.7080e-04 - acc: 1.0000
Epoch 281/500
187/187 [==============================] - 0s 38us/step - loss: 9.6303e-04 - acc: 1.0000
Epoch 282/500
187/187 [==============================] - 0s 39us/step - loss: 9.5489e-04 - acc: 1.0000
Epoch 283/500
187/187 [==============================] - 0s 38us/step - loss: 9.4660e-04 - acc: 1.0000
Epoch 284/500
187/187 [==============================] - 0s 38us/step - loss: 9.3810e-04 - acc: 1.0000
Epoch 285/500
187/187 [==============================] - 0s 38us/step - loss: 9.3048e-04 - acc: 1.0000
Epoch 286/500
187/187 [==============================] - 0s 38us/step - loss: 9.2134e-04 - acc: 1.0000
Epoch 287/500
187/187 [==============================] - 0s 40us/step - loss: 9.1395e-04 - acc: 1.0000
Epoch 288/500
187/187 [==============================] - 0s 38us/step - loss: 9.0734e-04 - acc: 1.0000
Epoch 289/500
187/187 [==============================] - 0s 38us/step - loss: 8.9898e-04 - acc: 1.0000
Epoch 290/500
187/187 [==============================] - 0s 39us/step - loss: 8.9089e-04 - acc: 1.0000
Epoch 291/500
187/187 [==============================] - 0s 38us/step - loss: 8.8496e-04 - acc: 1.0000
Epoch 292/500
187/187 [==============================] - 0s 38us/step - loss: 8.7575e-04 - acc: 1.0000
Epoch 293/500
187/187 [==============================] - 0s 37us/step - loss: 8.6857e-04 - acc: 1.0000
Epoch 294/500
187/187 [==============================] - 0s 37us/step - loss: 8.6195e-04 - acc: 1.0000
Epoch 295/500
187/187 [==============================] - 0s 39us/step - loss: 8.5492e-04 - acc: 1.0000
Epoch 296/500
187/187 [==============================] - 0s 38us/step - loss: 8.4903e-04 - acc: 1.0000
Epoch 297/500
187/187 [==============================] - 0s 38us/step - loss: 8.4079e-04 - acc: 1.0000
Epoch 298/500
187/187 [==============================] - 0s 38us/step - loss: 8.3476e-04 - acc: 1.0000
Epoch 299/500
187/187 [==============================] - 0s 39us/step - loss: 8.2680e-04 - acc: 1.0000
Epoch 300/500
187/187 [==============================] - 0s 38us/step - loss: 8.2016e-04 - acc: 1.0000
Epoch 301/500
187/187 [==============================] - 0s 38us/step - loss: 8.1309e-04 - acc: 1.0000
Epoch 302/500
187/187 [==============================] - 0s 38us/step - loss: 8.0637e-04 - acc: 1.0000
Epoch 303/500
187/187 [==============================] - 0s 38us/step - loss: 8.0028e-04 - acc: 1.0000
Epoch 304/500
187/187 [==============================] - 0s 39us/step - loss: 7.9404e-04 - acc: 1.0000
Epoch 305/500
187/187 [==============================] - 0s 39us/step - loss: 7.8698e-04 - acc: 1.0000
Epoch 306/500
187/187 [==============================] - 0s 38us/step - loss: 7.7964e-04 - acc: 1.0000
Epoch 307/500
187/187 [==============================] - 0s 39us/step - loss: 7.7359e-04 - acc: 1.0000
Epoch 308/500
187/187 [==============================] - 0s 38us/step - loss: 7.6806e-04 - acc: 1.0000
Epoch 309/500
187/187 [==============================] - 0s 38us/step - loss: 7.6105e-04 - acc: 1.0000
Epoch 310/500
187/187 [==============================] - 0s 39us/step - loss: 7.5566e-04 - acc: 1.0000
Epoch 311/500
187/187 [==============================] - 0s 38us/step - loss: 7.4911e-04 - acc: 1.0000
Epoch 312/500
187/187 [==============================] - 0s 41us/step - loss: 7.4337e-04 - acc: 1.0000
Epoch 313/500
187/187 [==============================] - 0s 38us/step - loss: 7.3789e-04 - acc: 1.0000
Epoch 314/500
187/187 [==============================] - 0s 38us/step - loss: 7.3160e-04 - acc: 1.0000
Epoch 315/500
187/187 [==============================] - 0s 38us/step - loss: 7.2661e-04 - acc: 1.0000
Epoch 316/500
187/187 [==============================] - 0s 38us/step - loss: 7.2053e-04 - acc: 1.0000
Epoch 317/500
187/187 [==============================] - 0s 38us/step - loss: 7.1463e-04 - acc: 1.0000
Epoch 318/500
187/187 [==============================] - 0s 39us/step - loss: 7.0975e-04 - acc: 1.0000
Epoch 319/500
187/187 [==============================] - 0s 38us/step - loss: 7.0353e-04 - acc: 1.0000
Epoch 320/500
187/187 [==============================] - 0s 38us/step - loss: 6.9882e-04 - acc: 1.0000
Epoch 321/500
187/187 [==============================] - 0s 38us/step - loss: 6.9273e-04 - acc: 1.0000
Epoch 322/500
187/187 [==============================] - 0s 38us/step - loss: 6.8738e-04 - acc: 1.0000
Epoch 323/500
187/187 [==============================] - 0s 42us/step - loss: 6.8239e-04 - acc: 1.0000
Epoch 324/500
187/187 [==============================] - 0s 39us/step - loss: 6.7674e-04 - acc: 1.0000
Epoch 325/500
187/187 [==============================] - 0s 38us/step - loss: 6.7179e-04 - acc: 1.0000
Epoch 326/500
187/187 [==============================] - 0s 38us/step - loss: 6.6661e-04 - acc: 1.0000
Epoch 327/500
187/187 [==============================] - 0s 39us/step - loss: 6.6244e-04 - acc: 1.0000
Epoch 328/500
187/187 [==============================] - 0s 38us/step - loss: 6.5645e-04 - acc: 1.0000
Epoch 329/500
187/187 [==============================] - 0s 38us/step - loss: 6.5139e-04 - acc: 1.0000
Epoch 330/500
187/187 [==============================] - 0s 38us/step - loss: 6.4651e-04 - acc: 1.0000
Epoch 331/500
187/187 [==============================] - 0s 39us/step - loss: 6.4153e-04 - acc: 1.0000
Epoch 332/500
187/187 [==============================] - 0s 38us/step - loss: 6.3666e-04 - acc: 1.0000
Epoch 333/500
187/187 [==============================] - 0s 39us/step - loss: 6.3173e-04 - acc: 1.0000
Epoch 334/500
187/187 [==============================] - 0s 38us/step - loss: 6.2707e-04 - acc: 1.0000
Epoch 335/500
187/187 [==============================] - 0s 38us/step - loss: 6.2270e-04 - acc: 1.0000
Epoch 336/500
187/187 [==============================] - 0s 38us/step - loss: 6.1874e-04 - acc: 1.0000
Epoch 337/500
187/187 [==============================] - 0s 38us/step - loss: 6.1441e-04 - acc: 1.0000
Epoch 338/500
187/187 [==============================] - 0s 38us/step - loss: 6.0866e-04 - acc: 1.0000
Epoch 339/500
187/187 [==============================] - 0s 39us/step - loss: 6.0407e-04 - acc: 1.0000
Epoch 340/500
187/187 [==============================] - 0s 38us/step - loss: 5.9979e-04 - acc: 1.0000
Epoch 341/500
187/187 [==============================] - 0s 38us/step - loss: 5.9489e-04 - acc: 1.0000
Epoch 342/500
187/187 [==============================] - 0s 39us/step - loss: 5.9069e-04 - acc: 1.0000
Epoch 343/500
187/187 [==============================] - 0s 38us/step - loss: 5.8603e-04 - acc: 1.0000
Epoch 344/500
187/187 [==============================] - 0s 38us/step - loss: 5.8168e-04 - acc: 1.0000
Epoch 345/500
187/187 [==============================] - 0s 38us/step - loss: 5.7697e-04 - acc: 1.0000
Epoch 346/500
187/187 [==============================] - 0s 38us/step - loss: 5.7392e-04 - acc: 1.0000
Epoch 347/500
187/187 [==============================] - 0s 39us/step - loss: 5.6907e-04 - acc: 1.0000
Epoch 348/500
187/187 [==============================] - 0s 38us/step - loss: 5.6507e-04 - acc: 1.0000
Epoch 349/500
187/187 [==============================] - 0s 38us/step - loss: 5.6063e-04 - acc: 1.0000
Epoch 350/500
187/187 [==============================] - 0s 39us/step - loss: 5.5675e-04 - acc: 1.0000
Epoch 351/500
187/187 [==============================] - 0s 39us/step - loss: 5.5245e-04 - acc: 1.0000
Epoch 352/500
187/187 [==============================] - 0s 37us/step - loss: 5.4879e-04 - acc: 1.0000
Epoch 353/500
187/187 [==============================] - 0s 39us/step - loss: 5.4423e-04 - acc: 1.0000
Epoch 354/500
187/187 [==============================] - 0s 39us/step - loss: 5.4050e-04 - acc: 1.0000
Epoch 355/500
187/187 [==============================] - 0s 39us/step - loss: 5.3659e-04 - acc: 1.0000
Epoch 356/500
187/187 [==============================] - 0s 37us/step - loss: 5.3315e-04 - acc: 1.0000
Epoch 357/500
187/187 [==============================] - 0s 40us/step - loss: 5.2962e-04 - acc: 1.0000
Epoch 358/500
187/187 [==============================] - 0s 39us/step - loss: 5.2563e-04 - acc: 1.0000
Epoch 359/500
187/187 [==============================] - 0s 38us/step - loss: 5.2158e-04 - acc: 1.0000
Epoch 360/500
187/187 [==============================] - 0s 39us/step - loss: 5.1779e-04 - acc: 1.0000
Epoch 361/500
187/187 [==============================] - 0s 38us/step - loss: 5.1387e-04 - acc: 1.0000
Epoch 362/500
187/187 [==============================] - 0s 39us/step - loss: 5.1009e-04 - acc: 1.0000
Epoch 363/500
187/187 [==============================] - 0s 38us/step - loss: 5.0681e-04 - acc: 1.0000
Epoch 364/500
187/187 [==============================] - 0s 38us/step - loss: 5.0278e-04 - acc: 1.0000
Epoch 365/500
187/187 [==============================] - 0s 39us/step - loss: 4.9973e-04 - acc: 1.0000
Epoch 366/500
187/187 [==============================] - 0s 38us/step - loss: 4.9722e-04 - acc: 1.0000
Epoch 367/500
187/187 [==============================] - 0s 40us/step - loss: 4.9226e-04 - acc: 1.0000
Epoch 368/500
187/187 [==============================] - 0s 38us/step - loss: 4.8869e-04 - acc: 1.0000
Epoch 369/500
187/187 [==============================] - 0s 38us/step - loss: 4.8524e-04 - acc: 1.0000
Epoch 370/500
187/187 [==============================] - 0s 38us/step - loss: 4.8154e-04 - acc: 1.0000
Epoch 371/500
187/187 [==============================] - 0s 39us/step - loss: 4.7894e-04 - acc: 1.0000
Epoch 372/500
187/187 [==============================] - 0s 38us/step - loss: 4.7535e-04 - acc: 1.0000
Epoch 373/500
187/187 [==============================] - 0s 38us/step - loss: 4.7221e-04 - acc: 1.0000
Epoch 374/500
187/187 [==============================] - 0s 38us/step - loss: 4.6827e-04 - acc: 1.0000
Epoch 375/500
187/187 [==============================] - 0s 38us/step - loss: 4.6483e-04 - acc: 1.0000
Epoch 376/500
187/187 [==============================] - 0s 38us/step - loss: 4.6233e-04 - acc: 1.0000
Epoch 377/500
187/187 [==============================] - 0s 38us/step - loss: 4.5893e-04 - acc: 1.0000
Epoch 378/500
187/187 [==============================] - 0s 38us/step - loss: 4.5549e-04 - acc: 1.0000
Epoch 379/500
187/187 [==============================] - 0s 38us/step - loss: 4.5246e-04 - acc: 1.0000
Epoch 380/500
187/187 [==============================] - 0s 38us/step - loss: 4.4907e-04 - acc: 1.0000
Epoch 381/500
187/187 [==============================] - 0s 39us/step - loss: 4.4600e-04 - acc: 1.0000
Epoch 382/500
187/187 [==============================] - 0s 38us/step - loss: 4.4347e-04 - acc: 1.0000
Epoch 383/500
187/187 [==============================] - 0s 38us/step - loss: 4.4071e-04 - acc: 1.0000
Epoch 384/500
187/187 [==============================] - 0s 39us/step - loss: 4.3674e-04 - acc: 1.0000
Epoch 385/500
187/187 [==============================] - 0s 39us/step - loss: 4.3452e-04 - acc: 1.0000
Epoch 386/500
187/187 [==============================] - 0s 39us/step - loss: 4.3081e-04 - acc: 1.0000
Epoch 387/500
187/187 [==============================] - 0s 40us/step - loss: 4.2838e-04 - acc: 1.0000
Epoch 388/500
187/187 [==============================] - 0s 40us/step - loss: 4.2501e-04 - acc: 1.0000
Epoch 389/500
187/187 [==============================] - 0s 39us/step - loss: 4.2228e-04 - acc: 1.0000
Epoch 390/500
187/187 [==============================] - 0s 39us/step - loss: 4.1908e-04 - acc: 1.0000
Epoch 391/500
187/187 [==============================] - 0s 38us/step - loss: 4.1641e-04 - acc: 1.0000
Epoch 392/500
187/187 [==============================] - 0s 38us/step - loss: 4.1336e-04 - acc: 1.0000
Epoch 393/500
187/187 [==============================] - 0s 38us/step - loss: 4.1062e-04 - acc: 1.0000
Epoch 394/500
187/187 [==============================] - 0s 37us/step - loss: 4.0805e-04 - acc: 1.0000
Epoch 395/500
187/187 [==============================] - 0s 38us/step - loss: 4.0499e-04 - acc: 1.0000
Epoch 396/500
187/187 [==============================] - 0s 37us/step - loss: 4.0265e-04 - acc: 1.0000
Epoch 397/500
187/187 [==============================] - 0s 39us/step - loss: 3.9953e-04 - acc: 1.0000
Epoch 398/500
187/187 [==============================] - 0s 38us/step - loss: 3.9709e-04 - acc: 1.0000
Epoch 399/500
187/187 [==============================] - 0s 43us/step - loss: 3.9454e-04 - acc: 1.0000
Epoch 400/500
187/187 [==============================] - 0s 42us/step - loss: 3.9184e-04 - acc: 1.0000
Epoch 401/500
187/187 [==============================] - 0s 40us/step - loss: 3.8920e-04 - acc: 1.0000
Epoch 402/500
187/187 [==============================] - 0s 44us/step - loss: 3.8672e-04 - acc: 1.0000
Epoch 403/500
187/187 [==============================] - 0s 43us/step - loss: 3.8413e-04 - acc: 1.0000
Epoch 404/500
187/187 [==============================] - 0s 42us/step - loss: 3.8152e-04 - acc: 1.0000
Epoch 405/500
187/187 [==============================] - 0s 42us/step - loss: 3.7922e-04 - acc: 1.0000
Epoch 406/500
187/187 [==============================] - 0s 43us/step - loss: 3.7694e-04 - acc: 1.0000
Epoch 407/500
187/187 [==============================] - 0s 42us/step - loss: 3.7403e-04 - acc: 1.0000
Epoch 408/500
187/187 [==============================] - 0s 44us/step - loss: 3.7182e-04 - acc: 1.0000
Epoch 409/500
187/187 [==============================] - 0s 41us/step - loss: 3.6930e-04 - acc: 1.0000
Epoch 410/500
187/187 [==============================] - 0s 43us/step - loss: 3.6693e-04 - acc: 1.0000
Epoch 411/500
187/187 [==============================] - 0s 42us/step - loss: 3.6460e-04 - acc: 1.0000
Epoch 412/500
187/187 [==============================] - 0s 43us/step - loss: 3.6211e-04 - acc: 1.0000
Epoch 413/500
187/187 [==============================] - 0s 41us/step - loss: 3.5991e-04 - acc: 1.0000
Epoch 414/500
187/187 [==============================] - 0s 42us/step - loss: 3.5752e-04 - acc: 1.0000
Epoch 415/500
187/187 [==============================] - 0s 40us/step - loss: 3.5517e-04 - acc: 1.0000
Epoch 416/500
187/187 [==============================] - 0s 43us/step - loss: 3.5307e-04 - acc: 1.0000
Epoch 417/500
187/187 [==============================] - 0s 42us/step - loss: 3.5073e-04 - acc: 1.0000
Epoch 418/500
187/187 [==============================] - 0s 42us/step - loss: 3.4826e-04 - acc: 1.0000
Epoch 419/500
187/187 [==============================] - 0s 41us/step - loss: 3.4621e-04 - acc: 1.0000
Epoch 420/500
187/187 [==============================] - 0s 42us/step - loss: 3.4398e-04 - acc: 1.0000
Epoch 421/500
187/187 [==============================] - 0s 43us/step - loss: 3.4175e-04 - acc: 1.0000
Epoch 422/500
187/187 [==============================] - 0s 41us/step - loss: 3.3958e-04 - acc: 1.0000
Epoch 423/500
187/187 [==============================] - 0s 40us/step - loss: 3.3737e-04 - acc: 1.0000
Epoch 424/500
187/187 [==============================] - 0s 42us/step - loss: 3.3525e-04 - acc: 1.0000
Epoch 425/500
187/187 [==============================] - 0s 41us/step - loss: 3.3340e-04 - acc: 1.0000
Epoch 426/500
187/187 [==============================] - 0s 40us/step - loss: 3.3092e-04 - acc: 1.0000
Epoch 427/500
187/187 [==============================] - 0s 41us/step - loss: 3.2913e-04 - acc: 1.0000
Epoch 428/500
187/187 [==============================] - 0s 41us/step - loss: 3.2687e-04 - acc: 1.0000
Epoch 429/500
187/187 [==============================] - 0s 42us/step - loss: 3.2478e-04 - acc: 1.0000
Epoch 430/500
187/187 [==============================] - 0s 39us/step - loss: 3.2263e-04 - acc: 1.0000
Epoch 431/500
187/187 [==============================] - 0s 41us/step - loss: 3.2074e-04 - acc: 1.0000
Epoch 432/500
187/187 [==============================] - 0s 40us/step - loss: 3.1899e-04 - acc: 1.0000
Epoch 433/500
187/187 [==============================] - 0s 40us/step - loss: 3.1672e-04 - acc: 1.0000
Epoch 434/500
187/187 [==============================] - 0s 38us/step - loss: 3.1457e-04 - acc: 1.0000
Epoch 435/500
187/187 [==============================] - 0s 40us/step - loss: 3.1285e-04 - acc: 1.0000
Epoch 436/500
187/187 [==============================] - 0s 40us/step - loss: 3.1102e-04 - acc: 1.0000
Epoch 437/500
187/187 [==============================] - 0s 40us/step - loss: 3.0880e-04 - acc: 1.0000
Epoch 438/500
187/187 [==============================] - 0s 39us/step - loss: 3.0714e-04 - acc: 1.0000
Epoch 439/500
187/187 [==============================] - 0s 38us/step - loss: 3.0491e-04 - acc: 1.0000
Epoch 440/500
187/187 [==============================] - 0s 38us/step - loss: 3.0289e-04 - acc: 1.0000
Epoch 441/500
187/187 [==============================] - 0s 38us/step - loss: 3.0112e-04 - acc: 1.0000
Epoch 442/500
187/187 [==============================] - 0s 39us/step - loss: 2.9921e-04 - acc: 1.0000
Epoch 443/500
187/187 [==============================] - 0s 42us/step - loss: 2.9732e-04 - acc: 1.0000
Epoch 444/500
187/187 [==============================] - 0s 39us/step - loss: 2.9551e-04 - acc: 1.0000
Epoch 445/500
187/187 [==============================] - 0s 40us/step - loss: 2.9351e-04 - acc: 1.0000
Epoch 446/500
187/187 [==============================] - 0s 42us/step - loss: 2.9178e-04 - acc: 1.0000
Epoch 447/500
187/187 [==============================] - 0s 42us/step - loss: 2.8981e-04 - acc: 1.0000
Epoch 448/500
187/187 [==============================] - 0s 41us/step - loss: 2.8796e-04 - acc: 1.0000
Epoch 449/500
187/187 [==============================] - 0s 43us/step - loss: 2.8617e-04 - acc: 1.0000
Epoch 450/500
187/187 [==============================] - 0s 39us/step - loss: 2.8453e-04 - acc: 1.0000
Epoch 451/500
187/187 [==============================] - 0s 39us/step - loss: 2.8307e-04 - acc: 1.0000
Epoch 452/500
187/187 [==============================] - 0s 39us/step - loss: 2.8110e-04 - acc: 1.0000
Epoch 453/500
187/187 [==============================] - 0s 39us/step - loss: 2.7946e-04 - acc: 1.0000
Epoch 454/500
187/187 [==============================] - 0s 39us/step - loss: 2.7753e-04 - acc: 1.0000
Epoch 455/500
187/187 [==============================] - 0s 40us/step - loss: 2.7586e-04 - acc: 1.0000
Epoch 456/500
187/187 [==============================] - 0s 40us/step - loss: 2.7409e-04 - acc: 1.0000
Epoch 457/500
187/187 [==============================] - 0s 42us/step - loss: 2.7267e-04 - acc: 1.0000
Epoch 458/500
187/187 [==============================] - 0s 40us/step - loss: 2.7089e-04 - acc: 1.0000
Epoch 459/500
187/187 [==============================] - 0s 41us/step - loss: 2.6920e-04 - acc: 1.0000
Epoch 460/500
187/187 [==============================] - 0s 40us/step - loss: 2.6741e-04 - acc: 1.0000
Epoch 461/500
187/187 [==============================] - 0s 40us/step - loss: 2.6579e-04 - acc: 1.0000
Epoch 462/500
187/187 [==============================] - 0s 39us/step - loss: 2.6426e-04 - acc: 1.0000
Epoch 463/500
187/187 [==============================] - 0s 40us/step - loss: 2.6249e-04 - acc: 1.0000
Epoch 464/500
187/187 [==============================] - 0s 38us/step - loss: 2.6114e-04 - acc: 1.0000
Epoch 465/500
187/187 [==============================] - 0s 41us/step - loss: 2.5948e-04 - acc: 1.0000
Epoch 466/500
187/187 [==============================] - 0s 40us/step - loss: 2.5797e-04 - acc: 1.0000
Epoch 467/500
187/187 [==============================] - 0s 39us/step - loss: 2.5627e-04 - acc: 1.0000
Epoch 468/500
187/187 [==============================] - 0s 40us/step - loss: 2.5486e-04 - acc: 1.0000
Epoch 469/500
187/187 [==============================] - 0s 40us/step - loss: 2.5323e-04 - acc: 1.0000
Epoch 470/500
187/187 [==============================] - 0s 39us/step - loss: 2.5150e-04 - acc: 1.0000
Epoch 471/500
187/187 [==============================] - 0s 40us/step - loss: 2.5019e-04 - acc: 1.0000
Epoch 472/500
187/187 [==============================] - 0s 39us/step - loss: 2.4843e-04 - acc: 1.0000
Epoch 473/500
187/187 [==============================] - 0s 42us/step - loss: 2.4701e-04 - acc: 1.0000
Epoch 474/500
187/187 [==============================] - 0s 39us/step - loss: 2.4557e-04 - acc: 1.0000
Epoch 475/500
187/187 [==============================] - 0s 41us/step - loss: 2.4420e-04 - acc: 1.0000
Epoch 476/500
187/187 [==============================] - 0s 40us/step - loss: 2.4261e-04 - acc: 1.0000
Epoch 477/500
187/187 [==============================] - 0s 39us/step - loss: 2.4107e-04 - acc: 1.0000
Epoch 478/500
187/187 [==============================] - 0s 39us/step - loss: 2.3958e-04 - acc: 1.0000
Epoch 479/500
187/187 [==============================] - 0s 40us/step - loss: 2.3831e-04 - acc: 1.0000
Epoch 480/500
187/187 [==============================] - 0s 41us/step - loss: 2.3672e-04 - acc: 1.0000
Epoch 481/500
187/187 [==============================] - 0s 39us/step - loss: 2.3521e-04 - acc: 1.0000
Epoch 482/500
187/187 [==============================] - 0s 39us/step - loss: 2.3400e-04 - acc: 1.0000
Epoch 483/500
187/187 [==============================] - 0s 39us/step - loss: 2.3254e-04 - acc: 1.0000
Epoch 484/500
187/187 [==============================] - 0s 40us/step - loss: 2.3109e-04 - acc: 1.0000
Epoch 485/500
187/187 [==============================] - 0s 40us/step - loss: 2.2978e-04 - acc: 1.0000
Epoch 486/500
187/187 [==============================] - 0s 39us/step - loss: 2.2836e-04 - acc: 1.0000
Epoch 487/500
187/187 [==============================] - 0s 40us/step - loss: 2.2694e-04 - acc: 1.0000
Epoch 488/500
187/187 [==============================] - 0s 40us/step - loss: 2.2546e-04 - acc: 1.0000
Epoch 489/500
187/187 [==============================] - 0s 39us/step - loss: 2.2435e-04 - acc: 1.0000
Epoch 490/500
187/187 [==============================] - 0s 40us/step - loss: 2.2275e-04 - acc: 1.0000
Epoch 491/500
187/187 [==============================] - 0s 40us/step - loss: 2.2167e-04 - acc: 1.0000
Epoch 492/500
187/187 [==============================] - 0s 38us/step - loss: 2.2009e-04 - acc: 1.0000
Epoch 493/500
187/187 [==============================] - 0s 39us/step - loss: 2.1893e-04 - acc: 1.0000
Epoch 494/500
187/187 [==============================] - 0s 41us/step - loss: 2.1754e-04 - acc: 1.0000
Epoch 495/500
187/187 [==============================] - 0s 40us/step - loss: 2.1609e-04 - acc: 1.0000
Epoch 496/500
187/187 [==============================] - 0s 40us/step - loss: 2.1476e-04 - acc: 1.0000
Epoch 497/500
187/187 [==============================] - 0s 39us/step - loss: 2.1356e-04 - acc: 1.0000
Epoch 498/500
187/187 [==============================] - 0s 42us/step - loss: 2.1231e-04 - acc: 1.0000
Epoch 499/500
187/187 [==============================] - 0s 40us/step - loss: 2.1104e-04 - acc: 1.0000
Epoch 500/500
187/187 [==============================] - 0s 40us/step - loss: 2.0981e-04 - acc: 1.0000
21/21 [==============================] - 0s 11ms/step
Epoch 1/500
187/187 [==============================] - 1s 4ms/step - loss: 0.8262 - acc: 0.5027
Epoch 2/500
187/187 [==============================] - 0s 84us/step - loss: 0.6732 - acc: 0.5882
Epoch 3/500
187/187 [==============================] - 0s 85us/step - loss: 0.5721 - acc: 0.7273
Epoch 4/500
187/187 [==============================] - 0s 89us/step - loss: 0.4990 - acc: 0.8021
Epoch 5/500
187/187 [==============================] - 0s 83us/step - loss: 0.4460 - acc: 0.8396
Epoch 6/500
187/187 [==============================] - 0s 63us/step - loss: 0.4092 - acc: 0.8663
Epoch 7/500
187/187 [==============================] - 0s 56us/step - loss: 0.3800 - acc: 0.8824
Epoch 8/500
187/187 [==============================] - 0s 61us/step - loss: 0.3530 - acc: 0.8930
Epoch 9/500
187/187 [==============================] - 0s 53us/step - loss: 0.3295 - acc: 0.9037
Epoch 10/500
187/187 [==============================] - 0s 52us/step - loss: 0.3088 - acc: 0.9091
Epoch 11/500
187/187 [==============================] - 0s 53us/step - loss: 0.2912 - acc: 0.9198
Epoch 12/500
187/187 [==============================] - 0s 52us/step - loss: 0.2729 - acc: 0.9198
Epoch 13/500
187/187 [==============================] - 0s 47us/step - loss: 0.2586 - acc: 0.9305
Epoch 14/500
187/187 [==============================] - 0s 49us/step - loss: 0.2428 - acc: 0.9465
Epoch 15/500
187/187 [==============================] - 0s 49us/step - loss: 0.2297 - acc: 0.9519
Epoch 16/500
187/187 [==============================] - 0s 46us/step - loss: 0.2173 - acc: 0.9626
Epoch 17/500
187/187 [==============================] - 0s 47us/step - loss: 0.2059 - acc: 0.9679
Epoch 18/500
187/187 [==============================] - 0s 48us/step - loss: 0.1951 - acc: 0.9679
Epoch 19/500
187/187 [==============================] - 0s 43us/step - loss: 0.1849 - acc: 0.9733
Epoch 20/500
187/187 [==============================] - 0s 46us/step - loss: 0.1760 - acc: 0.9733
Epoch 21/500
187/187 [==============================] - 0s 49us/step - loss: 0.1672 - acc: 0.9840
Epoch 22/500
187/187 [==============================] - 0s 45us/step - loss: 0.1587 - acc: 0.9786
Epoch 23/500
187/187 [==============================] - 0s 49us/step - loss: 0.1511 - acc: 0.9840
Epoch 24/500
187/187 [==============================] - 0s 42us/step - loss: 0.1438 - acc: 0.9893
Epoch 25/500
187/187 [==============================] - 0s 43us/step - loss: 0.1373 - acc: 0.9893
Epoch 26/500
187/187 [==============================] - 0s 43us/step - loss: 0.1311 - acc: 0.9893
Epoch 27/500
187/187 [==============================] - 0s 44us/step - loss: 0.1251 - acc: 0.9893
Epoch 28/500
187/187 [==============================] - 0s 41us/step - loss: 0.1197 - acc: 0.9893
Epoch 29/500
187/187 [==============================] - 0s 42us/step - loss: 0.1143 - acc: 0.9893
Epoch 30/500
187/187 [==============================] - 0s 40us/step - loss: 0.1097 - acc: 0.9893
Epoch 31/500
187/187 [==============================] - 0s 42us/step - loss: 0.1048 - acc: 0.9893
Epoch 32/500
187/187 [==============================] - 0s 41us/step - loss: 0.1002 - acc: 0.9893
Epoch 33/500
187/187 [==============================] - 0s 40us/step - loss: 0.0959 - acc: 0.9893
Epoch 34/500
187/187 [==============================] - 0s 42us/step - loss: 0.0918 - acc: 0.9893
Epoch 35/500
187/187 [==============================] - 0s 43us/step - loss: 0.0878 - acc: 0.9947
Epoch 36/500
187/187 [==============================] - 0s 44us/step - loss: 0.0843 - acc: 0.9947
Epoch 37/500
187/187 [==============================] - 0s 42us/step - loss: 0.0806 - acc: 0.9947
Epoch 38/500
187/187 [==============================] - 0s 42us/step - loss: 0.0775 - acc: 0.9947
Epoch 39/500
187/187 [==============================] - 0s 40us/step - loss: 0.0743 - acc: 0.9947
Epoch 40/500
187/187 [==============================] - 0s 40us/step - loss: 0.0713 - acc: 0.9947
Epoch 41/500
187/187 [==============================] - 0s 41us/step - loss: 0.0685 - acc: 0.9947
Epoch 42/500
187/187 [==============================] - 0s 43us/step - loss: 0.0659 - acc: 0.9947
Epoch 43/500
187/187 [==============================] - 0s 42us/step - loss: 0.0632 - acc: 0.9947
Epoch 44/500
187/187 [==============================] - 0s 40us/step - loss: 0.0609 - acc: 0.9947
Epoch 45/500
187/187 [==============================] - 0s 41us/step - loss: 0.0585 - acc: 0.9947
Epoch 46/500
187/187 [==============================] - 0s 41us/step - loss: 0.0563 - acc: 0.9947
Epoch 47/500
187/187 [==============================] - 0s 41us/step - loss: 0.0543 - acc: 0.9947
Epoch 48/500
187/187 [==============================] - 0s 41us/step - loss: 0.0521 - acc: 0.9947
Epoch 49/500
187/187 [==============================] - 0s 40us/step - loss: 0.0508 - acc: 0.9947
Epoch 50/500
187/187 [==============================] - 0s 42us/step - loss: 0.0485 - acc: 0.9947
Epoch 51/500
187/187 [==============================] - 0s 42us/step - loss: 0.0469 - acc: 0.9947
Epoch 52/500
187/187 [==============================] - 0s 42us/step - loss: 0.0451 - acc: 1.0000
Epoch 53/500
187/187 [==============================] - 0s 42us/step - loss: 0.0434 - acc: 1.0000
Epoch 54/500
187/187 [==============================] - 0s 42us/step - loss: 0.0420 - acc: 1.0000
Epoch 55/500
187/187 [==============================] - 0s 42us/step - loss: 0.0404 - acc: 1.0000
Epoch 56/500
187/187 [==============================] - 0s 42us/step - loss: 0.0390 - acc: 1.0000
Epoch 57/500
187/187 [==============================] - 0s 45us/step - loss: 0.0377 - acc: 1.0000
Epoch 58/500
187/187 [==============================] - 0s 42us/step - loss: 0.0364 - acc: 1.0000
Epoch 59/500
187/187 [==============================] - 0s 41us/step - loss: 0.0351 - acc: 1.0000
Epoch 60/500
187/187 [==============================] - 0s 41us/step - loss: 0.0341 - acc: 1.0000
Epoch 61/500
187/187 [==============================] - 0s 40us/step - loss: 0.0329 - acc: 1.0000
Epoch 62/500
187/187 [==============================] - 0s 40us/step - loss: 0.0317 - acc: 1.0000
Epoch 63/500
187/187 [==============================] - 0s 42us/step - loss: 0.0309 - acc: 1.0000
Epoch 64/500
187/187 [==============================] - 0s 44us/step - loss: 0.0300 - acc: 1.0000
Epoch 65/500
187/187 [==============================] - 0s 43us/step - loss: 0.0290 - acc: 1.0000
Epoch 66/500
187/187 [==============================] - 0s 42us/step - loss: 0.0280 - acc: 1.0000
Epoch 67/500
187/187 [==============================] - 0s 42us/step - loss: 0.0272 - acc: 1.0000
Epoch 68/500
187/187 [==============================] - 0s 41us/step - loss: 0.0263 - acc: 1.0000
Epoch 69/500
187/187 [==============================] - 0s 41us/step - loss: 0.0256 - acc: 1.0000
Epoch 70/500
187/187 [==============================] - 0s 41us/step - loss: 0.0249 - acc: 1.0000
Epoch 71/500
187/187 [==============================] - 0s 43us/step - loss: 0.0241 - acc: 1.0000
Epoch 72/500
187/187 [==============================] - 0s 44us/step - loss: 0.0235 - acc: 1.0000
Epoch 73/500
187/187 [==============================] - 0s 42us/step - loss: 0.0228 - acc: 1.0000
Epoch 74/500
187/187 [==============================] - 0s 42us/step - loss: 0.0222 - acc: 1.0000
Epoch 75/500
187/187 [==============================] - 0s 44us/step - loss: 0.0214 - acc: 1.0000
Epoch 76/500
187/187 [==============================] - 0s 42us/step - loss: 0.0209 - acc: 1.0000
Epoch 77/500
187/187 [==============================] - 0s 43us/step - loss: 0.0204 - acc: 1.0000
Epoch 78/500
187/187 [==============================] - 0s 40us/step - loss: 0.0198 - acc: 1.0000
Epoch 79/500
187/187 [==============================] - 0s 40us/step - loss: 0.0193 - acc: 1.0000
Epoch 80/500
187/187 [==============================] - 0s 40us/step - loss: 0.0187 - acc: 1.0000
Epoch 81/500
187/187 [==============================] - 0s 41us/step - loss: 0.0182 - acc: 1.0000
Epoch 82/500
187/187 [==============================] - 0s 42us/step - loss: 0.0178 - acc: 1.0000
Epoch 83/500
187/187 [==============================] - 0s 45us/step - loss: 0.0173 - acc: 1.0000
Epoch 84/500
187/187 [==============================] - 0s 44us/step - loss: 0.0169 - acc: 1.0000
Epoch 85/500
187/187 [==============================] - 0s 41us/step - loss: 0.0164 - acc: 1.0000
Epoch 86/500
187/187 [==============================] - 0s 41us/step - loss: 0.0160 - acc: 1.0000
Epoch 87/500
187/187 [==============================] - 0s 42us/step - loss: 0.0156 - acc: 1.0000
Epoch 88/500
187/187 [==============================] - 0s 42us/step - loss: 0.0152 - acc: 1.0000
Epoch 89/500
187/187 [==============================] - 0s 42us/step - loss: 0.0149 - acc: 1.0000
Epoch 90/500
187/187 [==============================] - 0s 44us/step - loss: 0.0145 - acc: 1.0000
Epoch 91/500
187/187 [==============================] - 0s 40us/step - loss: 0.0142 - acc: 1.0000
Epoch 92/500
187/187 [==============================] - 0s 39us/step - loss: 0.0139 - acc: 1.0000
Epoch 93/500
187/187 [==============================] - 0s 42us/step - loss: 0.0135 - acc: 1.0000
Epoch 94/500
187/187 [==============================] - 0s 41us/step - loss: 0.0132 - acc: 1.0000
Epoch 95/500
187/187 [==============================] - 0s 41us/step - loss: 0.0129 - acc: 1.0000
Epoch 96/500
187/187 [==============================] - 0s 43us/step - loss: 0.0126 - acc: 1.0000
Epoch 97/500
187/187 [==============================] - 0s 44us/step - loss: 0.0123 - acc: 1.0000
Epoch 98/500
187/187 [==============================] - 0s 43us/step - loss: 0.0121 - acc: 1.0000
Epoch 99/500
187/187 [==============================] - 0s 40us/step - loss: 0.0118 - acc: 1.0000
Epoch 100/500
187/187 [==============================] - 0s 40us/step - loss: 0.0116 - acc: 1.0000
Epoch 101/500
187/187 [==============================] - 0s 45us/step - loss: 0.0113 - acc: 1.0000
Epoch 102/500
187/187 [==============================] - 0s 42us/step - loss: 0.0110 - acc: 1.0000
Epoch 103/500
187/187 [==============================] - 0s 41us/step - loss: 0.0108 - acc: 1.0000
Epoch 104/500
187/187 [==============================] - 0s 42us/step - loss: 0.0106 - acc: 1.0000
Epoch 105/500
187/187 [==============================] - 0s 40us/step - loss: 0.0103 - acc: 1.0000
Epoch 106/500
187/187 [==============================] - 0s 40us/step - loss: 0.0101 - acc: 1.0000
Epoch 107/500
187/187 [==============================] - 0s 40us/step - loss: 0.0099 - acc: 1.0000
Epoch 108/500
187/187 [==============================] - 0s 42us/step - loss: 0.0097 - acc: 1.0000
Epoch 109/500
187/187 [==============================] - 0s 43us/step - loss: 0.0095 - acc: 1.0000
Epoch 110/500
187/187 [==============================] - 0s 44us/step - loss: 0.0093 - acc: 1.0000
Epoch 111/500
187/187 [==============================] - 0s 44us/step - loss: 0.0091 - acc: 1.0000
Epoch 112/500
187/187 [==============================] - 0s 42us/step - loss: 0.0089 - acc: 1.0000
Epoch 113/500
187/187 [==============================] - 0s 42us/step - loss: 0.0087 - acc: 1.0000
Epoch 114/500
187/187 [==============================] - 0s 39us/step - loss: 0.0086 - acc: 1.0000
Epoch 115/500
187/187 [==============================] - 0s 39us/step - loss: 0.0084 - acc: 1.0000
Epoch 116/500
187/187 [==============================] - 0s 41us/step - loss: 0.0082 - acc: 1.0000
Epoch 117/500
187/187 [==============================] - 0s 41us/step - loss: 0.0081 - acc: 1.0000
Epoch 118/500
187/187 [==============================] - 0s 42us/step - loss: 0.0079 - acc: 1.0000
Epoch 119/500
187/187 [==============================] - 0s 43us/step - loss: 0.0078 - acc: 1.0000
Epoch 120/500
187/187 [==============================] - 0s 41us/step - loss: 0.0076 - acc: 1.0000
Epoch 121/500
187/187 [==============================] - 0s 43us/step - loss: 0.0075 - acc: 1.0000
Epoch 122/500
187/187 [==============================] - 0s 42us/step - loss: 0.0073 - acc: 1.0000
Epoch 123/500
187/187 [==============================] - 0s 41us/step - loss: 0.0072 - acc: 1.0000
Epoch 124/500
187/187 [==============================] - 0s 43us/step - loss: 0.0071 - acc: 1.0000
Epoch 125/500
187/187 [==============================] - 0s 44us/step - loss: 0.0070 - acc: 1.0000
Epoch 126/500
187/187 [==============================] - 0s 44us/step - loss: 0.0068 - acc: 1.0000
Epoch 127/500
187/187 [==============================] - 0s 43us/step - loss: 0.0067 - acc: 1.0000
Epoch 128/500
187/187 [==============================] - 0s 44us/step - loss: 0.0066 - acc: 1.0000
Epoch 129/500
187/187 [==============================] - 0s 40us/step - loss: 0.0065 - acc: 1.0000
Epoch 130/500
187/187 [==============================] - 0s 40us/step - loss: 0.0064 - acc: 1.0000
Epoch 131/500
187/187 [==============================] - 0s 41us/step - loss: 0.0062 - acc: 1.0000
Epoch 132/500
187/187 [==============================] - 0s 40us/step - loss: 0.0061 - acc: 1.0000
Epoch 133/500
187/187 [==============================] - 0s 40us/step - loss: 0.0060 - acc: 1.0000
Epoch 134/500
187/187 [==============================] - 0s 44us/step - loss: 0.0059 - acc: 1.0000
Epoch 135/500
187/187 [==============================] - 0s 41us/step - loss: 0.0058 - acc: 1.0000
Epoch 136/500
187/187 [==============================] - 0s 44us/step - loss: 0.0057 - acc: 1.0000
Epoch 137/500
187/187 [==============================] - 0s 43us/step - loss: 0.0056 - acc: 1.0000
Epoch 138/500
187/187 [==============================] - 0s 40us/step - loss: 0.0056 - acc: 1.0000
Epoch 139/500
187/187 [==============================] - 0s 42us/step - loss: 0.0055 - acc: 1.0000
Epoch 140/500
187/187 [==============================] - 0s 43us/step - loss: 0.0054 - acc: 1.0000
Epoch 141/500
187/187 [==============================] - 0s 40us/step - loss: 0.0053 - acc: 1.0000
Epoch 142/500
187/187 [==============================] - 0s 40us/step - loss: 0.0052 - acc: 1.0000
Epoch 143/500
187/187 [==============================] - 0s 41us/step - loss: 0.0051 - acc: 1.0000
Epoch 144/500
187/187 [==============================] - 0s 40us/step - loss: 0.0050 - acc: 1.0000
Epoch 145/500
187/187 [==============================] - 0s 42us/step - loss: 0.0050 - acc: 1.0000
Epoch 146/500
187/187 [==============================] - 0s 44us/step - loss: 0.0049 - acc: 1.0000
Epoch 147/500
187/187 [==============================] - 0s 41us/step - loss: 0.0048 - acc: 1.0000
Epoch 148/500
187/187 [==============================] - 0s 44us/step - loss: 0.0047 - acc: 1.0000
Epoch 149/500
187/187 [==============================] - 0s 41us/step - loss: 0.0047 - acc: 1.0000
Epoch 150/500
187/187 [==============================] - 0s 41us/step - loss: 0.0046 - acc: 1.0000
Epoch 151/500
187/187 [==============================] - 0s 42us/step - loss: 0.0045 - acc: 1.0000
Epoch 152/500
187/187 [==============================] - 0s 42us/step - loss: 0.0045 - acc: 1.0000
Epoch 153/500
187/187 [==============================] - 0s 43us/step - loss: 0.0044 - acc: 1.0000
Epoch 154/500
187/187 [==============================] - 0s 42us/step - loss: 0.0043 - acc: 1.0000
Epoch 155/500
187/187 [==============================] - 0s 43us/step - loss: 0.0043 - acc: 1.0000
Epoch 156/500
187/187 [==============================] - 0s 44us/step - loss: 0.0042 - acc: 1.0000
Epoch 157/500
187/187 [==============================] - 0s 44us/step - loss: 0.0041 - acc: 1.0000
Epoch 158/500
187/187 [==============================] - 0s 41us/step - loss: 0.0041 - acc: 1.0000
Epoch 159/500
187/187 [==============================] - 0s 40us/step - loss: 0.0040 - acc: 1.0000
Epoch 160/500
187/187 [==============================] - 0s 40us/step - loss: 0.0040 - acc: 1.0000
Epoch 161/500
187/187 [==============================] - 0s 44us/step - loss: 0.0039 - acc: 1.0000
Epoch 162/500
187/187 [==============================] - 0s 40us/step - loss: 0.0039 - acc: 1.0000
Epoch 163/500
187/187 [==============================] - 0s 40us/step - loss: 0.0038 - acc: 1.0000
Epoch 164/500
187/187 [==============================] - 0s 41us/step - loss: 0.0037 - acc: 1.0000
Epoch 165/500
187/187 [==============================] - 0s 42us/step - loss: 0.0037 - acc: 1.0000
Epoch 166/500
187/187 [==============================] - 0s 40us/step - loss: 0.0036 - acc: 1.0000
Epoch 167/500
187/187 [==============================] - 0s 41us/step - loss: 0.0036 - acc: 1.0000
Epoch 168/500
187/187 [==============================] - 0s 41us/step - loss: 0.0035 - acc: 1.0000
Epoch 169/500
187/187 [==============================] - 0s 43us/step - loss: 0.0035 - acc: 1.0000
Epoch 170/500
187/187 [==============================] - 0s 44us/step - loss: 0.0034 - acc: 1.0000
Epoch 171/500
187/187 [==============================] - 0s 43us/step - loss: 0.0034 - acc: 1.0000
Epoch 172/500
187/187 [==============================] - 0s 41us/step - loss: 0.0034 - acc: 1.0000
Epoch 173/500
187/187 [==============================] - 0s 40us/step - loss: 0.0033 - acc: 1.0000
Epoch 174/500
187/187 [==============================] - 0s 40us/step - loss: 0.0033 - acc: 1.0000
Epoch 175/500
187/187 [==============================] - 0s 45us/step - loss: 0.0032 - acc: 1.0000
Epoch 176/500
187/187 [==============================] - 0s 43us/step - loss: 0.0032 - acc: 1.0000
Epoch 177/500
187/187 [==============================] - 0s 41us/step - loss: 0.0032 - acc: 1.0000
Epoch 178/500
187/187 [==============================] - 0s 41us/step - loss: 0.0031 - acc: 1.0000
Epoch 179/500
187/187 [==============================] - 0s 41us/step - loss: 0.0031 - acc: 1.0000
Epoch 180/500
187/187 [==============================] - 0s 41us/step - loss: 0.0030 - acc: 1.0000
Epoch 181/500
187/187 [==============================] - 0s 41us/step - loss: 0.0030 - acc: 1.0000
Epoch 182/500
187/187 [==============================] - 0s 43us/step - loss: 0.0030 - acc: 1.0000
Epoch 183/500
187/187 [==============================] - 0s 42us/step - loss: 0.0029 - acc: 1.0000
Epoch 184/500
187/187 [==============================] - 0s 43us/step - loss: 0.0029 - acc: 1.0000
Epoch 185/500
187/187 [==============================] - 0s 44us/step - loss: 0.0028 - acc: 1.0000
Epoch 186/500
187/187 [==============================] - 0s 41us/step - loss: 0.0028 - acc: 1.0000
Epoch 187/500
187/187 [==============================] - 0s 39us/step - loss: 0.0028 - acc: 1.0000
Epoch 188/500
187/187 [==============================] - 0s 40us/step - loss: 0.0027 - acc: 1.0000
Epoch 189/500
187/187 [==============================] - 0s 42us/step - loss: 0.0027 - acc: 1.0000
Epoch 190/500
187/187 [==============================] - 0s 43us/step - loss: 0.0027 - acc: 1.0000
Epoch 191/500
187/187 [==============================] - 0s 45us/step - loss: 0.0026 - acc: 1.0000
Epoch 192/500
187/187 [==============================] - 0s 41us/step - loss: 0.0026 - acc: 1.0000
Epoch 193/500
187/187 [==============================] - 0s 42us/step - loss: 0.0026 - acc: 1.0000
Epoch 194/500
187/187 [==============================] - 0s 41us/step - loss: 0.0026 - acc: 1.0000
Epoch 195/500
187/187 [==============================] - 0s 42us/step - loss: 0.0025 - acc: 1.0000
Epoch 196/500
187/187 [==============================] - 0s 44us/step - loss: 0.0025 - acc: 1.0000
Epoch 197/500
187/187 [==============================] - 0s 41us/step - loss: 0.0025 - acc: 1.0000
Epoch 198/500
187/187 [==============================] - 0s 41us/step - loss: 0.0024 - acc: 1.0000
Epoch 199/500
187/187 [==============================] - 0s 41us/step - loss: 0.0024 - acc: 1.0000
Epoch 200/500
187/187 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 201/500
187/187 [==============================] - 0s 41us/step - loss: 0.0024 - acc: 1.0000
Epoch 202/500
187/187 [==============================] - 0s 41us/step - loss: 0.0023 - acc: 1.0000
Epoch 203/500
187/187 [==============================] - 0s 46us/step - loss: 0.0023 - acc: 1.0000
Epoch 204/500
187/187 [==============================] - 0s 42us/step - loss: 0.0023 - acc: 1.0000
Epoch 205/500
187/187 [==============================] - 0s 46us/step - loss: 0.0022 - acc: 1.0000
Epoch 206/500
187/187 [==============================] - 0s 41us/step - loss: 0.0022 - acc: 1.0000
Epoch 207/500
187/187 [==============================] - 0s 44us/step - loss: 0.0022 - acc: 1.0000
Epoch 208/500
187/187 [==============================] - 0s 42us/step - loss: 0.0022 - acc: 1.0000
Epoch 209/500
187/187 [==============================] - 0s 45us/step - loss: 0.0021 - acc: 1.0000
Epoch 210/500
187/187 [==============================] - 0s 47us/step - loss: 0.0021 - acc: 1.0000
Epoch 211/500
187/187 [==============================] - 0s 45us/step - loss: 0.0021 - acc: 1.0000
Epoch 212/500
187/187 [==============================] - 0s 44us/step - loss: 0.0021 - acc: 1.0000
Epoch 213/500
187/187 [==============================] - 0s 44us/step - loss: 0.0021 - acc: 1.0000
Epoch 214/500
187/187 [==============================] - 0s 42us/step - loss: 0.0020 - acc: 1.0000
Epoch 215/500
187/187 [==============================] - 0s 44us/step - loss: 0.0020 - acc: 1.0000
Epoch 216/500
187/187 [==============================] - 0s 41us/step - loss: 0.0020 - acc: 1.0000
Epoch 217/500
187/187 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 218/500
187/187 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 219/500
187/187 [==============================] - 0s 41us/step - loss: 0.0019 - acc: 1.0000
Epoch 220/500
187/187 [==============================] - 0s 44us/step - loss: 0.0019 - acc: 1.0000
Epoch 221/500
187/187 [==============================] - 0s 43us/step - loss: 0.0019 - acc: 1.0000
Epoch 222/500
187/187 [==============================] - 0s 43us/step - loss: 0.0019 - acc: 1.0000
Epoch 223/500
187/187 [==============================] - 0s 45us/step - loss: 0.0018 - acc: 1.0000
Epoch 224/500
187/187 [==============================] - 0s 44us/step - loss: 0.0018 - acc: 1.0000
Epoch 225/500
187/187 [==============================] - 0s 42us/step - loss: 0.0018 - acc: 1.0000
Epoch 226/500
187/187 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 227/500
187/187 [==============================] - 0s 42us/step - loss: 0.0018 - acc: 1.0000
Epoch 228/500
187/187 [==============================] - 0s 41us/step - loss: 0.0018 - acc: 1.0000
Epoch 229/500
187/187 [==============================] - 0s 43us/step - loss: 0.0017 - acc: 1.0000
Epoch 230/500
187/187 [==============================] - 0s 47us/step - loss: 0.0017 - acc: 1.0000
Epoch 231/500
187/187 [==============================] - 0s 46us/step - loss: 0.0017 - acc: 1.0000
Epoch 232/500
187/187 [==============================] - 0s 41us/step - loss: 0.0017 - acc: 1.0000
Epoch 233/500
187/187 [==============================] - 0s 40us/step - loss: 0.0017 - acc: 1.0000
Epoch 234/500
187/187 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 235/500
187/187 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 236/500
187/187 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 237/500
187/187 [==============================] - 0s 42us/step - loss: 0.0016 - acc: 1.0000
Epoch 238/500
187/187 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 239/500
187/187 [==============================] - 0s 44us/step - loss: 0.0016 - acc: 1.0000
Epoch 240/500
187/187 [==============================] - 0s 49us/step - loss: 0.0016 - acc: 1.0000
Epoch 241/500
187/187 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 242/500
187/187 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 243/500
187/187 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 244/500
187/187 [==============================] - 0s 43us/step - loss: 0.0015 - acc: 1.0000
Epoch 245/500
187/187 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 246/500
187/187 [==============================] - 0s 45us/step - loss: 0.0015 - acc: 1.0000
Epoch 247/500
187/187 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 248/500
187/187 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 249/500
187/187 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 250/500
187/187 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 251/500
187/187 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 252/500
187/187 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 253/500
187/187 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 254/500
187/187 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 255/500
187/187 [==============================] - 0s 44us/step - loss: 0.0013 - acc: 1.0000
Epoch 256/500
187/187 [==============================] - 0s 43us/step - loss: 0.0013 - acc: 1.0000
Epoch 257/500
187/187 [==============================] - 0s 43us/step - loss: 0.0013 - acc: 1.0000
Epoch 258/500
187/187 [==============================] - 0s 51us/step - loss: 0.0013 - acc: 1.0000
Epoch 259/500
187/187 [==============================] - 0s 46us/step - loss: 0.0013 - acc: 1.0000
Epoch 260/500
187/187 [==============================] - 0s 44us/step - loss: 0.0013 - acc: 1.0000
Epoch 261/500
187/187 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 262/500
187/187 [==============================] - 0s 42us/step - loss: 0.0013 - acc: 1.0000
Epoch 263/500
187/187 [==============================] - 0s 44us/step - loss: 0.0012 - acc: 1.0000
Epoch 264/500
187/187 [==============================] - 0s 46us/step - loss: 0.0012 - acc: 1.0000
Epoch 265/500
187/187 [==============================] - 0s 42us/step - loss: 0.0012 - acc: 1.0000
Epoch 266/500
187/187 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 267/500
187/187 [==============================] - 0s 45us/step - loss: 0.0012 - acc: 1.0000
Epoch 268/500
187/187 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 269/500
187/187 [==============================] - 0s 45us/step - loss: 0.0012 - acc: 1.0000
Epoch 270/500
187/187 [==============================] - 0s 42us/step - loss: 0.0012 - acc: 1.0000
Epoch 271/500
187/187 [==============================] - 0s 43us/step - loss: 0.0012 - acc: 1.0000
Epoch 272/500
187/187 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 273/500
187/187 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 274/500
187/187 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 275/500
187/187 [==============================] - 0s 50us/step - loss: 0.0011 - acc: 1.0000
Epoch 276/500
187/187 [==============================] - 0s 48us/step - loss: 0.0011 - acc: 1.0000
Epoch 277/500
187/187 [==============================] - 0s 53us/step - loss: 0.0011 - acc: 1.0000
Epoch 278/500
187/187 [==============================] - 0s 56us/step - loss: 0.0011 - acc: 1.0000
Epoch 279/500
187/187 [==============================] - 0s 47us/step - loss: 0.0011 - acc: 1.0000
Epoch 280/500
187/187 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 281/500
187/187 [==============================] - 0s 43us/step - loss: 0.0011 - acc: 1.0000
Epoch 282/500
187/187 [==============================] - 0s 44us/step - loss: 0.0011 - acc: 1.0000
Epoch 283/500
187/187 [==============================] - 0s 41us/step - loss: 0.0010 - acc: 1.0000
Epoch 284/500
187/187 [==============================] - 0s 41us/step - loss: 0.0010 - acc: 1.0000
Epoch 285/500
187/187 [==============================] - 0s 42us/step - loss: 0.0010 - acc: 1.0000
Epoch 286/500
187/187 [==============================] - 0s 42us/step - loss: 0.0010 - acc: 1.0000
Epoch 287/500
187/187 [==============================] - 0s 43us/step - loss: 0.0010 - acc: 1.0000
Epoch 288/500
187/187 [==============================] - 0s 43us/step - loss: 9.9968e-04 - acc: 1.0000
Epoch 289/500
187/187 [==============================] - 0s 43us/step - loss: 9.9050e-04 - acc: 1.0000
Epoch 290/500
187/187 [==============================] - 0s 43us/step - loss: 9.8328e-04 - acc: 1.0000
Epoch 291/500
187/187 [==============================] - 0s 42us/step - loss: 9.7423e-04 - acc: 1.0000
Epoch 292/500
187/187 [==============================] - 0s 42us/step - loss: 9.6606e-04 - acc: 1.0000
Epoch 293/500
187/187 [==============================] - 0s 45us/step - loss: 9.5855e-04 - acc: 1.0000
Epoch 294/500
187/187 [==============================] - 0s 42us/step - loss: 9.4994e-04 - acc: 1.0000
Epoch 295/500
187/187 [==============================] - 0s 43us/step - loss: 9.4263e-04 - acc: 1.0000
Epoch 296/500
187/187 [==============================] - 0s 55us/step - loss: 9.3502e-04 - acc: 1.0000
Epoch 297/500
187/187 [==============================] - 0s 57us/step - loss: 9.2747e-04 - acc: 1.0000
Epoch 298/500
187/187 [==============================] - 0s 46us/step - loss: 9.1981e-04 - acc: 1.0000
Epoch 299/500
187/187 [==============================] - 0s 45us/step - loss: 9.1174e-04 - acc: 1.0000
Epoch 300/500
187/187 [==============================] - 0s 41us/step - loss: 9.0467e-04 - acc: 1.0000
Epoch 301/500
187/187 [==============================] - 0s 41us/step - loss: 8.9723e-04 - acc: 1.0000
Epoch 302/500
187/187 [==============================] - 0s 40us/step - loss: 8.8971e-04 - acc: 1.0000
Epoch 303/500
187/187 [==============================] - 0s 40us/step - loss: 8.8306e-04 - acc: 1.0000
Epoch 304/500
187/187 [==============================] - 0s 42us/step - loss: 8.7524e-04 - acc: 1.0000
Epoch 305/500
187/187 [==============================] - 0s 45us/step - loss: 8.6895e-04 - acc: 1.0000
Epoch 306/500
187/187 [==============================] - 0s 44us/step - loss: 8.6215e-04 - acc: 1.0000
Epoch 307/500
187/187 [==============================] - 0s 46us/step - loss: 8.5409e-04 - acc: 1.0000
Epoch 308/500
187/187 [==============================] - 0s 41us/step - loss: 8.4675e-04 - acc: 1.0000
Epoch 309/500
187/187 [==============================] - 0s 42us/step - loss: 8.4126e-04 - acc: 1.0000
Epoch 310/500
187/187 [==============================] - 0s 40us/step - loss: 8.3264e-04 - acc: 1.0000
Epoch 311/500
187/187 [==============================] - 0s 42us/step - loss: 8.2689e-04 - acc: 1.0000
Epoch 312/500
187/187 [==============================] - 0s 44us/step - loss: 8.2000e-04 - acc: 1.0000
Epoch 313/500
187/187 [==============================] - 0s 42us/step - loss: 8.1400e-04 - acc: 1.0000
Epoch 314/500
187/187 [==============================] - 0s 41us/step - loss: 8.0765e-04 - acc: 1.0000
Epoch 315/500
187/187 [==============================] - 0s 40us/step - loss: 8.0167e-04 - acc: 1.0000
Epoch 316/500
187/187 [==============================] - 0s 41us/step - loss: 7.9586e-04 - acc: 1.0000
Epoch 317/500
187/187 [==============================] - 0s 41us/step - loss: 7.8924e-04 - acc: 1.0000
Epoch 318/500
187/187 [==============================] - 0s 43us/step - loss: 7.8218e-04 - acc: 1.0000
Epoch 319/500
187/187 [==============================] - 0s 42us/step - loss: 7.7589e-04 - acc: 1.0000
Epoch 320/500
187/187 [==============================] - 0s 42us/step - loss: 7.6957e-04 - acc: 1.0000
Epoch 321/500
187/187 [==============================] - 0s 41us/step - loss: 7.6411e-04 - acc: 1.0000
Epoch 322/500
187/187 [==============================] - 0s 42us/step - loss: 7.5776e-04 - acc: 1.0000
Epoch 323/500
187/187 [==============================] - 0s 40us/step - loss: 7.5199e-04 - acc: 1.0000
Epoch 324/500
187/187 [==============================] - 0s 42us/step - loss: 7.4601e-04 - acc: 1.0000
Epoch 325/500
187/187 [==============================] - 0s 40us/step - loss: 7.3981e-04 - acc: 1.0000
Epoch 326/500
187/187 [==============================] - 0s 41us/step - loss: 7.3403e-04 - acc: 1.0000
Epoch 327/500
187/187 [==============================] - 0s 40us/step - loss: 7.2859e-04 - acc: 1.0000
Epoch 328/500
187/187 [==============================] - 0s 42us/step - loss: 7.2270e-04 - acc: 1.0000
Epoch 329/500
187/187 [==============================] - 0s 41us/step - loss: 7.1764e-04 - acc: 1.0000
Epoch 330/500
187/187 [==============================] - 0s 43us/step - loss: 7.1157e-04 - acc: 1.0000
Epoch 331/500
187/187 [==============================] - 0s 45us/step - loss: 7.0680e-04 - acc: 1.0000
Epoch 332/500
187/187 [==============================] - 0s 44us/step - loss: 7.0110e-04 - acc: 1.0000
Epoch 333/500
187/187 [==============================] - 0s 39us/step - loss: 6.9525e-04 - acc: 1.0000
Epoch 334/500
187/187 [==============================] - 0s 41us/step - loss: 6.8992e-04 - acc: 1.0000
Epoch 335/500
187/187 [==============================] - 0s 39us/step - loss: 6.8575e-04 - acc: 1.0000
Epoch 336/500
187/187 [==============================] - 0s 41us/step - loss: 6.8081e-04 - acc: 1.0000
Epoch 337/500
187/187 [==============================] - 0s 43us/step - loss: 6.7545e-04 - acc: 1.0000
Epoch 338/500
187/187 [==============================] - 0s 42us/step - loss: 6.7087e-04 - acc: 1.0000
Epoch 339/500
187/187 [==============================] - 0s 44us/step - loss: 6.6495e-04 - acc: 1.0000
Epoch 340/500
187/187 [==============================] - 0s 43us/step - loss: 6.5947e-04 - acc: 1.0000
Epoch 341/500
187/187 [==============================] - 0s 40us/step - loss: 6.5547e-04 - acc: 1.0000
Epoch 342/500
187/187 [==============================] - 0s 40us/step - loss: 6.5184e-04 - acc: 1.0000
Epoch 343/500
187/187 [==============================] - 0s 43us/step - loss: 6.4538e-04 - acc: 1.0000
Epoch 344/500
187/187 [==============================] - 0s 44us/step - loss: 6.4039e-04 - acc: 1.0000
Epoch 345/500
187/187 [==============================] - 0s 44us/step - loss: 6.3661e-04 - acc: 1.0000
Epoch 346/500
187/187 [==============================] - 0s 42us/step - loss: 6.3125e-04 - acc: 1.0000
Epoch 347/500
187/187 [==============================] - 0s 44us/step - loss: 6.2567e-04 - acc: 1.0000
Epoch 348/500
187/187 [==============================] - 0s 42us/step - loss: 6.2134e-04 - acc: 1.0000
Epoch 349/500
187/187 [==============================] - 0s 41us/step - loss: 6.1656e-04 - acc: 1.0000
Epoch 350/500
187/187 [==============================] - 0s 42us/step - loss: 6.1212e-04 - acc: 1.0000
Epoch 351/500
187/187 [==============================] - 0s 41us/step - loss: 6.0782e-04 - acc: 1.0000
Epoch 352/500
187/187 [==============================] - 0s 43us/step - loss: 6.0389e-04 - acc: 1.0000
Epoch 353/500
187/187 [==============================] - 0s 45us/step - loss: 5.9895e-04 - acc: 1.0000
Epoch 354/500
187/187 [==============================] - 0s 45us/step - loss: 5.9547e-04 - acc: 1.0000
Epoch 355/500
187/187 [==============================] - 0s 43us/step - loss: 5.9034e-04 - acc: 1.0000
Epoch 356/500
187/187 [==============================] - 0s 45us/step - loss: 5.8604e-04 - acc: 1.0000
Epoch 357/500
187/187 [==============================] - 0s 40us/step - loss: 5.8190e-04 - acc: 1.0000
Epoch 358/500
187/187 [==============================] - 0s 40us/step - loss: 5.7775e-04 - acc: 1.0000
Epoch 359/500
187/187 [==============================] - 0s 39us/step - loss: 5.7325e-04 - acc: 1.0000
Epoch 360/500
187/187 [==============================] - 0s 39us/step - loss: 5.6888e-04 - acc: 1.0000
Epoch 361/500
187/187 [==============================] - 0s 38us/step - loss: 5.6485e-04 - acc: 1.0000
Epoch 362/500
187/187 [==============================] - 0s 41us/step - loss: 5.6124e-04 - acc: 1.0000
Epoch 363/500
187/187 [==============================] - 0s 40us/step - loss: 5.5758e-04 - acc: 1.0000
Epoch 364/500
187/187 [==============================] - 0s 41us/step - loss: 5.5359e-04 - acc: 1.0000
Epoch 365/500
187/187 [==============================] - 0s 42us/step - loss: 5.4912e-04 - acc: 1.0000
Epoch 366/500
187/187 [==============================] - 0s 41us/step - loss: 5.4528e-04 - acc: 1.0000
Epoch 367/500
187/187 [==============================] - 0s 43us/step - loss: 5.4124e-04 - acc: 1.0000
Epoch 368/500
187/187 [==============================] - 0s 40us/step - loss: 5.3752e-04 - acc: 1.0000
Epoch 369/500
187/187 [==============================] - 0s 40us/step - loss: 5.3378e-04 - acc: 1.0000
Epoch 370/500
187/187 [==============================] - 0s 42us/step - loss: 5.3029e-04 - acc: 1.0000
Epoch 371/500
187/187 [==============================] - 0s 43us/step - loss: 5.2660e-04 - acc: 1.0000
Epoch 372/500
187/187 [==============================] - 0s 42us/step - loss: 5.2287e-04 - acc: 1.0000
Epoch 373/500
187/187 [==============================] - 0s 43us/step - loss: 5.1901e-04 - acc: 1.0000
Epoch 374/500
187/187 [==============================] - 0s 44us/step - loss: 5.1573e-04 - acc: 1.0000
Epoch 375/500
187/187 [==============================] - 0s 41us/step - loss: 5.1205e-04 - acc: 1.0000
Epoch 376/500
187/187 [==============================] - 0s 41us/step - loss: 5.0789e-04 - acc: 1.0000
Epoch 377/500
187/187 [==============================] - 0s 42us/step - loss: 5.0442e-04 - acc: 1.0000
Epoch 378/500
187/187 [==============================] - 0s 44us/step - loss: 5.0114e-04 - acc: 1.0000
Epoch 379/500
187/187 [==============================] - 0s 43us/step - loss: 4.9769e-04 - acc: 1.0000
Epoch 380/500
187/187 [==============================] - 0s 43us/step - loss: 4.9445e-04 - acc: 1.0000
Epoch 381/500
187/187 [==============================] - 0s 42us/step - loss: 4.9082e-04 - acc: 1.0000
Epoch 382/500
187/187 [==============================] - 0s 42us/step - loss: 4.8784e-04 - acc: 1.0000
Epoch 383/500
187/187 [==============================] - 0s 40us/step - loss: 4.8387e-04 - acc: 1.0000
Epoch 384/500
187/187 [==============================] - 0s 41us/step - loss: 4.8060e-04 - acc: 1.0000
Epoch 385/500
187/187 [==============================] - 0s 40us/step - loss: 4.7713e-04 - acc: 1.0000
Epoch 386/500
187/187 [==============================] - 0s 39us/step - loss: 4.7396e-04 - acc: 1.0000
Epoch 387/500
187/187 [==============================] - 0s 42us/step - loss: 4.7065e-04 - acc: 1.0000
Epoch 388/500
187/187 [==============================] - 0s 41us/step - loss: 4.6751e-04 - acc: 1.0000
Epoch 389/500
187/187 [==============================] - 0s 40us/step - loss: 4.6455e-04 - acc: 1.0000
Epoch 390/500
187/187 [==============================] - 0s 40us/step - loss: 4.6106e-04 - acc: 1.0000
Epoch 391/500
187/187 [==============================] - 0s 40us/step - loss: 4.5796e-04 - acc: 1.0000
Epoch 392/500
187/187 [==============================] - 0s 43us/step - loss: 4.5483e-04 - acc: 1.0000
Epoch 393/500
187/187 [==============================] - 0s 42us/step - loss: 4.5185e-04 - acc: 1.0000
Epoch 394/500
187/187 [==============================] - 0s 41us/step - loss: 4.4844e-04 - acc: 1.0000
Epoch 395/500
187/187 [==============================] - 0s 42us/step - loss: 4.4523e-04 - acc: 1.0000
Epoch 396/500
187/187 [==============================] - 0s 40us/step - loss: 4.4212e-04 - acc: 1.0000
Epoch 397/500
187/187 [==============================] - 0s 42us/step - loss: 4.3961e-04 - acc: 1.0000
Epoch 398/500
187/187 [==============================] - 0s 41us/step - loss: 4.3628e-04 - acc: 1.0000
Epoch 399/500
187/187 [==============================] - 0s 42us/step - loss: 4.3327e-04 - acc: 1.0000
Epoch 400/500
187/187 [==============================] - 0s 44us/step - loss: 4.3042e-04 - acc: 1.0000
Epoch 401/500
187/187 [==============================] - 0s 47us/step - loss: 4.2759e-04 - acc: 1.0000
Epoch 402/500
187/187 [==============================] - 0s 43us/step - loss: 4.2482e-04 - acc: 1.0000
Epoch 403/500
187/187 [==============================] - 0s 42us/step - loss: 4.2178e-04 - acc: 1.0000
Epoch 404/500
187/187 [==============================] - 0s 42us/step - loss: 4.1901e-04 - acc: 1.0000
Epoch 405/500
187/187 [==============================] - 0s 43us/step - loss: 4.1611e-04 - acc: 1.0000
Epoch 406/500
187/187 [==============================] - 0s 42us/step - loss: 4.1342e-04 - acc: 1.0000
Epoch 407/500
187/187 [==============================] - 0s 42us/step - loss: 4.1052e-04 - acc: 1.0000
Epoch 408/500
187/187 [==============================] - 0s 42us/step - loss: 4.0767e-04 - acc: 1.0000
Epoch 409/500
187/187 [==============================] - 0s 41us/step - loss: 4.0531e-04 - acc: 1.0000
Epoch 410/500
187/187 [==============================] - 0s 41us/step - loss: 4.0244e-04 - acc: 1.0000
Epoch 411/500
187/187 [==============================] - 0s 41us/step - loss: 3.9963e-04 - acc: 1.0000
Epoch 412/500
187/187 [==============================] - 0s 43us/step - loss: 3.9717e-04 - acc: 1.0000
Epoch 413/500
187/187 [==============================] - 0s 44us/step - loss: 3.9490e-04 - acc: 1.0000
Epoch 414/500
187/187 [==============================] - 0s 43us/step - loss: 3.9186e-04 - acc: 1.0000
Epoch 415/500
187/187 [==============================] - 0s 43us/step - loss: 3.8930e-04 - acc: 1.0000
Epoch 416/500
187/187 [==============================] - 0s 44us/step - loss: 3.8705e-04 - acc: 1.0000
Epoch 417/500
187/187 [==============================] - 0s 44us/step - loss: 3.8433e-04 - acc: 1.0000
Epoch 418/500
187/187 [==============================] - 0s 44us/step - loss: 3.8215e-04 - acc: 1.0000
Epoch 419/500
187/187 [==============================] - 0s 44us/step - loss: 3.7954e-04 - acc: 1.0000
Epoch 420/500
187/187 [==============================] - 0s 44us/step - loss: 3.7701e-04 - acc: 1.0000
Epoch 421/500
187/187 [==============================] - 0s 41us/step - loss: 3.7435e-04 - acc: 1.0000
Epoch 422/500
187/187 [==============================] - 0s 40us/step - loss: 3.7212e-04 - acc: 1.0000
Epoch 423/500
187/187 [==============================] - 0s 39us/step - loss: 3.6954e-04 - acc: 1.0000
Epoch 424/500
187/187 [==============================] - 0s 39us/step - loss: 3.6720e-04 - acc: 1.0000
Epoch 425/500
187/187 [==============================] - 0s 39us/step - loss: 3.6498e-04 - acc: 1.0000
Epoch 426/500
187/187 [==============================] - 0s 39us/step - loss: 3.6280e-04 - acc: 1.0000
Epoch 427/500
187/187 [==============================] - 0s 38us/step - loss: 3.5995e-04 - acc: 1.0000
Epoch 428/500
187/187 [==============================] - 0s 40us/step - loss: 3.5772e-04 - acc: 1.0000
Epoch 429/500
187/187 [==============================] - 0s 39us/step - loss: 3.5536e-04 - acc: 1.0000
Epoch 430/500
187/187 [==============================] - 0s 40us/step - loss: 3.5343e-04 - acc: 1.0000
Epoch 431/500
187/187 [==============================] - 0s 39us/step - loss: 3.5091e-04 - acc: 1.0000
Epoch 432/500
187/187 [==============================] - 0s 39us/step - loss: 3.4870e-04 - acc: 1.0000
Epoch 433/500
187/187 [==============================] - 0s 39us/step - loss: 3.4687e-04 - acc: 1.0000
Epoch 434/500
187/187 [==============================] - 0s 39us/step - loss: 3.4442e-04 - acc: 1.0000
Epoch 435/500
187/187 [==============================] - 0s 40us/step - loss: 3.4222e-04 - acc: 1.0000
Epoch 436/500
187/187 [==============================] - 0s 39us/step - loss: 3.4014e-04 - acc: 1.0000
Epoch 437/500
187/187 [==============================] - 0s 38us/step - loss: 3.3807e-04 - acc: 1.0000
Epoch 438/500
187/187 [==============================] - 0s 39us/step - loss: 3.3576e-04 - acc: 1.0000
Epoch 439/500
187/187 [==============================] - 0s 39us/step - loss: 3.3373e-04 - acc: 1.0000
Epoch 440/500
187/187 [==============================] - 0s 38us/step - loss: 3.3178e-04 - acc: 1.0000
Epoch 441/500
187/187 [==============================] - 0s 39us/step - loss: 3.2943e-04 - acc: 1.0000
Epoch 442/500
187/187 [==============================] - 0s 40us/step - loss: 3.2755e-04 - acc: 1.0000
Epoch 443/500
187/187 [==============================] - 0s 40us/step - loss: 3.2549e-04 - acc: 1.0000
Epoch 444/500
187/187 [==============================] - 0s 40us/step - loss: 3.2337e-04 - acc: 1.0000
Epoch 445/500
187/187 [==============================] - 0s 38us/step - loss: 3.2167e-04 - acc: 1.0000
Epoch 446/500
187/187 [==============================] - 0s 39us/step - loss: 3.1942e-04 - acc: 1.0000
Epoch 447/500
187/187 [==============================] - 0s 39us/step - loss: 3.1772e-04 - acc: 1.0000
Epoch 448/500
187/187 [==============================] - 0s 38us/step - loss: 3.1572e-04 - acc: 1.0000
Epoch 449/500
187/187 [==============================] - 0s 39us/step - loss: 3.1344e-04 - acc: 1.0000
Epoch 450/500
187/187 [==============================] - 0s 39us/step - loss: 3.1138e-04 - acc: 1.0000
Epoch 451/500
187/187 [==============================] - 0s 40us/step - loss: 3.0936e-04 - acc: 1.0000
Epoch 452/500
187/187 [==============================] - 0s 39us/step - loss: 3.0753e-04 - acc: 1.0000
Epoch 453/500
187/187 [==============================] - 0s 40us/step - loss: 3.0556e-04 - acc: 1.0000
Epoch 454/500
187/187 [==============================] - 0s 39us/step - loss: 3.0359e-04 - acc: 1.0000
Epoch 455/500
187/187 [==============================] - 0s 39us/step - loss: 3.0154e-04 - acc: 1.0000
Epoch 456/500
187/187 [==============================] - 0s 39us/step - loss: 3.0024e-04 - acc: 1.0000
Epoch 457/500
187/187 [==============================] - 0s 39us/step - loss: 2.9839e-04 - acc: 1.0000
Epoch 458/500
187/187 [==============================] - 0s 44us/step - loss: 2.9650e-04 - acc: 1.0000
Epoch 459/500
187/187 [==============================] - 0s 45us/step - loss: 2.9468e-04 - acc: 1.0000
Epoch 460/500
187/187 [==============================] - 0s 46us/step - loss: 2.9249e-04 - acc: 1.0000
Epoch 461/500
187/187 [==============================] - 0s 47us/step - loss: 2.9075e-04 - acc: 1.0000
Epoch 462/500
187/187 [==============================] - 0s 39us/step - loss: 2.8887e-04 - acc: 1.0000
Epoch 463/500
187/187 [==============================] - 0s 39us/step - loss: 2.8699e-04 - acc: 1.0000
Epoch 464/500
187/187 [==============================] - 0s 40us/step - loss: 2.8530e-04 - acc: 1.0000
Epoch 465/500
187/187 [==============================] - 0s 42us/step - loss: 2.8371e-04 - acc: 1.0000
Epoch 466/500
187/187 [==============================] - 0s 45us/step - loss: 2.8201e-04 - acc: 1.0000
Epoch 467/500
187/187 [==============================] - 0s 44us/step - loss: 2.8021e-04 - acc: 1.0000
Epoch 468/500
187/187 [==============================] - 0s 44us/step - loss: 2.7848e-04 - acc: 1.0000
Epoch 469/500
187/187 [==============================] - 0s 46us/step - loss: 2.7677e-04 - acc: 1.0000
Epoch 470/500
187/187 [==============================] - 0s 40us/step - loss: 2.7515e-04 - acc: 1.0000
Epoch 471/500
187/187 [==============================] - 0s 42us/step - loss: 2.7355e-04 - acc: 1.0000
Epoch 472/500
187/187 [==============================] - 0s 41us/step - loss: 2.7167e-04 - acc: 1.0000
Epoch 473/500
187/187 [==============================] - 0s 39us/step - loss: 2.7018e-04 - acc: 1.0000
Epoch 474/500
187/187 [==============================] - 0s 46us/step - loss: 2.6859e-04 - acc: 1.0000
Epoch 475/500
187/187 [==============================] - 0s 45us/step - loss: 2.6694e-04 - acc: 1.0000
Epoch 476/500
187/187 [==============================] - 0s 43us/step - loss: 2.6515e-04 - acc: 1.0000
Epoch 477/500
187/187 [==============================] - 0s 44us/step - loss: 2.6352e-04 - acc: 1.0000
Epoch 478/500
187/187 [==============================] - 0s 39us/step - loss: 2.6208e-04 - acc: 1.0000
Epoch 479/500
187/187 [==============================] - 0s 39us/step - loss: 2.6046e-04 - acc: 1.0000
Epoch 480/500
187/187 [==============================] - 0s 39us/step - loss: 2.5906e-04 - acc: 1.0000
Epoch 481/500
187/187 [==============================] - 0s 44us/step - loss: 2.5748e-04 - acc: 1.0000
Epoch 482/500
187/187 [==============================] - 0s 41us/step - loss: 2.5592e-04 - acc: 1.0000
Epoch 483/500
187/187 [==============================] - 0s 43us/step - loss: 2.5438e-04 - acc: 1.0000
Epoch 484/500
187/187 [==============================] - 0s 44us/step - loss: 2.5291e-04 - acc: 1.0000
Epoch 485/500
187/187 [==============================] - 0s 39us/step - loss: 2.5131e-04 - acc: 1.0000
Epoch 486/500
187/187 [==============================] - 0s 42us/step - loss: 2.4970e-04 - acc: 1.0000
Epoch 487/500
187/187 [==============================] - 0s 41us/step - loss: 2.4839e-04 - acc: 1.0000
Epoch 488/500
187/187 [==============================] - 0s 41us/step - loss: 2.4691e-04 - acc: 1.0000
Epoch 489/500
187/187 [==============================] - 0s 41us/step - loss: 2.4543e-04 - acc: 1.0000
Epoch 490/500
187/187 [==============================] - 0s 45us/step - loss: 2.4426e-04 - acc: 1.0000
Epoch 491/500
187/187 [==============================] - 0s 47us/step - loss: 2.4241e-04 - acc: 1.0000
Epoch 492/500
187/187 [==============================] - 0s 45us/step - loss: 2.4129e-04 - acc: 1.0000
Epoch 493/500
187/187 [==============================] - 0s 42us/step - loss: 2.3966e-04 - acc: 1.0000
Epoch 494/500
187/187 [==============================] - 0s 41us/step - loss: 2.3845e-04 - acc: 1.0000
Epoch 495/500
187/187 [==============================] - 0s 41us/step - loss: 2.3702e-04 - acc: 1.0000
Epoch 496/500
187/187 [==============================] - 0s 41us/step - loss: 2.3555e-04 - acc: 1.0000
Epoch 497/500
187/187 [==============================] - 0s 41us/step - loss: 2.3396e-04 - acc: 1.0000
Epoch 498/500
187/187 [==============================] - 0s 43us/step - loss: 2.3244e-04 - acc: 1.0000
Epoch 499/500
187/187 [==============================] - 0s 42us/step - loss: 2.3129e-04 - acc: 1.0000
Epoch 500/500
187/187 [==============================] - 0s 42us/step - loss: 2.2989e-04 - acc: 1.0000
21/21 [==============================] - 0s 12ms/step
Epoch 1/500
188/188 [==============================] - 1s 4ms/step - loss: 0.6364 - acc: 0.6649
Epoch 2/500
188/188 [==============================] - 0s 117us/step - loss: 0.5284 - acc: 0.7553
Epoch 3/500
188/188 [==============================] - 0s 86us/step - loss: 0.4611 - acc: 0.7926
Epoch 4/500
188/188 [==============================] - 0s 86us/step - loss: 0.4143 - acc: 0.8085
Epoch 5/500
188/188 [==============================] - 0s 65us/step - loss: 0.3787 - acc: 0.8351
Epoch 6/500
188/188 [==============================] - 0s 50us/step - loss: 0.3512 - acc: 0.8457
Epoch 7/500
188/188 [==============================] - 0s 72us/step - loss: 0.3255 - acc: 0.8723
Epoch 8/500
188/188 [==============================] - 0s 65us/step - loss: 0.3036 - acc: 0.9043
Epoch 9/500
188/188 [==============================] - 0s 65us/step - loss: 0.2838 - acc: 0.9309
Epoch 10/500
188/188 [==============================] - 0s 57us/step - loss: 0.2663 - acc: 0.9415
Epoch 11/500
188/188 [==============================] - 0s 65us/step - loss: 0.2501 - acc: 0.9468
Epoch 12/500
188/188 [==============================] - 0s 64us/step - loss: 0.2356 - acc: 0.9521
Epoch 13/500
188/188 [==============================] - 0s 62us/step - loss: 0.2220 - acc: 0.9681
Epoch 14/500
188/188 [==============================] - 0s 51us/step - loss: 0.2114 - acc: 0.9628
Epoch 15/500
188/188 [==============================] - 0s 44us/step - loss: 0.1985 - acc: 0.9734
Epoch 16/500
188/188 [==============================] - 0s 51us/step - loss: 0.1875 - acc: 0.9734
Epoch 17/500
188/188 [==============================] - 0s 47us/step - loss: 0.1774 - acc: 0.9734
Epoch 18/500
188/188 [==============================] - 0s 47us/step - loss: 0.1680 - acc: 0.9734
Epoch 19/500
188/188 [==============================] - 0s 44us/step - loss: 0.1592 - acc: 0.9734
Epoch 20/500
188/188 [==============================] - 0s 50us/step - loss: 0.1513 - acc: 0.9894
Epoch 21/500
188/188 [==============================] - 0s 61us/step - loss: 0.1432 - acc: 0.9894
Epoch 22/500
188/188 [==============================] - 0s 59us/step - loss: 0.1354 - acc: 0.9894
Epoch 23/500
188/188 [==============================] - 0s 59us/step - loss: 0.1295 - acc: 0.9947
Epoch 24/500
188/188 [==============================] - 0s 44us/step - loss: 0.1226 - acc: 0.9947
Epoch 25/500
188/188 [==============================] - 0s 45us/step - loss: 0.1169 - acc: 0.9947
Epoch 26/500
188/188 [==============================] - 0s 56us/step - loss: 0.1110 - acc: 0.9947
Epoch 27/500
188/188 [==============================] - 0s 60us/step - loss: 0.1056 - acc: 0.9947
Epoch 28/500
188/188 [==============================] - 0s 59us/step - loss: 0.1005 - acc: 0.9947
Epoch 29/500
188/188 [==============================] - 0s 48us/step - loss: 0.0961 - acc: 0.9947
Epoch 30/500
188/188 [==============================] - 0s 42us/step - loss: 0.0918 - acc: 0.9947
Epoch 31/500
188/188 [==============================] - 0s 42us/step - loss: 0.0874 - acc: 0.9947
Epoch 32/500
188/188 [==============================] - 0s 41us/step - loss: 0.0834 - acc: 0.9947
Epoch 33/500
188/188 [==============================] - 0s 42us/step - loss: 0.0800 - acc: 0.9947
Epoch 34/500
188/188 [==============================] - 0s 46us/step - loss: 0.0762 - acc: 0.9947
Epoch 35/500
188/188 [==============================] - 0s 44us/step - loss: 0.0728 - acc: 0.9947
Epoch 36/500
188/188 [==============================] - 0s 42us/step - loss: 0.0702 - acc: 0.9947
Epoch 37/500
188/188 [==============================] - 0s 44us/step - loss: 0.0668 - acc: 0.9947
Epoch 38/500
188/188 [==============================] - 0s 41us/step - loss: 0.0637 - acc: 0.9947
Epoch 39/500
188/188 [==============================] - 0s 40us/step - loss: 0.0611 - acc: 0.9947
Epoch 40/500
188/188 [==============================] - 0s 41us/step - loss: 0.0589 - acc: 0.9947
Epoch 41/500
188/188 [==============================] - 0s 47us/step - loss: 0.0563 - acc: 1.0000
Epoch 42/500
188/188 [==============================] - 0s 44us/step - loss: 0.0539 - acc: 1.0000
Epoch 43/500
188/188 [==============================] - 0s 46us/step - loss: 0.0518 - acc: 1.0000
Epoch 44/500
188/188 [==============================] - 0s 40us/step - loss: 0.0498 - acc: 1.0000
Epoch 45/500
188/188 [==============================] - 0s 40us/step - loss: 0.0478 - acc: 1.0000
Epoch 46/500
188/188 [==============================] - 0s 40us/step - loss: 0.0460 - acc: 1.0000
Epoch 47/500
188/188 [==============================] - 0s 40us/step - loss: 0.0444 - acc: 1.0000
Epoch 48/500
188/188 [==============================] - 0s 41us/step - loss: 0.0424 - acc: 1.0000
Epoch 49/500
188/188 [==============================] - 0s 46us/step - loss: 0.0407 - acc: 1.0000
Epoch 50/500
188/188 [==============================] - 0s 46us/step - loss: 0.0392 - acc: 1.0000
Epoch 51/500
188/188 [==============================] - 0s 44us/step - loss: 0.0378 - acc: 1.0000
Epoch 52/500
188/188 [==============================] - 0s 46us/step - loss: 0.0364 - acc: 1.0000
Epoch 53/500
188/188 [==============================] - 0s 41us/step - loss: 0.0351 - acc: 1.0000
Epoch 54/500
188/188 [==============================] - 0s 42us/step - loss: 0.0338 - acc: 1.0000
Epoch 55/500
188/188 [==============================] - 0s 41us/step - loss: 0.0327 - acc: 1.0000
Epoch 56/500
188/188 [==============================] - 0s 45us/step - loss: 0.0316 - acc: 1.0000
Epoch 57/500
188/188 [==============================] - 0s 44us/step - loss: 0.0305 - acc: 1.0000
Epoch 58/500
188/188 [==============================] - 0s 41us/step - loss: 0.0295 - acc: 1.0000
Epoch 59/500
188/188 [==============================] - 0s 43us/step - loss: 0.0285 - acc: 1.0000
Epoch 60/500
188/188 [==============================] - 0s 44us/step - loss: 0.0275 - acc: 1.0000
Epoch 61/500
188/188 [==============================] - 0s 43us/step - loss: 0.0267 - acc: 1.0000
Epoch 62/500
188/188 [==============================] - 0s 44us/step - loss: 0.0258 - acc: 1.0000
Epoch 63/500
188/188 [==============================] - 0s 41us/step - loss: 0.0250 - acc: 1.0000
Epoch 64/500
188/188 [==============================] - 0s 40us/step - loss: 0.0242 - acc: 1.0000
Epoch 65/500
188/188 [==============================] - 0s 40us/step - loss: 0.0236 - acc: 1.0000
Epoch 66/500
188/188 [==============================] - 0s 43us/step - loss: 0.0228 - acc: 1.0000
Epoch 67/500
188/188 [==============================] - 0s 45us/step - loss: 0.0220 - acc: 1.0000
Epoch 68/500
188/188 [==============================] - 0s 43us/step - loss: 0.0214 - acc: 1.0000
Epoch 69/500
188/188 [==============================] - 0s 41us/step - loss: 0.0207 - acc: 1.0000
Epoch 70/500
188/188 [==============================] - 0s 41us/step - loss: 0.0202 - acc: 1.0000
Epoch 71/500
188/188 [==============================] - 0s 41us/step - loss: 0.0196 - acc: 1.0000
Epoch 72/500
188/188 [==============================] - 0s 41us/step - loss: 0.0190 - acc: 1.0000
Epoch 73/500
188/188 [==============================] - 0s 41us/step - loss: 0.0185 - acc: 1.0000
Epoch 74/500
188/188 [==============================] - 0s 42us/step - loss: 0.0180 - acc: 1.0000
Epoch 75/500
188/188 [==============================] - 0s 43us/step - loss: 0.0175 - acc: 1.0000
Epoch 76/500
188/188 [==============================] - 0s 45us/step - loss: 0.0172 - acc: 1.0000
Epoch 77/500
188/188 [==============================] - 0s 48us/step - loss: 0.0166 - acc: 1.0000
Epoch 78/500
188/188 [==============================] - 0s 43us/step - loss: 0.0161 - acc: 1.0000
Epoch 79/500
188/188 [==============================] - 0s 44us/step - loss: 0.0157 - acc: 1.0000
Epoch 80/500
188/188 [==============================] - 0s 41us/step - loss: 0.0153 - acc: 1.0000
Epoch 81/500
188/188 [==============================] - 0s 41us/step - loss: 0.0149 - acc: 1.0000
Epoch 82/500
188/188 [==============================] - 0s 46us/step - loss: 0.0145 - acc: 1.0000
Epoch 83/500
188/188 [==============================] - 0s 47us/step - loss: 0.0141 - acc: 1.0000
Epoch 84/500
188/188 [==============================] - 0s 42us/step - loss: 0.0138 - acc: 1.0000
Epoch 85/500
188/188 [==============================] - 0s 45us/step - loss: 0.0134 - acc: 1.0000
Epoch 86/500
188/188 [==============================] - 0s 42us/step - loss: 0.0131 - acc: 1.0000
Epoch 87/500
188/188 [==============================] - 0s 43us/step - loss: 0.0128 - acc: 1.0000
Epoch 88/500
188/188 [==============================] - 0s 46us/step - loss: 0.0125 - acc: 1.0000
Epoch 89/500
188/188 [==============================] - 0s 46us/step - loss: 0.0122 - acc: 1.0000
Epoch 90/500
188/188 [==============================] - 0s 47us/step - loss: 0.0119 - acc: 1.0000
Epoch 91/500
188/188 [==============================] - 0s 43us/step - loss: 0.0116 - acc: 1.0000
Epoch 92/500
188/188 [==============================] - 0s 42us/step - loss: 0.0114 - acc: 1.0000
Epoch 93/500
188/188 [==============================] - 0s 42us/step - loss: 0.0111 - acc: 1.0000
Epoch 94/500
188/188 [==============================] - 0s 42us/step - loss: 0.0109 - acc: 1.0000
Epoch 95/500
188/188 [==============================] - 0s 44us/step - loss: 0.0106 - acc: 1.0000
Epoch 96/500
188/188 [==============================] - 0s 47us/step - loss: 0.0104 - acc: 1.0000
Epoch 97/500
188/188 [==============================] - 0s 52us/step - loss: 0.0101 - acc: 1.0000
Epoch 98/500
188/188 [==============================] - 0s 42us/step - loss: 0.0099 - acc: 1.0000
Epoch 99/500
188/188 [==============================] - 0s 42us/step - loss: 0.0097 - acc: 1.0000
Epoch 100/500
188/188 [==============================] - 0s 42us/step - loss: 0.0095 - acc: 1.0000
Epoch 101/500
188/188 [==============================] - 0s 43us/step - loss: 0.0093 - acc: 1.0000
Epoch 102/500
188/188 [==============================] - 0s 46us/step - loss: 0.0091 - acc: 1.0000
Epoch 103/500
188/188 [==============================] - 0s 43us/step - loss: 0.0089 - acc: 1.0000
Epoch 104/500
188/188 [==============================] - 0s 49us/step - loss: 0.0087 - acc: 1.0000
Epoch 105/500
188/188 [==============================] - 0s 42us/step - loss: 0.0086 - acc: 1.0000
Epoch 106/500
188/188 [==============================] - 0s 47us/step - loss: 0.0084 - acc: 1.0000
Epoch 107/500
188/188 [==============================] - 0s 45us/step - loss: 0.0082 - acc: 1.0000
Epoch 108/500
188/188 [==============================] - 0s 49us/step - loss: 0.0080 - acc: 1.0000
Epoch 109/500
188/188 [==============================] - 0s 44us/step - loss: 0.0079 - acc: 1.0000
Epoch 110/500
188/188 [==============================] - 0s 44us/step - loss: 0.0077 - acc: 1.0000
Epoch 111/500
188/188 [==============================] - 0s 43us/step - loss: 0.0076 - acc: 1.0000
Epoch 112/500
188/188 [==============================] - 0s 45us/step - loss: 0.0074 - acc: 1.0000
Epoch 113/500
188/188 [==============================] - 0s 49us/step - loss: 0.0073 - acc: 1.0000
Epoch 114/500
188/188 [==============================] - 0s 46us/step - loss: 0.0072 - acc: 1.0000
Epoch 115/500
188/188 [==============================] - 0s 48us/step - loss: 0.0070 - acc: 1.0000
Epoch 116/500
188/188 [==============================] - 0s 44us/step - loss: 0.0069 - acc: 1.0000
Epoch 117/500
188/188 [==============================] - 0s 45us/step - loss: 0.0068 - acc: 1.0000
Epoch 118/500
188/188 [==============================] - 0s 46us/step - loss: 0.0066 - acc: 1.0000
Epoch 119/500
188/188 [==============================] - 0s 47us/step - loss: 0.0065 - acc: 1.0000
Epoch 120/500
188/188 [==============================] - 0s 51us/step - loss: 0.0064 - acc: 1.0000
Epoch 121/500
188/188 [==============================] - 0s 45us/step - loss: 0.0063 - acc: 1.0000
Epoch 122/500
188/188 [==============================] - 0s 43us/step - loss: 0.0062 - acc: 1.0000
Epoch 123/500
188/188 [==============================] - 0s 43us/step - loss: 0.0061 - acc: 1.0000
Epoch 124/500
188/188 [==============================] - 0s 47us/step - loss: 0.0060 - acc: 1.0000
Epoch 125/500
188/188 [==============================] - 0s 46us/step - loss: 0.0059 - acc: 1.0000
Epoch 126/500
188/188 [==============================] - 0s 42us/step - loss: 0.0057 - acc: 1.0000
Epoch 127/500
188/188 [==============================] - 0s 45us/step - loss: 0.0057 - acc: 1.0000
Epoch 128/500
188/188 [==============================] - 0s 42us/step - loss: 0.0056 - acc: 1.0000
Epoch 129/500
188/188 [==============================] - 0s 43us/step - loss: 0.0055 - acc: 1.0000
Epoch 130/500
188/188 [==============================] - 0s 45us/step - loss: 0.0054 - acc: 1.0000
Epoch 131/500
188/188 [==============================] - 0s 44us/step - loss: 0.0053 - acc: 1.0000
Epoch 132/500
188/188 [==============================] - 0s 48us/step - loss: 0.0052 - acc: 1.0000
Epoch 133/500
188/188 [==============================] - 0s 44us/step - loss: 0.0051 - acc: 1.0000
Epoch 134/500
188/188 [==============================] - 0s 43us/step - loss: 0.0050 - acc: 1.0000
Epoch 135/500
188/188 [==============================] - 0s 43us/step - loss: 0.0049 - acc: 1.0000
Epoch 136/500
188/188 [==============================] - 0s 44us/step - loss: 0.0049 - acc: 1.0000
Epoch 137/500
188/188 [==============================] - 0s 45us/step - loss: 0.0048 - acc: 1.0000
Epoch 138/500
188/188 [==============================] - 0s 43us/step - loss: 0.0047 - acc: 1.0000
Epoch 139/500
188/188 [==============================] - 0s 42us/step - loss: 0.0046 - acc: 1.0000
Epoch 140/500
188/188 [==============================] - 0s 43us/step - loss: 0.0046 - acc: 1.0000
Epoch 141/500
188/188 [==============================] - 0s 44us/step - loss: 0.0045 - acc: 1.0000
Epoch 142/500
188/188 [==============================] - 0s 45us/step - loss: 0.0044 - acc: 1.0000
Epoch 143/500
188/188 [==============================] - 0s 43us/step - loss: 0.0044 - acc: 1.0000
Epoch 144/500
188/188 [==============================] - 0s 43us/step - loss: 0.0043 - acc: 1.0000
Epoch 145/500
188/188 [==============================] - 0s 43us/step - loss: 0.0042 - acc: 1.0000
Epoch 146/500
188/188 [==============================] - 0s 43us/step - loss: 0.0042 - acc: 1.0000
Epoch 147/500
188/188 [==============================] - 0s 43us/step - loss: 0.0041 - acc: 1.0000
Epoch 148/500
188/188 [==============================] - 0s 45us/step - loss: 0.0040 - acc: 1.0000
Epoch 149/500
188/188 [==============================] - 0s 43us/step - loss: 0.0040 - acc: 1.0000
Epoch 150/500
188/188 [==============================] - 0s 44us/step - loss: 0.0039 - acc: 1.0000
Epoch 151/500
188/188 [==============================] - 0s 43us/step - loss: 0.0038 - acc: 1.0000
Epoch 152/500
188/188 [==============================] - 0s 44us/step - loss: 0.0038 - acc: 1.0000
Epoch 153/500
188/188 [==============================] - 0s 43us/step - loss: 0.0037 - acc: 1.0000
Epoch 154/500
188/188 [==============================] - 0s 43us/step - loss: 0.0037 - acc: 1.0000
Epoch 155/500
188/188 [==============================] - 0s 44us/step - loss: 0.0036 - acc: 1.0000
Epoch 156/500
188/188 [==============================] - 0s 44us/step - loss: 0.0036 - acc: 1.0000
Epoch 157/500
188/188 [==============================] - 0s 44us/step - loss: 0.0035 - acc: 1.0000
Epoch 158/500
188/188 [==============================] - 0s 50us/step - loss: 0.0035 - acc: 1.0000
Epoch 159/500
188/188 [==============================] - 0s 45us/step - loss: 0.0034 - acc: 1.0000
Epoch 160/500
188/188 [==============================] - 0s 44us/step - loss: 0.0034 - acc: 1.0000
Epoch 161/500
188/188 [==============================] - 0s 45us/step - loss: 0.0033 - acc: 1.0000
Epoch 162/500
188/188 [==============================] - 0s 44us/step - loss: 0.0033 - acc: 1.0000
Epoch 163/500
188/188 [==============================] - 0s 44us/step - loss: 0.0032 - acc: 1.0000
Epoch 164/500
188/188 [==============================] - 0s 44us/step - loss: 0.0032 - acc: 1.0000
Epoch 165/500
188/188 [==============================] - 0s 46us/step - loss: 0.0032 - acc: 1.0000
Epoch 166/500
188/188 [==============================] - 0s 48us/step - loss: 0.0031 - acc: 1.0000
Epoch 167/500
188/188 [==============================] - 0s 45us/step - loss: 0.0031 - acc: 1.0000
Epoch 168/500
188/188 [==============================] - 0s 44us/step - loss: 0.0030 - acc: 1.0000
Epoch 169/500
188/188 [==============================] - 0s 43us/step - loss: 0.0030 - acc: 1.0000
Epoch 170/500
188/188 [==============================] - 0s 44us/step - loss: 0.0030 - acc: 1.0000
Epoch 171/500
188/188 [==============================] - 0s 44us/step - loss: 0.0029 - acc: 1.0000
Epoch 172/500
188/188 [==============================] - 0s 44us/step - loss: 0.0029 - acc: 1.0000
Epoch 173/500
188/188 [==============================] - 0s 44us/step - loss: 0.0028 - acc: 1.0000
Epoch 174/500
188/188 [==============================] - 0s 45us/step - loss: 0.0028 - acc: 1.0000
Epoch 175/500
188/188 [==============================] - 0s 44us/step - loss: 0.0028 - acc: 1.0000
Epoch 176/500
188/188 [==============================] - 0s 43us/step - loss: 0.0027 - acc: 1.0000
Epoch 177/500
188/188 [==============================] - 0s 44us/step - loss: 0.0027 - acc: 1.0000
Epoch 178/500
188/188 [==============================] - 0s 45us/step - loss: 0.0027 - acc: 1.0000
Epoch 179/500
188/188 [==============================] - 0s 44us/step - loss: 0.0026 - acc: 1.0000
Epoch 180/500
188/188 [==============================] - 0s 45us/step - loss: 0.0026 - acc: 1.0000
Epoch 181/500
188/188 [==============================] - 0s 44us/step - loss: 0.0026 - acc: 1.0000
Epoch 182/500
188/188 [==============================] - 0s 43us/step - loss: 0.0025 - acc: 1.0000
Epoch 183/500
188/188 [==============================] - 0s 45us/step - loss: 0.0025 - acc: 1.0000
Epoch 184/500
188/188 [==============================] - 0s 45us/step - loss: 0.0025 - acc: 1.0000
Epoch 185/500
188/188 [==============================] - 0s 44us/step - loss: 0.0024 - acc: 1.0000
Epoch 186/500
188/188 [==============================] - 0s 44us/step - loss: 0.0024 - acc: 1.0000
Epoch 187/500
188/188 [==============================] - 0s 44us/step - loss: 0.0024 - acc: 1.0000
Epoch 188/500
188/188 [==============================] - 0s 45us/step - loss: 0.0024 - acc: 1.0000
Epoch 189/500
188/188 [==============================] - 0s 48us/step - loss: 0.0023 - acc: 1.0000
Epoch 190/500
188/188 [==============================] - 0s 45us/step - loss: 0.0023 - acc: 1.0000
Epoch 191/500
188/188 [==============================] - 0s 46us/step - loss: 0.0023 - acc: 1.0000
Epoch 192/500
188/188 [==============================] - 0s 45us/step - loss: 0.0022 - acc: 1.0000
Epoch 193/500
188/188 [==============================] - 0s 45us/step - loss: 0.0022 - acc: 1.0000
Epoch 194/500
188/188 [==============================] - 0s 42us/step - loss: 0.0022 - acc: 1.0000
Epoch 195/500
188/188 [==============================] - 0s 42us/step - loss: 0.0022 - acc: 1.0000
Epoch 196/500
188/188 [==============================] - 0s 42us/step - loss: 0.0021 - acc: 1.0000
Epoch 197/500
188/188 [==============================] - 0s 41us/step - loss: 0.0021 - acc: 1.0000
Epoch 198/500
188/188 [==============================] - 0s 42us/step - loss: 0.0021 - acc: 1.0000
Epoch 199/500
188/188 [==============================] - 0s 41us/step - loss: 0.0021 - acc: 1.0000
Epoch 200/500
188/188 [==============================] - 0s 42us/step - loss: 0.0020 - acc: 1.0000
Epoch 201/500
188/188 [==============================] - 0s 43us/step - loss: 0.0020 - acc: 1.0000
Epoch 202/500
188/188 [==============================] - 0s 44us/step - loss: 0.0020 - acc: 1.0000
Epoch 203/500
188/188 [==============================] - 0s 45us/step - loss: 0.0020 - acc: 1.0000
Epoch 204/500
188/188 [==============================] - 0s 47us/step - loss: 0.0020 - acc: 1.0000
Epoch 205/500
188/188 [==============================] - 0s 44us/step - loss: 0.0019 - acc: 1.0000
Epoch 206/500
188/188 [==============================] - 0s 44us/step - loss: 0.0019 - acc: 1.0000
Epoch 207/500
188/188 [==============================] - 0s 43us/step - loss: 0.0019 - acc: 1.0000
Epoch 208/500
188/188 [==============================] - 0s 46us/step - loss: 0.0019 - acc: 1.0000
Epoch 209/500
188/188 [==============================] - 0s 46us/step - loss: 0.0019 - acc: 1.0000
Epoch 210/500
188/188 [==============================] - 0s 43us/step - loss: 0.0018 - acc: 1.0000
Epoch 211/500
188/188 [==============================] - 0s 44us/step - loss: 0.0018 - acc: 1.0000
Epoch 212/500
188/188 [==============================] - 0s 43us/step - loss: 0.0018 - acc: 1.0000
Epoch 213/500
188/188 [==============================] - 0s 42us/step - loss: 0.0018 - acc: 1.0000
Epoch 214/500
188/188 [==============================] - 0s 41us/step - loss: 0.0018 - acc: 1.0000
Epoch 215/500
188/188 [==============================] - 0s 44us/step - loss: 0.0017 - acc: 1.0000
Epoch 216/500
188/188 [==============================] - 0s 44us/step - loss: 0.0017 - acc: 1.0000
Epoch 217/500
188/188 [==============================] - 0s 44us/step - loss: 0.0017 - acc: 1.0000
Epoch 218/500
188/188 [==============================] - 0s 44us/step - loss: 0.0017 - acc: 1.0000
Epoch 219/500
188/188 [==============================] - 0s 46us/step - loss: 0.0017 - acc: 1.0000
Epoch 220/500
188/188 [==============================] - 0s 43us/step - loss: 0.0017 - acc: 1.0000
Epoch 221/500
188/188 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 222/500
188/188 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 223/500
188/188 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 224/500
188/188 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 225/500
188/188 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 226/500
188/188 [==============================] - 0s 43us/step - loss: 0.0015 - acc: 1.0000
Epoch 227/500
188/188 [==============================] - 0s 43us/step - loss: 0.0015 - acc: 1.0000
Epoch 228/500
188/188 [==============================] - 0s 43us/step - loss: 0.0015 - acc: 1.0000
Epoch 229/500
188/188 [==============================] - 0s 43us/step - loss: 0.0015 - acc: 1.0000
Epoch 230/500
188/188 [==============================] - 0s 43us/step - loss: 0.0015 - acc: 1.0000
Epoch 231/500
188/188 [==============================] - 0s 44us/step - loss: 0.0015 - acc: 1.0000
Epoch 232/500
188/188 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 233/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 234/500
188/188 [==============================] - 0s 44us/step - loss: 0.0014 - acc: 1.0000
Epoch 235/500
188/188 [==============================] - 0s 46us/step - loss: 0.0014 - acc: 1.0000
Epoch 236/500
188/188 [==============================] - 0s 48us/step - loss: 0.0014 - acc: 1.0000
Epoch 237/500
188/188 [==============================] - 0s 49us/step - loss: 0.0014 - acc: 1.0000
Epoch 238/500
188/188 [==============================] - 0s 46us/step - loss: 0.0014 - acc: 1.0000
Epoch 239/500
188/188 [==============================] - 0s 43us/step - loss: 0.0014 - acc: 1.0000
Epoch 240/500
188/188 [==============================] - 0s 45us/step - loss: 0.0013 - acc: 1.0000
Epoch 241/500
188/188 [==============================] - 0s 44us/step - loss: 0.0013 - acc: 1.0000
Epoch 242/500
188/188 [==============================] - 0s 46us/step - loss: 0.0013 - acc: 1.0000
Epoch 243/500
188/188 [==============================] - 0s 46us/step - loss: 0.0013 - acc: 1.0000
Epoch 244/500
188/188 [==============================] - 0s 45us/step - loss: 0.0013 - acc: 1.0000
Epoch 245/500
188/188 [==============================] - 0s 46us/step - loss: 0.0013 - acc: 1.0000
Epoch 246/500
188/188 [==============================] - 0s 46us/step - loss: 0.0013 - acc: 1.0000
Epoch 247/500
188/188 [==============================] - 0s 45us/step - loss: 0.0013 - acc: 1.0000
Epoch 248/500
188/188 [==============================] - 0s 46us/step - loss: 0.0012 - acc: 1.0000
Epoch 249/500
188/188 [==============================] - 0s 44us/step - loss: 0.0012 - acc: 1.0000
Epoch 250/500
188/188 [==============================] - 0s 46us/step - loss: 0.0012 - acc: 1.0000
Epoch 251/500
188/188 [==============================] - 0s 46us/step - loss: 0.0012 - acc: 1.0000
Epoch 252/500
188/188 [==============================] - 0s 47us/step - loss: 0.0012 - acc: 1.0000
Epoch 253/500
188/188 [==============================] - 0s 44us/step - loss: 0.0012 - acc: 1.0000
Epoch 254/500
188/188 [==============================] - 0s 47us/step - loss: 0.0012 - acc: 1.0000
Epoch 255/500
188/188 [==============================] - 0s 46us/step - loss: 0.0012 - acc: 1.0000
Epoch 256/500
188/188 [==============================] - 0s 45us/step - loss: 0.0012 - acc: 1.0000
Epoch 257/500
188/188 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 258/500
188/188 [==============================] - 0s 47us/step - loss: 0.0011 - acc: 1.0000
Epoch 259/500
188/188 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 260/500
188/188 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 261/500
188/188 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 262/500
188/188 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 263/500
188/188 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 264/500
188/188 [==============================] - 0s 47us/step - loss: 0.0011 - acc: 1.0000
Epoch 265/500
188/188 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 266/500
188/188 [==============================] - 0s 46us/step - loss: 0.0011 - acc: 1.0000
Epoch 267/500
188/188 [==============================] - 0s 45us/step - loss: 0.0010 - acc: 1.0000
Epoch 268/500
188/188 [==============================] - 0s 45us/step - loss: 0.0010 - acc: 1.0000
Epoch 269/500
188/188 [==============================] - 0s 44us/step - loss: 0.0010 - acc: 1.0000
Epoch 270/500
188/188 [==============================] - 0s 46us/step - loss: 0.0010 - acc: 1.0000
Epoch 271/500
188/188 [==============================] - 0s 47us/step - loss: 0.0010 - acc: 1.0000
Epoch 272/500
188/188 [==============================] - 0s 49us/step - loss: 0.0010 - acc: 1.0000
Epoch 273/500
188/188 [==============================] - 0s 46us/step - loss: 9.9191e-04 - acc: 1.0000
Epoch 274/500
188/188 [==============================] - 0s 46us/step - loss: 9.8372e-04 - acc: 1.0000
Epoch 275/500
188/188 [==============================] - 0s 46us/step - loss: 9.7568e-04 - acc: 1.0000
Epoch 276/500
188/188 [==============================] - 0s 46us/step - loss: 9.6736e-04 - acc: 1.0000
Epoch 277/500
188/188 [==============================] - 0s 51us/step - loss: 9.5899e-04 - acc: 1.0000
Epoch 278/500
188/188 [==============================] - 0s 42us/step - loss: 9.5082e-04 - acc: 1.0000
Epoch 279/500
188/188 [==============================] - 0s 43us/step - loss: 9.4164e-04 - acc: 1.0000
Epoch 280/500
188/188 [==============================] - 0s 51us/step - loss: 9.3341e-04 - acc: 1.0000
Epoch 281/500
188/188 [==============================] - 0s 55us/step - loss: 9.2634e-04 - acc: 1.0000
Epoch 282/500
188/188 [==============================] - 0s 52us/step - loss: 9.1824e-04 - acc: 1.0000
Epoch 283/500
188/188 [==============================] - 0s 57us/step - loss: 9.0991e-04 - acc: 1.0000
Epoch 284/500
188/188 [==============================] - 0s 58us/step - loss: 9.0138e-04 - acc: 1.0000
Epoch 285/500
188/188 [==============================] - 0s 57us/step - loss: 8.9383e-04 - acc: 1.0000
Epoch 286/500
188/188 [==============================] - 0s 49us/step - loss: 8.8632e-04 - acc: 1.0000
Epoch 287/500
188/188 [==============================] - 0s 43us/step - loss: 8.8086e-04 - acc: 1.0000
Epoch 288/500
188/188 [==============================] - 0s 44us/step - loss: 8.7202e-04 - acc: 1.0000
Epoch 289/500
188/188 [==============================] - 0s 47us/step - loss: 8.6562e-04 - acc: 1.0000
Epoch 290/500
188/188 [==============================] - 0s 59us/step - loss: 8.5728e-04 - acc: 1.0000
Epoch 291/500
188/188 [==============================] - 0s 58us/step - loss: 8.4975e-04 - acc: 1.0000
Epoch 292/500
188/188 [==============================] - 0s 57us/step - loss: 8.4310e-04 - acc: 1.0000
Epoch 293/500
188/188 [==============================] - 0s 52us/step - loss: 8.3671e-04 - acc: 1.0000
Epoch 294/500
188/188 [==============================] - 0s 42us/step - loss: 8.2911e-04 - acc: 1.0000
Epoch 295/500
188/188 [==============================] - 0s 44us/step - loss: 8.2261e-04 - acc: 1.0000
Epoch 296/500
188/188 [==============================] - 0s 57us/step - loss: 8.1536e-04 - acc: 1.0000
Epoch 297/500
188/188 [==============================] - 0s 58us/step - loss: 8.0954e-04 - acc: 1.0000
Epoch 298/500
188/188 [==============================] - 0s 57us/step - loss: 8.0311e-04 - acc: 1.0000
Epoch 299/500
188/188 [==============================] - 0s 56us/step - loss: 7.9521e-04 - acc: 1.0000
Epoch 300/500
188/188 [==============================] - 0s 43us/step - loss: 7.8949e-04 - acc: 1.0000
Epoch 301/500
188/188 [==============================] - 0s 49us/step - loss: 7.8376e-04 - acc: 1.0000
Epoch 302/500
188/188 [==============================] - 0s 57us/step - loss: 7.7759e-04 - acc: 1.0000
Epoch 303/500
188/188 [==============================] - 0s 57us/step - loss: 7.7155e-04 - acc: 1.0000
Epoch 304/500
188/188 [==============================] - 0s 58us/step - loss: 7.6358e-04 - acc: 1.0000
Epoch 305/500
188/188 [==============================] - 0s 48us/step - loss: 7.5770e-04 - acc: 1.0000
Epoch 306/500
188/188 [==============================] - 0s 49us/step - loss: 7.5169e-04 - acc: 1.0000
Epoch 307/500
188/188 [==============================] - 0s 57us/step - loss: 7.4575e-04 - acc: 1.0000
Epoch 308/500
188/188 [==============================] - 0s 59us/step - loss: 7.3954e-04 - acc: 1.0000
Epoch 309/500
188/188 [==============================] - 0s 59us/step - loss: 7.3406e-04 - acc: 1.0000
Epoch 310/500
188/188 [==============================] - 0s 45us/step - loss: 7.2779e-04 - acc: 1.0000
Epoch 311/500
188/188 [==============================] - 0s 42us/step - loss: 7.2231e-04 - acc: 1.0000
Epoch 312/500
188/188 [==============================] - 0s 54us/step - loss: 7.1623e-04 - acc: 1.0000
Epoch 313/500
188/188 [==============================] - 0s 58us/step - loss: 7.1042e-04 - acc: 1.0000
Epoch 314/500
188/188 [==============================] - 0s 58us/step - loss: 7.0498e-04 - acc: 1.0000
Epoch 315/500
188/188 [==============================] - 0s 58us/step - loss: 6.9956e-04 - acc: 1.0000
Epoch 316/500
188/188 [==============================] - 0s 43us/step - loss: 6.9534e-04 - acc: 1.0000
Epoch 317/500
188/188 [==============================] - 0s 43us/step - loss: 6.8842e-04 - acc: 1.0000
Epoch 318/500
188/188 [==============================] - 0s 55us/step - loss: 6.8350e-04 - acc: 1.0000
Epoch 319/500
188/188 [==============================] - 0s 60us/step - loss: 6.7895e-04 - acc: 1.0000
Epoch 320/500
188/188 [==============================] - 0s 61us/step - loss: 6.7262e-04 - acc: 1.0000
Epoch 321/500
188/188 [==============================] - 0s 58us/step - loss: 6.6788e-04 - acc: 1.0000
Epoch 322/500
188/188 [==============================] - 0s 62us/step - loss: 6.6216e-04 - acc: 1.0000
Epoch 323/500
188/188 [==============================] - 0s 61us/step - loss: 6.5683e-04 - acc: 1.0000
Epoch 324/500
188/188 [==============================] - 0s 58us/step - loss: 6.5156e-04 - acc: 1.0000
Epoch 325/500
188/188 [==============================] - 0s 49us/step - loss: 6.4714e-04 - acc: 1.0000
Epoch 326/500
188/188 [==============================] - 0s 48us/step - loss: 6.4276e-04 - acc: 1.0000
Epoch 327/500
188/188 [==============================] - 0s 49us/step - loss: 6.3736e-04 - acc: 1.0000
Epoch 328/500
188/188 [==============================] - 0s 58us/step - loss: 6.3168e-04 - acc: 1.0000
Epoch 329/500
188/188 [==============================] - 0s 61us/step - loss: 6.2694e-04 - acc: 1.0000
Epoch 330/500
188/188 [==============================] - 0s 63us/step - loss: 6.2274e-04 - acc: 1.0000
Epoch 331/500
188/188 [==============================] - 0s 49us/step - loss: 6.1839e-04 - acc: 1.0000
Epoch 332/500
188/188 [==============================] - 0s 43us/step - loss: 6.1269e-04 - acc: 1.0000
Epoch 333/500
188/188 [==============================] - 0s 43us/step - loss: 6.0809e-04 - acc: 1.0000
Epoch 334/500
188/188 [==============================] - 0s 43us/step - loss: 6.0349e-04 - acc: 1.0000
Epoch 335/500
188/188 [==============================] - 0s 43us/step - loss: 6.0052e-04 - acc: 1.0000
Epoch 336/500
188/188 [==============================] - 0s 42us/step - loss: 5.9500e-04 - acc: 1.0000
Epoch 337/500
188/188 [==============================] - 0s 44us/step - loss: 5.9064e-04 - acc: 1.0000
Epoch 338/500
188/188 [==============================] - 0s 44us/step - loss: 5.8664e-04 - acc: 1.0000
Epoch 339/500
188/188 [==============================] - 0s 44us/step - loss: 5.8160e-04 - acc: 1.0000
Epoch 340/500
188/188 [==============================] - 0s 41us/step - loss: 5.7720e-04 - acc: 1.0000
Epoch 341/500
188/188 [==============================] - 0s 43us/step - loss: 5.7340e-04 - acc: 1.0000
Epoch 342/500
188/188 [==============================] - 0s 43us/step - loss: 5.6888e-04 - acc: 1.0000
Epoch 343/500
188/188 [==============================] - 0s 40us/step - loss: 5.6474e-04 - acc: 1.0000
Epoch 344/500
188/188 [==============================] - 0s 42us/step - loss: 5.6143e-04 - acc: 1.0000
Epoch 345/500
188/188 [==============================] - 0s 41us/step - loss: 5.5702e-04 - acc: 1.0000
Epoch 346/500
188/188 [==============================] - 0s 41us/step - loss: 5.5203e-04 - acc: 1.0000
Epoch 347/500
188/188 [==============================] - 0s 41us/step - loss: 5.4865e-04 - acc: 1.0000
Epoch 348/500
188/188 [==============================] - 0s 42us/step - loss: 5.4425e-04 - acc: 1.0000
Epoch 349/500
188/188 [==============================] - 0s 42us/step - loss: 5.4002e-04 - acc: 1.0000
Epoch 350/500
188/188 [==============================] - 0s 44us/step - loss: 5.3674e-04 - acc: 1.0000
Epoch 351/500
188/188 [==============================] - 0s 44us/step - loss: 5.3189e-04 - acc: 1.0000
Epoch 352/500
188/188 [==============================] - 0s 45us/step - loss: 5.2810e-04 - acc: 1.0000
Epoch 353/500
188/188 [==============================] - 0s 43us/step - loss: 5.2412e-04 - acc: 1.0000
Epoch 354/500
188/188 [==============================] - 0s 43us/step - loss: 5.2020e-04 - acc: 1.0000
Epoch 355/500
188/188 [==============================] - 0s 45us/step - loss: 5.1663e-04 - acc: 1.0000
Epoch 356/500
188/188 [==============================] - 0s 46us/step - loss: 5.1307e-04 - acc: 1.0000
Epoch 357/500
188/188 [==============================] - 0s 47us/step - loss: 5.0909e-04 - acc: 1.0000
Epoch 358/500
188/188 [==============================] - 0s 43us/step - loss: 5.0523e-04 - acc: 1.0000
Epoch 359/500
188/188 [==============================] - 0s 41us/step - loss: 5.0145e-04 - acc: 1.0000
Epoch 360/500
188/188 [==============================] - 0s 44us/step - loss: 4.9868e-04 - acc: 1.0000
Epoch 361/500
188/188 [==============================] - 0s 41us/step - loss: 4.9445e-04 - acc: 1.0000
Epoch 362/500
188/188 [==============================] - 0s 42us/step - loss: 4.9127e-04 - acc: 1.0000
Epoch 363/500
188/188 [==============================] - 0s 41us/step - loss: 4.8789e-04 - acc: 1.0000
Epoch 364/500
188/188 [==============================] - 0s 42us/step - loss: 4.8498e-04 - acc: 1.0000
Epoch 365/500
188/188 [==============================] - 0s 41us/step - loss: 4.8055e-04 - acc: 1.0000
Epoch 366/500
188/188 [==============================] - 0s 40us/step - loss: 4.7721e-04 - acc: 1.0000
Epoch 367/500
188/188 [==============================] - 0s 40us/step - loss: 4.7440e-04 - acc: 1.0000
Epoch 368/500
188/188 [==============================] - 0s 40us/step - loss: 4.6972e-04 - acc: 1.0000
Epoch 369/500
188/188 [==============================] - 0s 40us/step - loss: 4.6715e-04 - acc: 1.0000
Epoch 370/500
188/188 [==============================] - 0s 41us/step - loss: 4.6429e-04 - acc: 1.0000
Epoch 371/500
188/188 [==============================] - 0s 41us/step - loss: 4.6085e-04 - acc: 1.0000
Epoch 372/500
188/188 [==============================] - 0s 40us/step - loss: 4.5729e-04 - acc: 1.0000
Epoch 373/500
188/188 [==============================] - 0s 40us/step - loss: 4.5413e-04 - acc: 1.0000
Epoch 374/500
188/188 [==============================] - 0s 39us/step - loss: 4.5086e-04 - acc: 1.0000
Epoch 375/500
188/188 [==============================] - 0s 40us/step - loss: 4.4779e-04 - acc: 1.0000
Epoch 376/500
188/188 [==============================] - 0s 40us/step - loss: 4.4470e-04 - acc: 1.0000
Epoch 377/500
188/188 [==============================] - 0s 40us/step - loss: 4.4140e-04 - acc: 1.0000
Epoch 378/500
188/188 [==============================] - 0s 41us/step - loss: 4.3871e-04 - acc: 1.0000
Epoch 379/500
188/188 [==============================] - 0s 42us/step - loss: 4.3517e-04 - acc: 1.0000
Epoch 380/500
188/188 [==============================] - 0s 45us/step - loss: 4.3225e-04 - acc: 1.0000
Epoch 381/500
188/188 [==============================] - 0s 44us/step - loss: 4.2918e-04 - acc: 1.0000
Epoch 382/500
188/188 [==============================] - 0s 43us/step - loss: 4.2638e-04 - acc: 1.0000
Epoch 383/500
188/188 [==============================] - 0s 42us/step - loss: 4.2360e-04 - acc: 1.0000
Epoch 384/500
188/188 [==============================] - 0s 47us/step - loss: 4.2047e-04 - acc: 1.0000
Epoch 385/500
188/188 [==============================] - 0s 44us/step - loss: 4.1809e-04 - acc: 1.0000
Epoch 386/500
188/188 [==============================] - 0s 41us/step - loss: 4.1494e-04 - acc: 1.0000
Epoch 387/500
188/188 [==============================] - 0s 44us/step - loss: 4.1237e-04 - acc: 1.0000
Epoch 388/500
188/188 [==============================] - 0s 41us/step - loss: 4.0938e-04 - acc: 1.0000
Epoch 389/500
188/188 [==============================] - 0s 42us/step - loss: 4.0672e-04 - acc: 1.0000
Epoch 390/500
188/188 [==============================] - 0s 44us/step - loss: 4.0415e-04 - acc: 1.0000
Epoch 391/500
188/188 [==============================] - 0s 40us/step - loss: 4.0129e-04 - acc: 1.0000
Epoch 392/500
188/188 [==============================] - 0s 41us/step - loss: 3.9834e-04 - acc: 1.0000
Epoch 393/500
188/188 [==============================] - 0s 40us/step - loss: 3.9560e-04 - acc: 1.0000
Epoch 394/500
188/188 [==============================] - 0s 42us/step - loss: 3.9277e-04 - acc: 1.0000
Epoch 395/500
188/188 [==============================] - 0s 41us/step - loss: 3.9053e-04 - acc: 1.0000
Epoch 396/500
188/188 [==============================] - 0s 43us/step - loss: 3.8759e-04 - acc: 1.0000
Epoch 397/500
188/188 [==============================] - 0s 43us/step - loss: 3.8512e-04 - acc: 1.0000
Epoch 398/500
188/188 [==============================] - 0s 41us/step - loss: 3.8249e-04 - acc: 1.0000
Epoch 399/500
188/188 [==============================] - 0s 40us/step - loss: 3.7973e-04 - acc: 1.0000
Epoch 400/500
188/188 [==============================] - 0s 43us/step - loss: 3.7740e-04 - acc: 1.0000
Epoch 401/500
188/188 [==============================] - 0s 41us/step - loss: 3.7458e-04 - acc: 1.0000
Epoch 402/500
188/188 [==============================] - 0s 40us/step - loss: 3.7251e-04 - acc: 1.0000
Epoch 403/500
188/188 [==============================] - 0s 40us/step - loss: 3.7001e-04 - acc: 1.0000
Epoch 404/500
188/188 [==============================] - 0s 42us/step - loss: 3.6748e-04 - acc: 1.0000
Epoch 405/500
188/188 [==============================] - 0s 44us/step - loss: 3.6515e-04 - acc: 1.0000
Epoch 406/500
188/188 [==============================] - 0s 47us/step - loss: 3.6290e-04 - acc: 1.0000
Epoch 407/500
188/188 [==============================] - 0s 45us/step - loss: 3.6054e-04 - acc: 1.0000
Epoch 408/500
188/188 [==============================] - 0s 47us/step - loss: 3.5794e-04 - acc: 1.0000
Epoch 409/500
188/188 [==============================] - 0s 45us/step - loss: 3.5566e-04 - acc: 1.0000
Epoch 410/500
188/188 [==============================] - 0s 44us/step - loss: 3.5358e-04 - acc: 1.0000
Epoch 411/500
188/188 [==============================] - 0s 43us/step - loss: 3.5106e-04 - acc: 1.0000
Epoch 412/500
188/188 [==============================] - 0s 43us/step - loss: 3.4870e-04 - acc: 1.0000
Epoch 413/500
188/188 [==============================] - 0s 42us/step - loss: 3.4652e-04 - acc: 1.0000
Epoch 414/500
188/188 [==============================] - 0s 45us/step - loss: 3.4426e-04 - acc: 1.0000
Epoch 415/500
188/188 [==============================] - 0s 46us/step - loss: 3.4249e-04 - acc: 1.0000
Epoch 416/500
188/188 [==============================] - 0s 45us/step - loss: 3.4006e-04 - acc: 1.0000
Epoch 417/500
188/188 [==============================] - 0s 45us/step - loss: 3.3754e-04 - acc: 1.0000
Epoch 418/500
188/188 [==============================] - ETA: 0s - loss: 5.0697e-04 - acc: 1.000 - 0s 45us/step - loss: 3.3564e-04 - acc: 1.0000
Epoch 419/500
188/188 [==============================] - 0s 43us/step - loss: 3.3348e-04 - acc: 1.0000
Epoch 420/500
188/188 [==============================] - 0s 43us/step - loss: 3.3136e-04 - acc: 1.0000
Epoch 421/500
188/188 [==============================] - 0s 42us/step - loss: 3.2940e-04 - acc: 1.0000
Epoch 422/500
188/188 [==============================] - 0s 43us/step - loss: 3.2684e-04 - acc: 1.0000
Epoch 423/500
188/188 [==============================] - 0s 42us/step - loss: 3.2473e-04 - acc: 1.0000
Epoch 424/500
188/188 [==============================] - 0s 47us/step - loss: 3.2330e-04 - acc: 1.0000
Epoch 425/500
188/188 [==============================] - 0s 46us/step - loss: 3.2103e-04 - acc: 1.0000
Epoch 426/500
188/188 [==============================] - 0s 46us/step - loss: 3.1930e-04 - acc: 1.0000
Epoch 427/500
188/188 [==============================] - 0s 41us/step - loss: 3.1665e-04 - acc: 1.0000
Epoch 428/500
188/188 [==============================] - 0s 41us/step - loss: 3.1472e-04 - acc: 1.0000
Epoch 429/500
188/188 [==============================] - 0s 41us/step - loss: 3.1245e-04 - acc: 1.0000
Epoch 430/500
188/188 [==============================] - 0s 44us/step - loss: 3.1051e-04 - acc: 1.0000
Epoch 431/500
188/188 [==============================] - 0s 42us/step - loss: 3.0858e-04 - acc: 1.0000
Epoch 432/500
188/188 [==============================] - 0s 41us/step - loss: 3.0671e-04 - acc: 1.0000
Epoch 433/500
188/188 [==============================] - 0s 41us/step - loss: 3.0455e-04 - acc: 1.0000
Epoch 434/500
188/188 [==============================] - 0s 42us/step - loss: 3.0266e-04 - acc: 1.0000
Epoch 435/500
188/188 [==============================] - 0s 41us/step - loss: 3.0066e-04 - acc: 1.0000
Epoch 436/500
188/188 [==============================] - 0s 40us/step - loss: 2.9900e-04 - acc: 1.0000
Epoch 437/500
188/188 [==============================] - 0s 41us/step - loss: 2.9696e-04 - acc: 1.0000
Epoch 438/500
188/188 [==============================] - 0s 44us/step - loss: 2.9487e-04 - acc: 1.0000
Epoch 439/500
188/188 [==============================] - 0s 42us/step - loss: 2.9336e-04 - acc: 1.0000
Epoch 440/500
188/188 [==============================] - 0s 43us/step - loss: 2.9147e-04 - acc: 1.0000
Epoch 441/500
188/188 [==============================] - 0s 43us/step - loss: 2.8953e-04 - acc: 1.0000
Epoch 442/500
188/188 [==============================] - 0s 41us/step - loss: 2.8779e-04 - acc: 1.0000
Epoch 443/500
188/188 [==============================] - 0s 43us/step - loss: 2.8614e-04 - acc: 1.0000
Epoch 444/500
188/188 [==============================] - 0s 43us/step - loss: 2.8385e-04 - acc: 1.0000
Epoch 445/500
188/188 [==============================] - 0s 43us/step - loss: 2.8217e-04 - acc: 1.0000
Epoch 446/500
188/188 [==============================] - 0s 44us/step - loss: 2.8060e-04 - acc: 1.0000
Epoch 447/500
188/188 [==============================] - 0s 42us/step - loss: 2.7874e-04 - acc: 1.0000
Epoch 448/500
188/188 [==============================] - 0s 43us/step - loss: 2.7701e-04 - acc: 1.0000
Epoch 449/500
188/188 [==============================] - 0s 43us/step - loss: 2.7523e-04 - acc: 1.0000
Epoch 450/500
188/188 [==============================] - 0s 44us/step - loss: 2.7354e-04 - acc: 1.0000
Epoch 451/500
188/188 [==============================] - 0s 42us/step - loss: 2.7170e-04 - acc: 1.0000
Epoch 452/500
188/188 [==============================] - 0s 41us/step - loss: 2.7007e-04 - acc: 1.0000
Epoch 453/500
188/188 [==============================] - 0s 43us/step - loss: 2.6827e-04 - acc: 1.0000
Epoch 454/500
188/188 [==============================] - 0s 41us/step - loss: 2.6678e-04 - acc: 1.0000
Epoch 455/500
188/188 [==============================] - 0s 41us/step - loss: 2.6536e-04 - acc: 1.0000
Epoch 456/500
188/188 [==============================] - 0s 41us/step - loss: 2.6346e-04 - acc: 1.0000
Epoch 457/500
188/188 [==============================] - 0s 41us/step - loss: 2.6208e-04 - acc: 1.0000
Epoch 458/500
188/188 [==============================] - 0s 42us/step - loss: 2.6013e-04 - acc: 1.0000
Epoch 459/500
188/188 [==============================] - 0s 42us/step - loss: 2.5858e-04 - acc: 1.0000
Epoch 460/500
188/188 [==============================] - 0s 41us/step - loss: 2.5708e-04 - acc: 1.0000
Epoch 461/500
188/188 [==============================] - 0s 41us/step - loss: 2.5528e-04 - acc: 1.0000
Epoch 462/500
188/188 [==============================] - 0s 39us/step - loss: 2.5382e-04 - acc: 1.0000
Epoch 463/500
188/188 [==============================] - 0s 41us/step - loss: 2.5243e-04 - acc: 1.0000
Epoch 464/500
188/188 [==============================] - 0s 41us/step - loss: 2.5080e-04 - acc: 1.0000
Epoch 465/500
188/188 [==============================] - 0s 43us/step - loss: 2.4942e-04 - acc: 1.0000
Epoch 466/500
188/188 [==============================] - 0s 41us/step - loss: 2.4771e-04 - acc: 1.0000
Epoch 467/500
188/188 [==============================] - 0s 40us/step - loss: 2.4624e-04 - acc: 1.0000
Epoch 468/500
188/188 [==============================] - 0s 40us/step - loss: 2.4465e-04 - acc: 1.0000
Epoch 469/500
188/188 [==============================] - 0s 41us/step - loss: 2.4334e-04 - acc: 1.0000
Epoch 470/500
188/188 [==============================] - 0s 40us/step - loss: 2.4169e-04 - acc: 1.0000
Epoch 471/500
188/188 [==============================] - 0s 43us/step - loss: 2.4044e-04 - acc: 1.0000
Epoch 472/500
188/188 [==============================] - 0s 41us/step - loss: 2.3904e-04 - acc: 1.0000
Epoch 473/500
188/188 [==============================] - 0s 41us/step - loss: 2.3729e-04 - acc: 1.0000
Epoch 474/500
188/188 [==============================] - 0s 44us/step - loss: 2.3606e-04 - acc: 1.0000
Epoch 475/500
188/188 [==============================] - 0s 41us/step - loss: 2.3448e-04 - acc: 1.0000
Epoch 476/500
188/188 [==============================] - 0s 44us/step - loss: 2.3314e-04 - acc: 1.0000
Epoch 477/500
188/188 [==============================] - 0s 40us/step - loss: 2.3174e-04 - acc: 1.0000
Epoch 478/500
188/188 [==============================] - 0s 44us/step - loss: 2.3023e-04 - acc: 1.0000
Epoch 479/500
188/188 [==============================] - 0s 41us/step - loss: 2.2898e-04 - acc: 1.0000
Epoch 480/500
188/188 [==============================] - 0s 41us/step - loss: 2.2747e-04 - acc: 1.0000
Epoch 481/500
188/188 [==============================] - 0s 42us/step - loss: 2.2635e-04 - acc: 1.0000
Epoch 482/500
188/188 [==============================] - 0s 42us/step - loss: 2.2512e-04 - acc: 1.0000
Epoch 483/500
188/188 [==============================] - 0s 41us/step - loss: 2.2348e-04 - acc: 1.0000
Epoch 484/500
188/188 [==============================] - 0s 42us/step - loss: 2.2217e-04 - acc: 1.0000
Epoch 485/500
188/188 [==============================] - 0s 42us/step - loss: 2.2079e-04 - acc: 1.0000
Epoch 486/500
188/188 [==============================] - 0s 42us/step - loss: 2.1950e-04 - acc: 1.0000
Epoch 487/500
188/188 [==============================] - 0s 42us/step - loss: 2.1843e-04 - acc: 1.0000
Epoch 488/500
188/188 [==============================] - 0s 42us/step - loss: 2.1714e-04 - acc: 1.0000
Epoch 489/500
188/188 [==============================] - 0s 42us/step - loss: 2.1557e-04 - acc: 1.0000
Epoch 490/500
188/188 [==============================] - 0s 42us/step - loss: 2.1435e-04 - acc: 1.0000
Epoch 491/500
188/188 [==============================] - 0s 42us/step - loss: 2.1308e-04 - acc: 1.0000
Epoch 492/500
188/188 [==============================] - 0s 40us/step - loss: 2.1190e-04 - acc: 1.0000
Epoch 493/500
188/188 [==============================] - 0s 40us/step - loss: 2.1064e-04 - acc: 1.0000
Epoch 494/500
188/188 [==============================] - 0s 42us/step - loss: 2.0926e-04 - acc: 1.0000
Epoch 495/500
188/188 [==============================] - 0s 41us/step - loss: 2.0802e-04 - acc: 1.0000
Epoch 496/500
188/188 [==============================] - 0s 42us/step - loss: 2.0696e-04 - acc: 1.0000
Epoch 497/500
188/188 [==============================] - 0s 41us/step - loss: 2.0558e-04 - acc: 1.0000
Epoch 498/500
188/188 [==============================] - 0s 42us/step - loss: 2.0465e-04 - acc: 1.0000
Epoch 499/500
188/188 [==============================] - 0s 41us/step - loss: 2.0328e-04 - acc: 1.0000
Epoch 500/500
188/188 [==============================] - 0s 45us/step - loss: 2.0206e-04 - acc: 1.0000
20/20 [==============================] - 0s 13ms/step
Epoch 1/500
188/188 [==============================] - 1s 4ms/step - loss: 0.9422 - acc: 0.4096
Epoch 2/500
188/188 [==============================] - 0s 82us/step - loss: 0.7521 - acc: 0.5372
Epoch 3/500
188/188 [==============================] - 0s 81us/step - loss: 0.6260 - acc: 0.6436
Epoch 4/500
188/188 [==============================] - 0s 85us/step - loss: 0.5542 - acc: 0.6862
Epoch 5/500
188/188 [==============================] - 0s 82us/step - loss: 0.5018 - acc: 0.7500
Epoch 6/500
188/188 [==============================] - 0s 82us/step - loss: 0.4605 - acc: 0.7872
Epoch 7/500
188/188 [==============================] - 0s 88us/step - loss: 0.4242 - acc: 0.8298
Epoch 8/500
188/188 [==============================] - 0s 60us/step - loss: 0.3955 - acc: 0.8457
Epoch 9/500
188/188 [==============================] - 0s 52us/step - loss: 0.3699 - acc: 0.8564
Epoch 10/500
188/188 [==============================] - 0s 54us/step - loss: 0.3460 - acc: 0.8617
Epoch 11/500
188/188 [==============================] - 0s 55us/step - loss: 0.3250 - acc: 0.8777
Epoch 12/500
188/188 [==============================] - 0s 61us/step - loss: 0.3062 - acc: 0.8883
Epoch 13/500
188/188 [==============================] - 0s 60us/step - loss: 0.2880 - acc: 0.9149
Epoch 14/500
188/188 [==============================] - 0s 51us/step - loss: 0.2720 - acc: 0.9309
Epoch 15/500
188/188 [==============================] - 0s 49us/step - loss: 0.2572 - acc: 0.9309
Epoch 16/500
188/188 [==============================] - 0s 47us/step - loss: 0.2443 - acc: 0.9362
Epoch 17/500
188/188 [==============================] - 0s 51us/step - loss: 0.2308 - acc: 0.9468
Epoch 18/500
188/188 [==============================] - 0s 50us/step - loss: 0.2191 - acc: 0.9521
Epoch 19/500
188/188 [==============================] - 0s 47us/step - loss: 0.2078 - acc: 0.9521
Epoch 20/500
188/188 [==============================] - 0s 46us/step - loss: 0.1983 - acc: 0.9681
Epoch 21/500
188/188 [==============================] - 0s 45us/step - loss: 0.1890 - acc: 0.9734
Epoch 22/500
188/188 [==============================] - 0s 46us/step - loss: 0.1792 - acc: 0.9734
Epoch 23/500
188/188 [==============================] - 0s 45us/step - loss: 0.1709 - acc: 0.9787
Epoch 24/500
188/188 [==============================] - 0s 48us/step - loss: 0.1635 - acc: 0.9787
Epoch 25/500
188/188 [==============================] - 0s 46us/step - loss: 0.1567 - acc: 0.9787
Epoch 26/500
188/188 [==============================] - 0s 44us/step - loss: 0.1490 - acc: 0.9894
Epoch 27/500
188/188 [==============================] - 0s 41us/step - loss: 0.1425 - acc: 0.9894
Epoch 28/500
188/188 [==============================] - 0s 43us/step - loss: 0.1366 - acc: 0.9894
Epoch 29/500
188/188 [==============================] - 0s 46us/step - loss: 0.1303 - acc: 0.9894
Epoch 30/500
188/188 [==============================] - 0s 43us/step - loss: 0.1249 - acc: 0.9947
Epoch 31/500
188/188 [==============================] - 0s 41us/step - loss: 0.1200 - acc: 0.9947
Epoch 32/500
188/188 [==============================] - 0s 42us/step - loss: 0.1146 - acc: 0.9947
Epoch 33/500
188/188 [==============================] - 0s 44us/step - loss: 0.1098 - acc: 0.9947
Epoch 34/500
188/188 [==============================] - 0s 42us/step - loss: 0.1057 - acc: 0.9947
Epoch 35/500
188/188 [==============================] - 0s 41us/step - loss: 0.1011 - acc: 0.9947
Epoch 36/500
188/188 [==============================] - 0s 41us/step - loss: 0.0970 - acc: 0.9947
Epoch 37/500
188/188 [==============================] - 0s 43us/step - loss: 0.0933 - acc: 0.9947
Epoch 38/500
188/188 [==============================] - 0s 44us/step - loss: 0.0893 - acc: 0.9947
Epoch 39/500
188/188 [==============================] - 0s 42us/step - loss: 0.0857 - acc: 0.9947
Epoch 40/500
188/188 [==============================] - 0s 41us/step - loss: 0.0827 - acc: 0.9947
Epoch 41/500
188/188 [==============================] - 0s 43us/step - loss: 0.0792 - acc: 1.0000
Epoch 42/500
188/188 [==============================] - 0s 43us/step - loss: 0.0761 - acc: 1.0000
Epoch 43/500
188/188 [==============================] - 0s 43us/step - loss: 0.0731 - acc: 1.0000
Epoch 44/500
188/188 [==============================] - 0s 42us/step - loss: 0.0703 - acc: 1.0000
Epoch 45/500
188/188 [==============================] - 0s 43us/step - loss: 0.0677 - acc: 1.0000
Epoch 46/500
188/188 [==============================] - 0s 43us/step - loss: 0.0650 - acc: 1.0000
Epoch 47/500
188/188 [==============================] - 0s 43us/step - loss: 0.0625 - acc: 1.0000
Epoch 48/500
188/188 [==============================] - 0s 46us/step - loss: 0.0602 - acc: 1.0000
Epoch 49/500
188/188 [==============================] - 0s 46us/step - loss: 0.0581 - acc: 1.0000
Epoch 50/500
188/188 [==============================] - 0s 45us/step - loss: 0.0558 - acc: 1.0000
Epoch 51/500
188/188 [==============================] - 0s 46us/step - loss: 0.0537 - acc: 1.0000
Epoch 52/500
188/188 [==============================] - 0s 44us/step - loss: 0.0524 - acc: 1.0000
Epoch 53/500
188/188 [==============================] - 0s 42us/step - loss: 0.0500 - acc: 1.0000
Epoch 54/500
188/188 [==============================] - 0s 44us/step - loss: 0.0482 - acc: 1.0000
Epoch 55/500
188/188 [==============================] - 0s 45us/step - loss: 0.0465 - acc: 1.0000
Epoch 56/500
188/188 [==============================] - 0s 44us/step - loss: 0.0449 - acc: 1.0000
Epoch 57/500
188/188 [==============================] - 0s 42us/step - loss: 0.0434 - acc: 1.0000
Epoch 58/500
188/188 [==============================] - 0s 42us/step - loss: 0.0419 - acc: 1.0000
Epoch 59/500
188/188 [==============================] - 0s 44us/step - loss: 0.0405 - acc: 1.0000
Epoch 60/500
188/188 [==============================] - 0s 45us/step - loss: 0.0390 - acc: 1.0000
Epoch 61/500
188/188 [==============================] - 0s 44us/step - loss: 0.0377 - acc: 1.0000
Epoch 62/500
188/188 [==============================] - 0s 43us/step - loss: 0.0364 - acc: 1.0000
Epoch 63/500
188/188 [==============================] - 0s 43us/step - loss: 0.0355 - acc: 1.0000
Epoch 64/500
188/188 [==============================] - 0s 43us/step - loss: 0.0342 - acc: 1.0000
Epoch 65/500
188/188 [==============================] - 0s 43us/step - loss: 0.0333 - acc: 1.0000
Epoch 66/500
188/188 [==============================] - 0s 40us/step - loss: 0.0322 - acc: 1.0000
Epoch 67/500
188/188 [==============================] - 0s 41us/step - loss: 0.0313 - acc: 1.0000
Epoch 68/500
188/188 [==============================] - 0s 40us/step - loss: 0.0305 - acc: 1.0000
Epoch 69/500
188/188 [==============================] - 0s 40us/step - loss: 0.0294 - acc: 1.0000
Epoch 70/500
188/188 [==============================] - 0s 40us/step - loss: 0.0285 - acc: 1.0000
Epoch 71/500
188/188 [==============================] - 0s 42us/step - loss: 0.0278 - acc: 1.0000
Epoch 72/500
188/188 [==============================] - 0s 40us/step - loss: 0.0269 - acc: 1.0000
Epoch 73/500
188/188 [==============================] - 0s 40us/step - loss: 0.0263 - acc: 1.0000
Epoch 74/500
188/188 [==============================] - 0s 42us/step - loss: 0.0255 - acc: 1.0000
Epoch 75/500
188/188 [==============================] - 0s 39us/step - loss: 0.0248 - acc: 1.0000
Epoch 76/500
188/188 [==============================] - 0s 40us/step - loss: 0.0240 - acc: 1.0000
Epoch 77/500
188/188 [==============================] - 0s 40us/step - loss: 0.0234 - acc: 1.0000
Epoch 78/500
188/188 [==============================] - 0s 40us/step - loss: 0.0227 - acc: 1.0000
Epoch 79/500
188/188 [==============================] - 0s 40us/step - loss: 0.0222 - acc: 1.0000
Epoch 80/500
188/188 [==============================] - 0s 40us/step - loss: 0.0216 - acc: 1.0000
Epoch 81/500
188/188 [==============================] - 0s 44us/step - loss: 0.0211 - acc: 1.0000
Epoch 82/500
188/188 [==============================] - 0s 44us/step - loss: 0.0204 - acc: 1.0000
Epoch 83/500
188/188 [==============================] - 0s 42us/step - loss: 0.0199 - acc: 1.0000
Epoch 84/500
188/188 [==============================] - 0s 42us/step - loss: 0.0194 - acc: 1.0000
Epoch 85/500
188/188 [==============================] - 0s 43us/step - loss: 0.0190 - acc: 1.0000
Epoch 86/500
188/188 [==============================] - 0s 40us/step - loss: 0.0185 - acc: 1.0000
Epoch 87/500
188/188 [==============================] - 0s 42us/step - loss: 0.0180 - acc: 1.0000
Epoch 88/500
188/188 [==============================] - 0s 44us/step - loss: 0.0176 - acc: 1.0000
Epoch 89/500
188/188 [==============================] - 0s 44us/step - loss: 0.0172 - acc: 1.0000
Epoch 90/500
188/188 [==============================] - 0s 43us/step - loss: 0.0167 - acc: 1.0000
Epoch 91/500
188/188 [==============================] - 0s 44us/step - loss: 0.0164 - acc: 1.0000
Epoch 92/500
188/188 [==============================] - 0s 42us/step - loss: 0.0159 - acc: 1.0000
Epoch 93/500
188/188 [==============================] - 0s 43us/step - loss: 0.0156 - acc: 1.0000
Epoch 94/500
188/188 [==============================] - 0s 41us/step - loss: 0.0152 - acc: 1.0000
Epoch 95/500
188/188 [==============================] - 0s 42us/step - loss: 0.0149 - acc: 1.0000
Epoch 96/500
188/188 [==============================] - 0s 41us/step - loss: 0.0145 - acc: 1.0000
Epoch 97/500
188/188 [==============================] - 0s 40us/step - loss: 0.0142 - acc: 1.0000
Epoch 98/500
188/188 [==============================] - 0s 40us/step - loss: 0.0139 - acc: 1.0000
Epoch 99/500
188/188 [==============================] - 0s 40us/step - loss: 0.0136 - acc: 1.0000
Epoch 100/500
188/188 [==============================] - 0s 41us/step - loss: 0.0132 - acc: 1.0000
Epoch 101/500
188/188 [==============================] - 0s 41us/step - loss: 0.0130 - acc: 1.0000
Epoch 102/500
188/188 [==============================] - 0s 41us/step - loss: 0.0127 - acc: 1.0000
Epoch 103/500
188/188 [==============================] - 0s 43us/step - loss: 0.0124 - acc: 1.0000
Epoch 104/500
188/188 [==============================] - 0s 44us/step - loss: 0.0121 - acc: 1.0000
Epoch 105/500
188/188 [==============================] - 0s 42us/step - loss: 0.0119 - acc: 1.0000
Epoch 106/500
188/188 [==============================] - 0s 45us/step - loss: 0.0116 - acc: 1.0000
Epoch 107/500
188/188 [==============================] - 0s 44us/step - loss: 0.0114 - acc: 1.0000
Epoch 108/500
188/188 [==============================] - 0s 40us/step - loss: 0.0111 - acc: 1.0000
Epoch 109/500
188/188 [==============================] - 0s 40us/step - loss: 0.0109 - acc: 1.0000
Epoch 110/500
188/188 [==============================] - 0s 40us/step - loss: 0.0107 - acc: 1.0000
Epoch 111/500
188/188 [==============================] - 0s 40us/step - loss: 0.0105 - acc: 1.0000
Epoch 112/500
188/188 [==============================] - 0s 40us/step - loss: 0.0103 - acc: 1.0000
Epoch 113/500
188/188 [==============================] - 0s 39us/step - loss: 0.0101 - acc: 1.0000
Epoch 114/500
188/188 [==============================] - 0s 40us/step - loss: 0.0099 - acc: 1.0000
Epoch 115/500
188/188 [==============================] - 0s 41us/step - loss: 0.0097 - acc: 1.0000
Epoch 116/500
188/188 [==============================] - 0s 40us/step - loss: 0.0095 - acc: 1.0000
Epoch 117/500
188/188 [==============================] - 0s 40us/step - loss: 0.0093 - acc: 1.0000
Epoch 118/500
188/188 [==============================] - 0s 40us/step - loss: 0.0091 - acc: 1.0000
Epoch 119/500
188/188 [==============================] - 0s 41us/step - loss: 0.0090 - acc: 1.0000
Epoch 120/500
188/188 [==============================] - 0s 42us/step - loss: 0.0088 - acc: 1.0000
Epoch 121/500
188/188 [==============================] - 0s 40us/step - loss: 0.0086 - acc: 1.0000
Epoch 122/500
188/188 [==============================] - 0s 39us/step - loss: 0.0085 - acc: 1.0000
Epoch 123/500
188/188 [==============================] - 0s 40us/step - loss: 0.0083 - acc: 1.0000
Epoch 124/500
188/188 [==============================] - 0s 40us/step - loss: 0.0082 - acc: 1.0000
Epoch 125/500
188/188 [==============================] - 0s 41us/step - loss: 0.0080 - acc: 1.0000
Epoch 126/500
188/188 [==============================] - 0s 44us/step - loss: 0.0079 - acc: 1.0000
Epoch 127/500
188/188 [==============================] - 0s 41us/step - loss: 0.0077 - acc: 1.0000
Epoch 128/500
188/188 [==============================] - 0s 40us/step - loss: 0.0076 - acc: 1.0000
Epoch 129/500
188/188 [==============================] - 0s 40us/step - loss: 0.0075 - acc: 1.0000
Epoch 130/500
188/188 [==============================] - 0s 41us/step - loss: 0.0073 - acc: 1.0000
Epoch 131/500
188/188 [==============================] - 0s 40us/step - loss: 0.0072 - acc: 1.0000
Epoch 132/500
188/188 [==============================] - 0s 41us/step - loss: 0.0071 - acc: 1.0000
Epoch 133/500
188/188 [==============================] - 0s 40us/step - loss: 0.0070 - acc: 1.0000
Epoch 134/500
188/188 [==============================] - 0s 39us/step - loss: 0.0069 - acc: 1.0000
Epoch 135/500
188/188 [==============================] - 0s 39us/step - loss: 0.0067 - acc: 1.0000
Epoch 136/500
188/188 [==============================] - 0s 45us/step - loss: 0.0066 - acc: 1.0000
Epoch 137/500
188/188 [==============================] - 0s 45us/step - loss: 0.0065 - acc: 1.0000
Epoch 138/500
188/188 [==============================] - 0s 40us/step - loss: 0.0064 - acc: 1.0000
Epoch 139/500
188/188 [==============================] - 0s 40us/step - loss: 0.0063 - acc: 1.0000
Epoch 140/500
188/188 [==============================] - 0s 42us/step - loss: 0.0062 - acc: 1.0000
Epoch 141/500
188/188 [==============================] - 0s 40us/step - loss: 0.0061 - acc: 1.0000
Epoch 142/500
188/188 [==============================] - 0s 40us/step - loss: 0.0060 - acc: 1.0000
Epoch 143/500
188/188 [==============================] - 0s 42us/step - loss: 0.0059 - acc: 1.0000
Epoch 144/500
188/188 [==============================] - 0s 40us/step - loss: 0.0058 - acc: 1.0000
Epoch 145/500
188/188 [==============================] - 0s 40us/step - loss: 0.0057 - acc: 1.0000
Epoch 146/500
188/188 [==============================] - 0s 40us/step - loss: 0.0056 - acc: 1.0000
Epoch 147/500
188/188 [==============================] - 0s 40us/step - loss: 0.0056 - acc: 1.0000
Epoch 148/500
188/188 [==============================] - 0s 40us/step - loss: 0.0055 - acc: 1.0000
Epoch 149/500
188/188 [==============================] - 0s 41us/step - loss: 0.0054 - acc: 1.0000
Epoch 150/500
188/188 [==============================] - 0s 40us/step - loss: 0.0053 - acc: 1.0000
Epoch 151/500
188/188 [==============================] - 0s 41us/step - loss: 0.0052 - acc: 1.0000
Epoch 152/500
188/188 [==============================] - 0s 39us/step - loss: 0.0052 - acc: 1.0000
Epoch 153/500
188/188 [==============================] - 0s 39us/step - loss: 0.0051 - acc: 1.0000
Epoch 154/500
188/188 [==============================] - 0s 40us/step - loss: 0.0050 - acc: 1.0000
Epoch 155/500
188/188 [==============================] - 0s 40us/step - loss: 0.0049 - acc: 1.0000
Epoch 156/500
188/188 [==============================] - 0s 40us/step - loss: 0.0049 - acc: 1.0000
Epoch 157/500
188/188 [==============================] - 0s 40us/step - loss: 0.0048 - acc: 1.0000
Epoch 158/500
188/188 [==============================] - 0s 39us/step - loss: 0.0047 - acc: 1.0000
Epoch 159/500
188/188 [==============================] - 0s 40us/step - loss: 0.0047 - acc: 1.0000
Epoch 160/500
188/188 [==============================] - 0s 40us/step - loss: 0.0046 - acc: 1.0000
Epoch 161/500
188/188 [==============================] - 0s 40us/step - loss: 0.0045 - acc: 1.0000
Epoch 162/500
188/188 [==============================] - 0s 39us/step - loss: 0.0045 - acc: 1.0000
Epoch 163/500
188/188 [==============================] - 0s 40us/step - loss: 0.0044 - acc: 1.0000
Epoch 164/500
188/188 [==============================] - 0s 40us/step - loss: 0.0043 - acc: 1.0000
Epoch 165/500
188/188 [==============================] - 0s 39us/step - loss: 0.0043 - acc: 1.0000
Epoch 166/500
188/188 [==============================] - 0s 40us/step - loss: 0.0042 - acc: 1.0000
Epoch 167/500
188/188 [==============================] - 0s 39us/step - loss: 0.0042 - acc: 1.0000
Epoch 168/500
188/188 [==============================] - 0s 39us/step - loss: 0.0041 - acc: 1.0000
Epoch 169/500
188/188 [==============================] - 0s 41us/step - loss: 0.0040 - acc: 1.0000
Epoch 170/500
188/188 [==============================] - 0s 40us/step - loss: 0.0040 - acc: 1.0000
Epoch 171/500
188/188 [==============================] - 0s 40us/step - loss: 0.0039 - acc: 1.0000
Epoch 172/500
188/188 [==============================] - 0s 40us/step - loss: 0.0039 - acc: 1.0000
Epoch 173/500
188/188 [==============================] - 0s 40us/step - loss: 0.0038 - acc: 1.0000
Epoch 174/500
188/188 [==============================] - 0s 40us/step - loss: 0.0038 - acc: 1.0000
Epoch 175/500
188/188 [==============================] - 0s 39us/step - loss: 0.0037 - acc: 1.0000
Epoch 176/500
188/188 [==============================] - 0s 40us/step - loss: 0.0037 - acc: 1.0000
Epoch 177/500
188/188 [==============================] - 0s 39us/step - loss: 0.0036 - acc: 1.0000
Epoch 178/500
188/188 [==============================] - 0s 40us/step - loss: 0.0036 - acc: 1.0000
Epoch 179/500
188/188 [==============================] - 0s 41us/step - loss: 0.0035 - acc: 1.0000
Epoch 180/500
188/188 [==============================] - 0s 40us/step - loss: 0.0035 - acc: 1.0000
Epoch 181/500
188/188 [==============================] - 0s 39us/step - loss: 0.0035 - acc: 1.0000
Epoch 182/500
188/188 [==============================] - 0s 40us/step - loss: 0.0034 - acc: 1.0000
Epoch 183/500
188/188 [==============================] - 0s 40us/step - loss: 0.0034 - acc: 1.0000
Epoch 184/500
188/188 [==============================] - 0s 40us/step - loss: 0.0033 - acc: 1.0000
Epoch 185/500
188/188 [==============================] - 0s 40us/step - loss: 0.0033 - acc: 1.0000
Epoch 186/500
188/188 [==============================] - 0s 41us/step - loss: 0.0032 - acc: 1.0000
Epoch 187/500
188/188 [==============================] - 0s 41us/step - loss: 0.0032 - acc: 1.0000
Epoch 188/500
188/188 [==============================] - 0s 40us/step - loss: 0.0032 - acc: 1.0000
Epoch 189/500
188/188 [==============================] - 0s 40us/step - loss: 0.0031 - acc: 1.0000
Epoch 190/500
188/188 [==============================] - 0s 40us/step - loss: 0.0031 - acc: 1.0000
Epoch 191/500
188/188 [==============================] - 0s 41us/step - loss: 0.0031 - acc: 1.0000
Epoch 192/500
188/188 [==============================] - 0s 40us/step - loss: 0.0030 - acc: 1.0000
Epoch 193/500
188/188 [==============================] - 0s 40us/step - loss: 0.0030 - acc: 1.0000
Epoch 194/500
188/188 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 195/500
188/188 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 196/500
188/188 [==============================] - 0s 40us/step - loss: 0.0029 - acc: 1.0000
Epoch 197/500
188/188 [==============================] - 0s 41us/step - loss: 0.0028 - acc: 1.0000
Epoch 198/500
188/188 [==============================] - 0s 40us/step - loss: 0.0028 - acc: 1.0000
Epoch 199/500
188/188 [==============================] - 0s 40us/step - loss: 0.0028 - acc: 1.0000
Epoch 200/500
188/188 [==============================] - 0s 41us/step - loss: 0.0027 - acc: 1.0000
Epoch 201/500
188/188 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 202/500
188/188 [==============================] - 0s 39us/step - loss: 0.0027 - acc: 1.0000
Epoch 203/500
188/188 [==============================] - 0s 40us/step - loss: 0.0027 - acc: 1.0000
Epoch 204/500
188/188 [==============================] - 0s 40us/step - loss: 0.0026 - acc: 1.0000
Epoch 205/500
188/188 [==============================] - 0s 40us/step - loss: 0.0026 - acc: 1.0000
Epoch 206/500
188/188 [==============================] - 0s 40us/step - loss: 0.0026 - acc: 1.0000
Epoch 207/500
188/188 [==============================] - 0s 40us/step - loss: 0.0025 - acc: 1.0000
Epoch 208/500
188/188 [==============================] - 0s 39us/step - loss: 0.0025 - acc: 1.0000
Epoch 209/500
188/188 [==============================] - 0s 39us/step - loss: 0.0025 - acc: 1.0000
Epoch 210/500
188/188 [==============================] - 0s 39us/step - loss: 0.0024 - acc: 1.0000
Epoch 211/500
188/188 [==============================] - 0s 39us/step - loss: 0.0024 - acc: 1.0000
Epoch 212/500
188/188 [==============================] - 0s 39us/step - loss: 0.0024 - acc: 1.0000
Epoch 213/500
188/188 [==============================] - 0s 40us/step - loss: 0.0024 - acc: 1.0000
Epoch 214/500
188/188 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 215/500
188/188 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 216/500
188/188 [==============================] - 0s 40us/step - loss: 0.0023 - acc: 1.0000
Epoch 217/500
188/188 [==============================] - 0s 39us/step - loss: 0.0023 - acc: 1.0000
Epoch 218/500
188/188 [==============================] - 0s 40us/step - loss: 0.0022 - acc: 1.0000
Epoch 219/500
188/188 [==============================] - 0s 40us/step - loss: 0.0022 - acc: 1.0000
Epoch 220/500
188/188 [==============================] - 0s 40us/step - loss: 0.0022 - acc: 1.0000
Epoch 221/500
188/188 [==============================] - 0s 40us/step - loss: 0.0022 - acc: 1.0000
Epoch 222/500
188/188 [==============================] - 0s 40us/step - loss: 0.0021 - acc: 1.0000
Epoch 223/500
188/188 [==============================] - 0s 40us/step - loss: 0.0021 - acc: 1.0000
Epoch 224/500
188/188 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 225/500
188/188 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 226/500
188/188 [==============================] - 0s 39us/step - loss: 0.0021 - acc: 1.0000
Epoch 227/500
188/188 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 228/500
188/188 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 229/500
188/188 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 230/500
188/188 [==============================] - 0s 41us/step - loss: 0.0020 - acc: 1.0000
Epoch 231/500
188/188 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 232/500
188/188 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 233/500
188/188 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 234/500
188/188 [==============================] - 0s 41us/step - loss: 0.0019 - acc: 1.0000
Epoch 235/500
188/188 [==============================] - 0s 40us/step - loss: 0.0019 - acc: 1.0000
Epoch 236/500
188/188 [==============================] - 0s 39us/step - loss: 0.0019 - acc: 1.0000
Epoch 237/500
188/188 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 238/500
188/188 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 239/500
188/188 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 240/500
188/188 [==============================] - 0s 43us/step - loss: 0.0018 - acc: 1.0000
Epoch 241/500
188/188 [==============================] - 0s 46us/step - loss: 0.0018 - acc: 1.0000
Epoch 242/500
188/188 [==============================] - 0s 45us/step - loss: 0.0017 - acc: 1.0000
Epoch 243/500
188/188 [==============================] - 0s 45us/step - loss: 0.0017 - acc: 1.0000
Epoch 244/500
188/188 [==============================] - 0s 46us/step - loss: 0.0017 - acc: 1.0000
Epoch 245/500
188/188 [==============================] - 0s 45us/step - loss: 0.0017 - acc: 1.0000
Epoch 246/500
188/188 [==============================] - 0s 44us/step - loss: 0.0017 - acc: 1.0000
Epoch 247/500
188/188 [==============================] - 0s 42us/step - loss: 0.0017 - acc: 1.0000
Epoch 248/500
188/188 [==============================] - 0s 42us/step - loss: 0.0016 - acc: 1.0000
Epoch 249/500
188/188 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 250/500
188/188 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 251/500
188/188 [==============================] - 0s 39us/step - loss: 0.0016 - acc: 1.0000
Epoch 252/500
188/188 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 253/500
188/188 [==============================] - 0s 40us/step - loss: 0.0016 - acc: 1.0000
Epoch 254/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 255/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 256/500
188/188 [==============================] - 0s 42us/step - loss: 0.0015 - acc: 1.0000
Epoch 257/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 258/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 259/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 260/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 261/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 262/500
188/188 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 263/500
188/188 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 264/500
188/188 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 265/500
188/188 [==============================] - 0s 38us/step - loss: 0.0014 - acc: 1.0000
Epoch 266/500
188/188 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 267/500
188/188 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 268/500
188/188 [==============================] - 0s 40us/step - loss: 0.0014 - acc: 1.0000
Epoch 269/500
188/188 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 270/500
188/188 [==============================] - 0s 39us/step - loss: 0.0013 - acc: 1.0000
Epoch 271/500
188/188 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 272/500
188/188 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 273/500
188/188 [==============================] - 0s 45us/step - loss: 0.0013 - acc: 1.0000
Epoch 274/500
188/188 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 275/500
188/188 [==============================] - 0s 39us/step - loss: 0.0013 - acc: 1.0000
Epoch 276/500
188/188 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 277/500
188/188 [==============================] - 0s 40us/step - loss: 0.0013 - acc: 1.0000
Epoch 278/500
188/188 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 279/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 280/500
188/188 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 281/500
188/188 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 282/500
188/188 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 283/500
188/188 [==============================] - 0s 39us/step - loss: 0.0012 - acc: 1.0000
Epoch 284/500
188/188 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 285/500
188/188 [==============================] - 0s 40us/step - loss: 0.0012 - acc: 1.0000
Epoch 286/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 287/500
188/188 [==============================] - 0s 42us/step - loss: 0.0011 - acc: 1.0000
Epoch 288/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 289/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 290/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 291/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 292/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 293/500
188/188 [==============================] - 0s 39us/step - loss: 0.0011 - acc: 1.0000
Epoch 294/500
188/188 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 295/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 296/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 297/500
188/188 [==============================] - 0s 40us/step - loss: 0.0011 - acc: 1.0000
Epoch 298/500
188/188 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 299/500
188/188 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 300/500
188/188 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 301/500
188/188 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 302/500
188/188 [==============================] - 0s 39us/step - loss: 0.0010 - acc: 1.0000
Epoch 303/500
188/188 [==============================] - 0s 40us/step - loss: 0.0010 - acc: 1.0000
Epoch 304/500
188/188 [==============================] - 0s 40us/step - loss: 9.9261e-04 - acc: 1.0000
Epoch 305/500
188/188 [==============================] - 0s 40us/step - loss: 9.8406e-04 - acc: 1.0000
Epoch 306/500
188/188 [==============================] - 0s 40us/step - loss: 9.7518e-04 - acc: 1.0000
Epoch 307/500
188/188 [==============================] - 0s 40us/step - loss: 9.6743e-04 - acc: 1.0000
Epoch 308/500
188/188 [==============================] - 0s 39us/step - loss: 9.5996e-04 - acc: 1.0000
Epoch 309/500
188/188 [==============================] - 0s 40us/step - loss: 9.5261e-04 - acc: 1.0000
Epoch 310/500
188/188 [==============================] - 0s 40us/step - loss: 9.4562e-04 - acc: 1.0000
Epoch 311/500
188/188 [==============================] - 0s 40us/step - loss: 9.3794e-04 - acc: 1.0000
Epoch 312/500
188/188 [==============================] - 0s 39us/step - loss: 9.2991e-04 - acc: 1.0000
Epoch 313/500
188/188 [==============================] - 0s 42us/step - loss: 9.2200e-04 - acc: 1.0000
Epoch 314/500
188/188 [==============================] - 0s 40us/step - loss: 9.1496e-04 - acc: 1.0000
Epoch 315/500
188/188 [==============================] - 0s 40us/step - loss: 9.0687e-04 - acc: 1.0000
Epoch 316/500
188/188 [==============================] - 0s 41us/step - loss: 8.9986e-04 - acc: 1.0000
Epoch 317/500
188/188 [==============================] - 0s 40us/step - loss: 8.9222e-04 - acc: 1.0000
Epoch 318/500
188/188 [==============================] - 0s 40us/step - loss: 8.8540e-04 - acc: 1.0000
Epoch 319/500
188/188 [==============================] - 0s 39us/step - loss: 8.7790e-04 - acc: 1.0000
Epoch 320/500
188/188 [==============================] - 0s 41us/step - loss: 8.7125e-04 - acc: 1.0000
Epoch 321/500
188/188 [==============================] - 0s 40us/step - loss: 8.6378e-04 - acc: 1.0000
Epoch 322/500
188/188 [==============================] - 0s 40us/step - loss: 8.5693e-04 - acc: 1.0000
Epoch 323/500
188/188 [==============================] - 0s 39us/step - loss: 8.4977e-04 - acc: 1.0000
Epoch 324/500
188/188 [==============================] - 0s 39us/step - loss: 8.4349e-04 - acc: 1.0000
Epoch 325/500
188/188 [==============================] - 0s 40us/step - loss: 8.3695e-04 - acc: 1.0000
Epoch 326/500
188/188 [==============================] - 0s 40us/step - loss: 8.3020e-04 - acc: 1.0000
Epoch 327/500
188/188 [==============================] - 0s 41us/step - loss: 8.2389e-04 - acc: 1.0000
Epoch 328/500
188/188 [==============================] - 0s 41us/step - loss: 8.1776e-04 - acc: 1.0000
Epoch 329/500
188/188 [==============================] - 0s 40us/step - loss: 8.1067e-04 - acc: 1.0000
Epoch 330/500
188/188 [==============================] - 0s 40us/step - loss: 8.0506e-04 - acc: 1.0000
Epoch 331/500
188/188 [==============================] - 0s 40us/step - loss: 7.9865e-04 - acc: 1.0000
Epoch 332/500
188/188 [==============================] - 0s 41us/step - loss: 7.9336e-04 - acc: 1.0000
Epoch 333/500
188/188 [==============================] - 0s 40us/step - loss: 7.8630e-04 - acc: 1.0000
Epoch 334/500
188/188 [==============================] - 0s 39us/step - loss: 7.7979e-04 - acc: 1.0000
Epoch 335/500
188/188 [==============================] - 0s 40us/step - loss: 7.7418e-04 - acc: 1.0000
Epoch 336/500
188/188 [==============================] - 0s 40us/step - loss: 7.6907e-04 - acc: 1.0000
Epoch 337/500
188/188 [==============================] - 0s 40us/step - loss: 7.6302e-04 - acc: 1.0000
Epoch 338/500
188/188 [==============================] - 0s 40us/step - loss: 7.5646e-04 - acc: 1.0000
Epoch 339/500
188/188 [==============================] - 0s 49us/step - loss: 7.5034e-04 - acc: 1.0000
Epoch 340/500
188/188 [==============================] - 0s 51us/step - loss: 7.4487e-04 - acc: 1.0000
Epoch 341/500
188/188 [==============================] - 0s 50us/step - loss: 7.3971e-04 - acc: 1.0000
Epoch 342/500
188/188 [==============================] - 0s 50us/step - loss: 7.3404e-04 - acc: 1.0000
Epoch 343/500
188/188 [==============================] - 0s 52us/step - loss: 7.2797e-04 - acc: 1.0000
Epoch 344/500
188/188 [==============================] - 0s 51us/step - loss: 7.2229e-04 - acc: 1.0000
Epoch 345/500
188/188 [==============================] - 0s 52us/step - loss: 7.1704e-04 - acc: 1.0000
Epoch 346/500
188/188 [==============================] - 0s 57us/step - loss: 7.1241e-04 - acc: 1.0000
Epoch 347/500
188/188 [==============================] - 0s 51us/step - loss: 7.0701e-04 - acc: 1.0000
Epoch 348/500
188/188 [==============================] - 0s 52us/step - loss: 7.0140e-04 - acc: 1.0000
Epoch 349/500
188/188 [==============================] - 0s 62us/step - loss: 6.9648e-04 - acc: 1.0000
Epoch 350/500
188/188 [==============================] - 0s 57us/step - loss: 6.9081e-04 - acc: 1.0000
Epoch 351/500
188/188 [==============================] - 0s 47us/step - loss: 6.8633e-04 - acc: 1.0000
Epoch 352/500
188/188 [==============================] - 0s 46us/step - loss: 6.8016e-04 - acc: 1.0000
Epoch 353/500
188/188 [==============================] - 0s 47us/step - loss: 6.7481e-04 - acc: 1.0000
Epoch 354/500
188/188 [==============================] - 0s 43us/step - loss: 6.7013e-04 - acc: 1.0000
Epoch 355/500
188/188 [==============================] - 0s 44us/step - loss: 6.6432e-04 - acc: 1.0000
Epoch 356/500
188/188 [==============================] - 0s 43us/step - loss: 6.5982e-04 - acc: 1.0000
Epoch 357/500
188/188 [==============================] - 0s 46us/step - loss: 6.5504e-04 - acc: 1.0000
Epoch 358/500
188/188 [==============================] - 0s 48us/step - loss: 6.4990e-04 - acc: 1.0000
Epoch 359/500
188/188 [==============================] - 0s 45us/step - loss: 6.4474e-04 - acc: 1.0000
Epoch 360/500
188/188 [==============================] - 0s 47us/step - loss: 6.4014e-04 - acc: 1.0000
Epoch 361/500
188/188 [==============================] - 0s 44us/step - loss: 6.3632e-04 - acc: 1.0000
Epoch 362/500
188/188 [==============================] - 0s 45us/step - loss: 6.3081e-04 - acc: 1.0000
Epoch 363/500
188/188 [==============================] - 0s 45us/step - loss: 6.2649e-04 - acc: 1.0000
Epoch 364/500
188/188 [==============================] - 0s 46us/step - loss: 6.2185e-04 - acc: 1.0000
Epoch 365/500
188/188 [==============================] - 0s 45us/step - loss: 6.1755e-04 - acc: 1.0000
Epoch 366/500
188/188 [==============================] - 0s 42us/step - loss: 6.1350e-04 - acc: 1.0000
Epoch 367/500
188/188 [==============================] - 0s 44us/step - loss: 6.0855e-04 - acc: 1.0000
Epoch 368/500
188/188 [==============================] - 0s 42us/step - loss: 6.0429e-04 - acc: 1.0000
Epoch 369/500
188/188 [==============================] - 0s 44us/step - loss: 6.0021e-04 - acc: 1.0000
Epoch 370/500
188/188 [==============================] - 0s 43us/step - loss: 5.9555e-04 - acc: 1.0000
Epoch 371/500
188/188 [==============================] - 0s 44us/step - loss: 5.9143e-04 - acc: 1.0000
Epoch 372/500
188/188 [==============================] - 0s 44us/step - loss: 5.8693e-04 - acc: 1.0000
Epoch 373/500
188/188 [==============================] - 0s 42us/step - loss: 5.8303e-04 - acc: 1.0000
Epoch 374/500
188/188 [==============================] - 0s 46us/step - loss: 5.7918e-04 - acc: 1.0000
Epoch 375/500
188/188 [==============================] - 0s 43us/step - loss: 5.7518e-04 - acc: 1.0000
Epoch 376/500
188/188 [==============================] - 0s 42us/step - loss: 5.7123e-04 - acc: 1.0000
Epoch 377/500
188/188 [==============================] - 0s 42us/step - loss: 5.6684e-04 - acc: 1.0000
Epoch 378/500
188/188 [==============================] - 0s 50us/step - loss: 5.6310e-04 - acc: 1.0000
Epoch 379/500
188/188 [==============================] - 0s 51us/step - loss: 5.5906e-04 - acc: 1.0000
Epoch 380/500
188/188 [==============================] - 0s 46us/step - loss: 5.5570e-04 - acc: 1.0000
Epoch 381/500
188/188 [==============================] - 0s 48us/step - loss: 5.5150e-04 - acc: 1.0000
Epoch 382/500
188/188 [==============================] - 0s 45us/step - loss: 5.4756e-04 - acc: 1.0000
Epoch 383/500
188/188 [==============================] - 0s 45us/step - loss: 5.4432e-04 - acc: 1.0000
Epoch 384/500
188/188 [==============================] - 0s 43us/step - loss: 5.4092e-04 - acc: 1.0000
Epoch 385/500
188/188 [==============================] - 0s 45us/step - loss: 5.3633e-04 - acc: 1.0000
Epoch 386/500
188/188 [==============================] - 0s 46us/step - loss: 5.3297e-04 - acc: 1.0000
Epoch 387/500
188/188 [==============================] - 0s 42us/step - loss: 5.2881e-04 - acc: 1.0000
Epoch 388/500
188/188 [==============================] - 0s 45us/step - loss: 5.2542e-04 - acc: 1.0000
Epoch 389/500
188/188 [==============================] - 0s 43us/step - loss: 5.2208e-04 - acc: 1.0000
Epoch 390/500
188/188 [==============================] - 0s 43us/step - loss: 5.1820e-04 - acc: 1.0000
Epoch 391/500
188/188 [==============================] - 0s 42us/step - loss: 5.1480e-04 - acc: 1.0000
Epoch 392/500
188/188 [==============================] - 0s 45us/step - loss: 5.1110e-04 - acc: 1.0000
Epoch 393/500
188/188 [==============================] - 0s 48us/step - loss: 5.0785e-04 - acc: 1.0000
Epoch 394/500
188/188 [==============================] - 0s 42us/step - loss: 5.0423e-04 - acc: 1.0000
Epoch 395/500
188/188 [==============================] - 0s 41us/step - loss: 5.0064e-04 - acc: 1.0000
Epoch 396/500
188/188 [==============================] - 0s 42us/step - loss: 4.9722e-04 - acc: 1.0000
Epoch 397/500
188/188 [==============================] - 0s 40us/step - loss: 4.9378e-04 - acc: 1.0000
Epoch 398/500
188/188 [==============================] - 0s 41us/step - loss: 4.9092e-04 - acc: 1.0000
Epoch 399/500
188/188 [==============================] - 0s 41us/step - loss: 4.8710e-04 - acc: 1.0000
Epoch 400/500
188/188 [==============================] - 0s 41us/step - loss: 4.8362e-04 - acc: 1.0000
Epoch 401/500
188/188 [==============================] - 0s 42us/step - loss: 4.8060e-04 - acc: 1.0000
Epoch 402/500
188/188 [==============================] - 0s 41us/step - loss: 4.7742e-04 - acc: 1.0000
Epoch 403/500
188/188 [==============================] - 0s 43us/step - loss: 4.7437e-04 - acc: 1.0000
Epoch 404/500
188/188 [==============================] - 0s 41us/step - loss: 4.7158e-04 - acc: 1.0000
Epoch 405/500
188/188 [==============================] - 0s 52us/step - loss: 4.6778e-04 - acc: 1.0000
Epoch 406/500
188/188 [==============================] - 0s 48us/step - loss: 4.6480e-04 - acc: 1.0000
Epoch 407/500
188/188 [==============================] - 0s 45us/step - loss: 4.6229e-04 - acc: 1.0000
Epoch 408/500
188/188 [==============================] - 0s 46us/step - loss: 4.5850e-04 - acc: 1.0000
Epoch 409/500
188/188 [==============================] - 0s 41us/step - loss: 4.5521e-04 - acc: 1.0000
Epoch 410/500
188/188 [==============================] - 0s 41us/step - loss: 4.5264e-04 - acc: 1.0000
Epoch 411/500
188/188 [==============================] - 0s 41us/step - loss: 4.4939e-04 - acc: 1.0000
Epoch 412/500
188/188 [==============================] - 0s 42us/step - loss: 4.4627e-04 - acc: 1.0000
Epoch 413/500
188/188 [==============================] - 0s 41us/step - loss: 4.4351e-04 - acc: 1.0000
Epoch 414/500
188/188 [==============================] - 0s 43us/step - loss: 4.4050e-04 - acc: 1.0000
Epoch 415/500
188/188 [==============================] - 0s 41us/step - loss: 4.3763e-04 - acc: 1.0000
Epoch 416/500
188/188 [==============================] - 0s 41us/step - loss: 4.3486e-04 - acc: 1.0000
Epoch 417/500
188/188 [==============================] - 0s 41us/step - loss: 4.3184e-04 - acc: 1.0000
Epoch 418/500
188/188 [==============================] - 0s 41us/step - loss: 4.2976e-04 - acc: 1.0000
Epoch 419/500
188/188 [==============================] - 0s 41us/step - loss: 4.2625e-04 - acc: 1.0000
Epoch 420/500
188/188 [==============================] - 0s 41us/step - loss: 4.2323e-04 - acc: 1.0000
Epoch 421/500
188/188 [==============================] - 0s 40us/step - loss: 4.2064e-04 - acc: 1.0000
Epoch 422/500
188/188 [==============================] - 0s 41us/step - loss: 4.1758e-04 - acc: 1.0000
Epoch 423/500
188/188 [==============================] - 0s 50us/step - loss: 4.1536e-04 - acc: 1.0000
Epoch 424/500
188/188 [==============================] - 0s 62us/step - loss: 4.1236e-04 - acc: 1.0000
Epoch 425/500
188/188 [==============================] - 0s 52us/step - loss: 4.0960e-04 - acc: 1.0000
Epoch 426/500
188/188 [==============================] - 0s 44us/step - loss: 4.0771e-04 - acc: 1.0000
Epoch 427/500
188/188 [==============================] - 0s 42us/step - loss: 4.0434e-04 - acc: 1.0000
Epoch 428/500
188/188 [==============================] - 0s 41us/step - loss: 4.0176e-04 - acc: 1.0000
Epoch 429/500
188/188 [==============================] - 0s 41us/step - loss: 3.9902e-04 - acc: 1.0000
Epoch 430/500
188/188 [==============================] - 0s 42us/step - loss: 3.9668e-04 - acc: 1.0000
Epoch 431/500
188/188 [==============================] - 0s 54us/step - loss: 3.9394e-04 - acc: 1.0000
Epoch 432/500
188/188 [==============================] - 0s 48us/step - loss: 3.9139e-04 - acc: 1.0000
Epoch 433/500
188/188 [==============================] - 0s 41us/step - loss: 3.8920e-04 - acc: 1.0000
Epoch 434/500
188/188 [==============================] - 0s 42us/step - loss: 3.8652e-04 - acc: 1.0000
Epoch 435/500
188/188 [==============================] - 0s 42us/step - loss: 3.8428e-04 - acc: 1.0000
Epoch 436/500
188/188 [==============================] - 0s 40us/step - loss: 3.8194e-04 - acc: 1.0000
Epoch 437/500
188/188 [==============================] - 0s 41us/step - loss: 3.7941e-04 - acc: 1.0000
Epoch 438/500
188/188 [==============================] - 0s 40us/step - loss: 3.7719e-04 - acc: 1.0000
Epoch 439/500
188/188 [==============================] - 0s 41us/step - loss: 3.7427e-04 - acc: 1.0000
Epoch 440/500
188/188 [==============================] - 0s 44us/step - loss: 3.7202e-04 - acc: 1.0000
Epoch 441/500
188/188 [==============================] - 0s 44us/step - loss: 3.6956e-04 - acc: 1.0000
Epoch 442/500
188/188 [==============================] - 0s 44us/step - loss: 3.6717e-04 - acc: 1.0000
Epoch 443/500
188/188 [==============================] - 0s 40us/step - loss: 3.6499e-04 - acc: 1.0000
Epoch 444/500
188/188 [==============================] - 0s 41us/step - loss: 3.6283e-04 - acc: 1.0000
Epoch 445/500
188/188 [==============================] - 0s 41us/step - loss: 3.6000e-04 - acc: 1.0000
Epoch 446/500
188/188 [==============================] - 0s 40us/step - loss: 3.5801e-04 - acc: 1.0000
Epoch 447/500
188/188 [==============================] - 0s 45us/step - loss: 3.5574e-04 - acc: 1.0000
Epoch 448/500
188/188 [==============================] - 0s 42us/step - loss: 3.5323e-04 - acc: 1.0000
Epoch 449/500
188/188 [==============================] - 0s 41us/step - loss: 3.5121e-04 - acc: 1.0000
Epoch 450/500
188/188 [==============================] - 0s 40us/step - loss: 3.4891e-04 - acc: 1.0000
Epoch 451/500
188/188 [==============================] - 0s 46us/step - loss: 3.4669e-04 - acc: 1.0000
Epoch 452/500
188/188 [==============================] - 0s 42us/step - loss: 3.4478e-04 - acc: 1.0000
Epoch 453/500
188/188 [==============================] - 0s 44us/step - loss: 3.4254e-04 - acc: 1.0000
Epoch 454/500
188/188 [==============================] - 0s 47us/step - loss: 3.4017e-04 - acc: 1.0000
Epoch 455/500
188/188 [==============================] - 0s 45us/step - loss: 3.3833e-04 - acc: 1.0000
Epoch 456/500
188/188 [==============================] - 0s 47us/step - loss: 3.3591e-04 - acc: 1.0000
Epoch 457/500
188/188 [==============================] - 0s 41us/step - loss: 3.3388e-04 - acc: 1.0000
Epoch 458/500
188/188 [==============================] - 0s 44us/step - loss: 3.3184e-04 - acc: 1.0000
Epoch 459/500
188/188 [==============================] - 0s 53us/step - loss: 3.3012e-04 - acc: 1.0000
Epoch 460/500
188/188 [==============================] - 0s 59us/step - loss: 3.2833e-04 - acc: 1.0000
Epoch 461/500
188/188 [==============================] - 0s 58us/step - loss: 3.2573e-04 - acc: 1.0000
Epoch 462/500
188/188 [==============================] - 0s 54us/step - loss: 3.2381e-04 - acc: 1.0000
Epoch 463/500
188/188 [==============================] - 0s 56us/step - loss: 3.2203e-04 - acc: 1.0000
Epoch 464/500
188/188 [==============================] - 0s 55us/step - loss: 3.2027e-04 - acc: 1.0000
Epoch 465/500
188/188 [==============================] - 0s 60us/step - loss: 3.1820e-04 - acc: 1.0000
Epoch 466/500
188/188 [==============================] - 0s 52us/step - loss: 3.1607e-04 - acc: 1.0000
Epoch 467/500
188/188 [==============================] - 0s 51us/step - loss: 3.1391e-04 - acc: 1.0000
Epoch 468/500
188/188 [==============================] - 0s 47us/step - loss: 3.1189e-04 - acc: 1.0000
Epoch 469/500
188/188 [==============================] - 0s 43us/step - loss: 3.1000e-04 - acc: 1.0000
Epoch 470/500
188/188 [==============================] - 0s 47us/step - loss: 3.0804e-04 - acc: 1.0000
Epoch 471/500
188/188 [==============================] - 0s 49us/step - loss: 3.0619e-04 - acc: 1.0000
Epoch 472/500
188/188 [==============================] - 0s 41us/step - loss: 3.0432e-04 - acc: 1.0000
Epoch 473/500
188/188 [==============================] - 0s 42us/step - loss: 3.0235e-04 - acc: 1.0000
Epoch 474/500
188/188 [==============================] - 0s 42us/step - loss: 3.0058e-04 - acc: 1.0000
Epoch 475/500
188/188 [==============================] - 0s 41us/step - loss: 2.9861e-04 - acc: 1.0000
Epoch 476/500
188/188 [==============================] - 0s 42us/step - loss: 2.9683e-04 - acc: 1.0000
Epoch 477/500
188/188 [==============================] - 0s 41us/step - loss: 2.9510e-04 - acc: 1.0000
Epoch 478/500
188/188 [==============================] - 0s 41us/step - loss: 2.9325e-04 - acc: 1.0000
Epoch 479/500
188/188 [==============================] - 0s 47us/step - loss: 2.9143e-04 - acc: 1.0000
Epoch 480/500
188/188 [==============================] - 0s 52us/step - loss: 2.8971e-04 - acc: 1.0000
Epoch 481/500
188/188 [==============================] - 0s 43us/step - loss: 2.8792e-04 - acc: 1.0000
Epoch 482/500
188/188 [==============================] - 0s 45us/step - loss: 2.8637e-04 - acc: 1.0000
Epoch 483/500
188/188 [==============================] - 0s 47us/step - loss: 2.8452e-04 - acc: 1.0000
Epoch 484/500
188/188 [==============================] - 0s 49us/step - loss: 2.8273e-04 - acc: 1.0000
Epoch 485/500
188/188 [==============================] - 0s 45us/step - loss: 2.8100e-04 - acc: 1.0000
Epoch 486/500
188/188 [==============================] - 0s 42us/step - loss: 2.7926e-04 - acc: 1.0000
Epoch 487/500
188/188 [==============================] - 0s 40us/step - loss: 2.7761e-04 - acc: 1.0000
Epoch 488/500
188/188 [==============================] - 0s 45us/step - loss: 2.7584e-04 - acc: 1.0000
Epoch 489/500
188/188 [==============================] - 0s 46us/step - loss: 2.7412e-04 - acc: 1.0000
Epoch 490/500
188/188 [==============================] - 0s 46us/step - loss: 2.7259e-04 - acc: 1.0000
Epoch 491/500
188/188 [==============================] - 0s 44us/step - loss: 2.7116e-04 - acc: 1.0000
Epoch 492/500
188/188 [==============================] - 0s 42us/step - loss: 2.6929e-04 - acc: 1.0000
Epoch 493/500
188/188 [==============================] - 0s 41us/step - loss: 2.6791e-04 - acc: 1.0000
Epoch 494/500
188/188 [==============================] - 0s 42us/step - loss: 2.6631e-04 - acc: 1.0000
Epoch 495/500
188/188 [==============================] - 0s 45us/step - loss: 2.6467e-04 - acc: 1.0000
Epoch 496/500
188/188 [==============================] - 0s 46us/step - loss: 2.6299e-04 - acc: 1.0000
Epoch 497/500
188/188 [==============================] - 0s 43us/step - loss: 2.6154e-04 - acc: 1.0000
Epoch 498/500
188/188 [==============================] - 0s 44us/step - loss: 2.6003e-04 - acc: 1.0000
Epoch 499/500
188/188 [==============================] - 0s 42us/step - loss: 2.5850e-04 - acc: 1.0000
Epoch 500/500
188/188 [==============================] - 0s 45us/step - loss: 2.5702e-04 - acc: 1.0000
20/20 [==============================] - 0s 14ms/step
Epoch 1/500
188/188 [==============================] - 1s 4ms/step - loss: 0.7767 - acc: 0.5479
Epoch 2/500
188/188 [==============================] - 0s 76us/step - loss: 0.6414 - acc: 0.5957
Epoch 3/500
188/188 [==============================] - 0s 90us/step - loss: 0.5414 - acc: 0.7128
Epoch 4/500
188/188 [==============================] - 0s 90us/step - loss: 0.4793 - acc: 0.8032
Epoch 5/500
188/188 [==============================] - 0s 89us/step - loss: 0.4322 - acc: 0.8191
Epoch 6/500
188/188 [==============================] - 0s 73us/step - loss: 0.3979 - acc: 0.8404
Epoch 7/500
188/188 [==============================] - 0s 59us/step - loss: 0.3656 - acc: 0.8670
Epoch 8/500
188/188 [==============================] - 0s 51us/step - loss: 0.3397 - acc: 0.8723
Epoch 9/500
188/188 [==============================] - 0s 50us/step - loss: 0.3175 - acc: 0.9043
Epoch 10/500
188/188 [==============================] - 0s 50us/step - loss: 0.2959 - acc: 0.9096
Epoch 11/500
188/188 [==============================] - 0s 49us/step - loss: 0.2779 - acc: 0.9202
Epoch 12/500
188/188 [==============================] - 0s 49us/step - loss: 0.2603 - acc: 0.9362
Epoch 13/500
188/188 [==============================] - 0s 49us/step - loss: 0.2456 - acc: 0.9415
Epoch 14/500
188/188 [==============================] - 0s 46us/step - loss: 0.2311 - acc: 0.9521
Epoch 15/500
188/188 [==============================] - 0s 45us/step - loss: 0.2181 - acc: 0.9574
Epoch 16/500
188/188 [==============================] - 0s 45us/step - loss: 0.2060 - acc: 0.9574
Epoch 17/500
188/188 [==============================] - 0s 46us/step - loss: 0.1941 - acc: 0.9681
Epoch 18/500
188/188 [==============================] - 0s 48us/step - loss: 0.1843 - acc: 0.9787
Epoch 19/500
188/188 [==============================] - 0s 46us/step - loss: 0.1739 - acc: 0.9894
Epoch 20/500
188/188 [==============================] - 0s 47us/step - loss: 0.1650 - acc: 0.9894
Epoch 21/500
188/188 [==============================] - 0s 50us/step - loss: 0.1560 - acc: 0.9947
Epoch 22/500
188/188 [==============================] - 0s 51us/step - loss: 0.1486 - acc: 1.0000
Epoch 23/500
188/188 [==============================] - 0s 51us/step - loss: 0.1406 - acc: 1.0000
Epoch 24/500
188/188 [==============================] - 0s 50us/step - loss: 0.1338 - acc: 1.0000
Epoch 25/500
188/188 [==============================] - 0s 49us/step - loss: 0.1271 - acc: 1.0000
Epoch 26/500
188/188 [==============================] - 0s 45us/step - loss: 0.1212 - acc: 1.0000
Epoch 27/500
188/188 [==============================] - 0s 47us/step - loss: 0.1147 - acc: 1.0000
Epoch 28/500
188/188 [==============================] - 0s 45us/step - loss: 0.1095 - acc: 1.0000
Epoch 29/500
188/188 [==============================] - 0s 44us/step - loss: 0.1043 - acc: 1.0000
Epoch 30/500
188/188 [==============================] - 0s 44us/step - loss: 0.0991 - acc: 1.0000
Epoch 31/500
188/188 [==============================] - 0s 50us/step - loss: 0.0941 - acc: 1.0000
Epoch 32/500
188/188 [==============================] - 0s 48us/step - loss: 0.0898 - acc: 1.0000
Epoch 33/500
188/188 [==============================] - 0s 49us/step - loss: 0.0857 - acc: 1.0000
Epoch 34/500
188/188 [==============================] - 0s 47us/step - loss: 0.0818 - acc: 1.0000
Epoch 35/500
188/188 [==============================] - 0s 46us/step - loss: 0.0778 - acc: 1.0000
Epoch 36/500
188/188 [==============================] - 0s 45us/step - loss: 0.0745 - acc: 1.0000
Epoch 37/500
188/188 [==============================] - 0s 43us/step - loss: 0.0710 - acc: 1.0000
Epoch 38/500
188/188 [==============================] - 0s 43us/step - loss: 0.0679 - acc: 1.0000
Epoch 39/500
188/188 [==============================] - 0s 42us/step - loss: 0.0651 - acc: 1.0000
Epoch 40/500
188/188 [==============================] - 0s 41us/step - loss: 0.0620 - acc: 1.0000
Epoch 41/500
188/188 [==============================] - 0s 40us/step - loss: 0.0593 - acc: 1.0000
Epoch 42/500
188/188 [==============================] - 0s 45us/step - loss: 0.0568 - acc: 1.0000
Epoch 43/500
188/188 [==============================] - 0s 41us/step - loss: 0.0547 - acc: 1.0000
Epoch 44/500
188/188 [==============================] - 0s 44us/step - loss: 0.0522 - acc: 1.0000
Epoch 45/500
188/188 [==============================] - 0s 42us/step - loss: 0.0498 - acc: 1.0000
Epoch 46/500
188/188 [==============================] - 0s 42us/step - loss: 0.0479 - acc: 1.0000
Epoch 47/500
188/188 [==============================] - 0s 42us/step - loss: 0.0459 - acc: 1.0000
Epoch 48/500
188/188 [==============================] - 0s 42us/step - loss: 0.0441 - acc: 1.0000
Epoch 49/500
188/188 [==============================] - 0s 41us/step - loss: 0.0425 - acc: 1.0000
Epoch 50/500
188/188 [==============================] - 0s 42us/step - loss: 0.0409 - acc: 1.0000
Epoch 51/500
188/188 [==============================] - 0s 41us/step - loss: 0.0394 - acc: 1.0000
Epoch 52/500
188/188 [==============================] - 0s 41us/step - loss: 0.0378 - acc: 1.0000
Epoch 53/500
188/188 [==============================] - 0s 43us/step - loss: 0.0363 - acc: 1.0000
Epoch 54/500
188/188 [==============================] - 0s 41us/step - loss: 0.0351 - acc: 1.0000
Epoch 55/500
188/188 [==============================] - 0s 42us/step - loss: 0.0338 - acc: 1.0000
Epoch 56/500
188/188 [==============================] - 0s 42us/step - loss: 0.0327 - acc: 1.0000
Epoch 57/500
188/188 [==============================] - 0s 41us/step - loss: 0.0315 - acc: 1.0000
Epoch 58/500
188/188 [==============================] - 0s 42us/step - loss: 0.0303 - acc: 1.0000
Epoch 59/500
188/188 [==============================] - 0s 41us/step - loss: 0.0294 - acc: 1.0000
Epoch 60/500
188/188 [==============================] - 0s 43us/step - loss: 0.0284 - acc: 1.0000
Epoch 61/500
188/188 [==============================] - 0s 40us/step - loss: 0.0274 - acc: 1.0000
Epoch 62/500
188/188 [==============================] - 0s 46us/step - loss: 0.0264 - acc: 1.0000
Epoch 63/500
188/188 [==============================] - 0s 40us/step - loss: 0.0256 - acc: 1.0000
Epoch 64/500
188/188 [==============================] - 0s 43us/step - loss: 0.0247 - acc: 1.0000
Epoch 65/500
188/188 [==============================] - 0s 40us/step - loss: 0.0240 - acc: 1.0000
Epoch 66/500
188/188 [==============================] - 0s 41us/step - loss: 0.0232 - acc: 1.0000
Epoch 67/500
188/188 [==============================] - 0s 52us/step - loss: 0.0226 - acc: 1.0000
Epoch 68/500
188/188 [==============================] - 0s 46us/step - loss: 0.0218 - acc: 1.0000
Epoch 69/500
188/188 [==============================] - 0s 47us/step - loss: 0.0212 - acc: 1.0000
Epoch 70/500
188/188 [==============================] - 0s 45us/step - loss: 0.0205 - acc: 1.0000
Epoch 71/500
188/188 [==============================] - 0s 47us/step - loss: 0.0200 - acc: 1.0000
Epoch 72/500
188/188 [==============================] - 0s 47us/step - loss: 0.0194 - acc: 1.0000
Epoch 73/500
188/188 [==============================] - 0s 47us/step - loss: 0.0188 - acc: 1.0000
Epoch 74/500
188/188 [==============================] - 0s 47us/step - loss: 0.0183 - acc: 1.0000
Epoch 75/500
188/188 [==============================] - 0s 45us/step - loss: 0.0178 - acc: 1.0000
Epoch 76/500
188/188 [==============================] - 0s 49us/step - loss: 0.0173 - acc: 1.0000
Epoch 77/500
188/188 [==============================] - 0s 45us/step - loss: 0.0168 - acc: 1.0000
Epoch 78/500
188/188 [==============================] - 0s 45us/step - loss: 0.0164 - acc: 1.0000
Epoch 79/500
188/188 [==============================] - 0s 51us/step - loss: 0.0159 - acc: 1.0000
Epoch 80/500
188/188 [==============================] - 0s 60us/step - loss: 0.0155 - acc: 1.0000
Epoch 81/500
188/188 [==============================] - 0s 64us/step - loss: 0.0151 - acc: 1.0000
Epoch 82/500
188/188 [==============================] - 0s 50us/step - loss: 0.0147 - acc: 1.0000
Epoch 83/500
188/188 [==============================] - 0s 49us/step - loss: 0.0143 - acc: 1.0000
Epoch 84/500
188/188 [==============================] - 0s 61us/step - loss: 0.0140 - acc: 1.0000
Epoch 85/500
188/188 [==============================] - 0s 59us/step - loss: 0.0136 - acc: 1.0000
Epoch 86/500
188/188 [==============================] - 0s 61us/step - loss: 0.0132 - acc: 1.0000
Epoch 87/500
188/188 [==============================] - 0s 48us/step - loss: 0.0129 - acc: 1.0000
Epoch 88/500
188/188 [==============================] - 0s 42us/step - loss: 0.0126 - acc: 1.0000
Epoch 89/500
188/188 [==============================] - 0s 43us/step - loss: 0.0123 - acc: 1.0000
Epoch 90/500
188/188 [==============================] - 0s 46us/step - loss: 0.0120 - acc: 1.0000
Epoch 91/500
188/188 [==============================] - 0s 48us/step - loss: 0.0117 - acc: 1.0000
Epoch 92/500
188/188 [==============================] - 0s 42us/step - loss: 0.0114 - acc: 1.0000
Epoch 93/500
188/188 [==============================] - 0s 46us/step - loss: 0.0111 - acc: 1.0000
Epoch 94/500
188/188 [==============================] - 0s 45us/step - loss: 0.0109 - acc: 1.0000
Epoch 95/500
188/188 [==============================] - 0s 45us/step - loss: 0.0107 - acc: 1.0000
Epoch 96/500
188/188 [==============================] - 0s 60us/step - loss: 0.0104 - acc: 1.0000
Epoch 97/500
188/188 [==============================] - 0s 56us/step - loss: 0.0102 - acc: 1.0000
Epoch 98/500
188/188 [==============================] - 0s 46us/step - loss: 0.0100 - acc: 1.0000
Epoch 99/500
188/188 [==============================] - 0s 41us/step - loss: 0.0098 - acc: 1.0000
Epoch 100/500
188/188 [==============================] - 0s 41us/step - loss: 0.0095 - acc: 1.0000
Epoch 101/500
188/188 [==============================] - 0s 42us/step - loss: 0.0093 - acc: 1.0000
Epoch 102/500
188/188 [==============================] - 0s 44us/step - loss: 0.0091 - acc: 1.0000
Epoch 103/500
188/188 [==============================] - 0s 44us/step - loss: 0.0090 - acc: 1.0000
Epoch 104/500
188/188 [==============================] - 0s 44us/step - loss: 0.0088 - acc: 1.0000
Epoch 105/500
188/188 [==============================] - 0s 42us/step - loss: 0.0086 - acc: 1.0000
Epoch 106/500
188/188 [==============================] - 0s 42us/step - loss: 0.0084 - acc: 1.0000
Epoch 107/500
188/188 [==============================] - 0s 43us/step - loss: 0.0082 - acc: 1.0000
Epoch 108/500
188/188 [==============================] - 0s 42us/step - loss: 0.0081 - acc: 1.0000
Epoch 109/500
188/188 [==============================] - 0s 43us/step - loss: 0.0079 - acc: 1.0000
Epoch 110/500
188/188 [==============================] - 0s 47us/step - loss: 0.0078 - acc: 1.0000
Epoch 111/500
188/188 [==============================] - 0s 48us/step - loss: 0.0076 - acc: 1.0000
Epoch 112/500
188/188 [==============================] - 0s 46us/step - loss: 0.0074 - acc: 1.0000
Epoch 113/500
188/188 [==============================] - 0s 45us/step - loss: 0.0073 - acc: 1.0000
Epoch 114/500
188/188 [==============================] - 0s 44us/step - loss: 0.0072 - acc: 1.0000
Epoch 115/500
188/188 [==============================] - 0s 49us/step - loss: 0.0070 - acc: 1.0000
Epoch 116/500
188/188 [==============================] - 0s 49us/step - loss: 0.0069 - acc: 1.0000
Epoch 117/500
188/188 [==============================] - 0s 46us/step - loss: 0.0068 - acc: 1.0000
Epoch 118/500
188/188 [==============================] - 0s 45us/step - loss: 0.0066 - acc: 1.0000
Epoch 119/500
188/188 [==============================] - 0s 45us/step - loss: 0.0065 - acc: 1.0000
Epoch 120/500
188/188 [==============================] - 0s 43us/step - loss: 0.0064 - acc: 1.0000
Epoch 121/500
188/188 [==============================] - 0s 47us/step - loss: 0.0063 - acc: 1.0000
Epoch 122/500
188/188 [==============================] - 0s 45us/step - loss: 0.0062 - acc: 1.0000
Epoch 123/500
188/188 [==============================] - 0s 49us/step - loss: 0.0061 - acc: 1.0000
Epoch 124/500
188/188 [==============================] - 0s 46us/step - loss: 0.0060 - acc: 1.0000
Epoch 125/500
188/188 [==============================] - 0s 45us/step - loss: 0.0058 - acc: 1.0000
Epoch 126/500
188/188 [==============================] - 0s 46us/step - loss: 0.0058 - acc: 1.0000
Epoch 127/500
188/188 [==============================] - 0s 44us/step - loss: 0.0056 - acc: 1.0000
Epoch 128/500
188/188 [==============================] - 0s 47us/step - loss: 0.0055 - acc: 1.0000
Epoch 129/500
188/188 [==============================] - 0s 47us/step - loss: 0.0054 - acc: 1.0000
Epoch 130/500
188/188 [==============================] - 0s 45us/step - loss: 0.0054 - acc: 1.0000
Epoch 131/500
188/188 [==============================] - 0s 44us/step - loss: 0.0053 - acc: 1.0000
Epoch 132/500
188/188 [==============================] - 0s 47us/step - loss: 0.0052 - acc: 1.0000
Epoch 133/500
188/188 [==============================] - 0s 45us/step - loss: 0.0051 - acc: 1.0000
Epoch 134/500
188/188 [==============================] - 0s 46us/step - loss: 0.0050 - acc: 1.0000
Epoch 135/500
188/188 [==============================] - 0s 47us/step - loss: 0.0049 - acc: 1.0000
Epoch 136/500
188/188 [==============================] - 0s 47us/step - loss: 0.0048 - acc: 1.0000
Epoch 137/500
188/188 [==============================] - 0s 48us/step - loss: 0.0048 - acc: 1.0000
Epoch 138/500
188/188 [==============================] - 0s 47us/step - loss: 0.0047 - acc: 1.0000
Epoch 139/500
188/188 [==============================] - 0s 45us/step - loss: 0.0046 - acc: 1.0000
Epoch 140/500
188/188 [==============================] - 0s 45us/step - loss: 0.0045 - acc: 1.0000
Epoch 141/500
188/188 [==============================] - 0s 46us/step - loss: 0.0045 - acc: 1.0000
Epoch 142/500
188/188 [==============================] - 0s 46us/step - loss: 0.0044 - acc: 1.0000
Epoch 143/500
188/188 [==============================] - 0s 47us/step - loss: 0.0043 - acc: 1.0000
Epoch 144/500
188/188 [==============================] - 0s 45us/step - loss: 0.0043 - acc: 1.0000
Epoch 145/500
188/188 [==============================] - 0s 46us/step - loss: 0.0042 - acc: 1.0000
Epoch 146/500
188/188 [==============================] - 0s 48us/step - loss: 0.0041 - acc: 1.0000
Epoch 147/500
188/188 [==============================] - 0s 46us/step - loss: 0.0041 - acc: 1.0000
Epoch 148/500
188/188 [==============================] - 0s 48us/step - loss: 0.0040 - acc: 1.0000
Epoch 149/500
188/188 [==============================] - 0s 44us/step - loss: 0.0040 - acc: 1.0000
Epoch 150/500
188/188 [==============================] - 0s 44us/step - loss: 0.0039 - acc: 1.0000
Epoch 151/500
188/188 [==============================] - 0s 44us/step - loss: 0.0038 - acc: 1.0000
Epoch 152/500
188/188 [==============================] - 0s 47us/step - loss: 0.0038 - acc: 1.0000
Epoch 153/500
188/188 [==============================] - 0s 46us/step - loss: 0.0037 - acc: 1.0000
Epoch 154/500
188/188 [==============================] - 0s 47us/step - loss: 0.0037 - acc: 1.0000
Epoch 155/500
188/188 [==============================] - 0s 45us/step - loss: 0.0036 - acc: 1.0000
Epoch 156/500
188/188 [==============================] - 0s 45us/step - loss: 0.0036 - acc: 1.0000
Epoch 157/500
188/188 [==============================] - 0s 44us/step - loss: 0.0035 - acc: 1.0000
Epoch 158/500
188/188 [==============================] - 0s 45us/step - loss: 0.0035 - acc: 1.0000
Epoch 159/500
188/188 [==============================] - 0s 44us/step - loss: 0.0034 - acc: 1.0000
Epoch 160/500
188/188 [==============================] - 0s 45us/step - loss: 0.0034 - acc: 1.0000
Epoch 161/500
188/188 [==============================] - 0s 51us/step - loss: 0.0033 - acc: 1.0000
Epoch 162/500
188/188 [==============================] - 0s 45us/step - loss: 0.0033 - acc: 1.0000
Epoch 163/500
188/188 [==============================] - 0s 46us/step - loss: 0.0032 - acc: 1.0000
Epoch 164/500
188/188 [==============================] - 0s 49us/step - loss: 0.0032 - acc: 1.0000
Epoch 165/500
188/188 [==============================] - 0s 47us/step - loss: 0.0031 - acc: 1.0000
Epoch 166/500
188/188 [==============================] - 0s 50us/step - loss: 0.0031 - acc: 1.0000
Epoch 167/500
188/188 [==============================] - 0s 43us/step - loss: 0.0031 - acc: 1.0000
Epoch 168/500
188/188 [==============================] - 0s 45us/step - loss: 0.0030 - acc: 1.0000
Epoch 169/500
188/188 [==============================] - 0s 58us/step - loss: 0.0030 - acc: 1.0000
Epoch 170/500
188/188 [==============================] - 0s 62us/step - loss: 0.0029 - acc: 1.0000
Epoch 171/500
188/188 [==============================] - 0s 61us/step - loss: 0.0029 - acc: 1.0000
Epoch 172/500
188/188 [==============================] - 0s 52us/step - loss: 0.0029 - acc: 1.0000
Epoch 173/500
188/188 [==============================] - 0s 43us/step - loss: 0.0028 - acc: 1.0000
Epoch 174/500
188/188 [==============================] - 0s 43us/step - loss: 0.0028 - acc: 1.0000
Epoch 175/500
188/188 [==============================] - 0s 46us/step - loss: 0.0028 - acc: 1.0000
Epoch 176/500
188/188 [==============================] - 0s 44us/step - loss: 0.0027 - acc: 1.0000
Epoch 177/500
188/188 [==============================] - 0s 45us/step - loss: 0.0027 - acc: 1.0000
Epoch 178/500
188/188 [==============================] - 0s 43us/step - loss: 0.0027 - acc: 1.0000
Epoch 179/500
188/188 [==============================] - 0s 41us/step - loss: 0.0026 - acc: 1.0000
Epoch 180/500
188/188 [==============================] - 0s 41us/step - loss: 0.0026 - acc: 1.0000
Epoch 181/500
188/188 [==============================] - 0s 41us/step - loss: 0.0026 - acc: 1.0000
Epoch 182/500
188/188 [==============================] - 0s 43us/step - loss: 0.0025 - acc: 1.0000
Epoch 183/500
188/188 [==============================] - 0s 41us/step - loss: 0.0025 - acc: 1.0000
Epoch 184/500
188/188 [==============================] - 0s 44us/step - loss: 0.0025 - acc: 1.0000
Epoch 185/500
188/188 [==============================] - 0s 41us/step - loss: 0.0024 - acc: 1.0000
Epoch 186/500
188/188 [==============================] - 0s 41us/step - loss: 0.0024 - acc: 1.0000
Epoch 187/500
188/188 [==============================] - 0s 41us/step - loss: 0.0024 - acc: 1.0000
Epoch 188/500
188/188 [==============================] - 0s 43us/step - loss: 0.0023 - acc: 1.0000
Epoch 189/500
188/188 [==============================] - 0s 43us/step - loss: 0.0023 - acc: 1.0000
Epoch 190/500
188/188 [==============================] - 0s 43us/step - loss: 0.0023 - acc: 1.0000
Epoch 191/500
188/188 [==============================] - 0s 48us/step - loss: 0.0023 - acc: 1.0000
Epoch 192/500
188/188 [==============================] - 0s 43us/step - loss: 0.0022 - acc: 1.0000
Epoch 193/500
188/188 [==============================] - 0s 43us/step - loss: 0.0022 - acc: 1.0000
Epoch 194/500
188/188 [==============================] - 0s 41us/step - loss: 0.0022 - acc: 1.0000
Epoch 195/500
188/188 [==============================] - 0s 41us/step - loss: 0.0022 - acc: 1.0000
Epoch 196/500
188/188 [==============================] - 0s 41us/step - loss: 0.0021 - acc: 1.0000
Epoch 197/500
188/188 [==============================] - 0s 40us/step - loss: 0.0021 - acc: 1.0000
Epoch 198/500
188/188 [==============================] - 0s 41us/step - loss: 0.0021 - acc: 1.0000
Epoch 199/500
188/188 [==============================] - 0s 41us/step - loss: 0.0021 - acc: 1.0000
Epoch 200/500
188/188 [==============================] - 0s 41us/step - loss: 0.0020 - acc: 1.0000
Epoch 201/500
188/188 [==============================] - 0s 44us/step - loss: 0.0020 - acc: 1.0000
Epoch 202/500
188/188 [==============================] - 0s 45us/step - loss: 0.0020 - acc: 1.0000
Epoch 203/500
188/188 [==============================] - 0s 43us/step - loss: 0.0020 - acc: 1.0000
Epoch 204/500
188/188 [==============================] - 0s 40us/step - loss: 0.0020 - acc: 1.0000
Epoch 205/500
188/188 [==============================] - 0s 41us/step - loss: 0.0019 - acc: 1.0000
Epoch 206/500
188/188 [==============================] - 0s 42us/step - loss: 0.0019 - acc: 1.0000
Epoch 207/500
188/188 [==============================] - 0s 43us/step - loss: 0.0019 - acc: 1.0000
Epoch 208/500
188/188 [==============================] - 0s 42us/step - loss: 0.0019 - acc: 1.0000
Epoch 209/500
188/188 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 210/500
188/188 [==============================] - 0s 42us/step - loss: 0.0018 - acc: 1.0000
Epoch 211/500
188/188 [==============================] - 0s 40us/step - loss: 0.0018 - acc: 1.0000
Epoch 212/500
188/188 [==============================] - 0s 43us/step - loss: 0.0018 - acc: 1.0000
Epoch 213/500
188/188 [==============================] - 0s 44us/step - loss: 0.0018 - acc: 1.0000
Epoch 214/500
188/188 [==============================] - 0s 42us/step - loss: 0.0017 - acc: 1.0000
Epoch 215/500
188/188 [==============================] - 0s 46us/step - loss: 0.0017 - acc: 1.0000
Epoch 216/500
188/188 [==============================] - 0s 40us/step - loss: 0.0017 - acc: 1.0000
Epoch 217/500
188/188 [==============================] - 0s 41us/step - loss: 0.0017 - acc: 1.0000
Epoch 218/500
188/188 [==============================] - 0s 42us/step - loss: 0.0017 - acc: 1.0000
Epoch 219/500
188/188 [==============================] - 0s 40us/step - loss: 0.0017 - acc: 1.0000
Epoch 220/500
188/188 [==============================] - 0s 44us/step - loss: 0.0016 - acc: 1.0000
Epoch 221/500
188/188 [==============================] - 0s 44us/step - loss: 0.0016 - acc: 1.0000
Epoch 222/500
188/188 [==============================] - 0s 43us/step - loss: 0.0016 - acc: 1.0000
Epoch 223/500
188/188 [==============================] - 0s 41us/step - loss: 0.0016 - acc: 1.0000
Epoch 224/500
188/188 [==============================] - 0s 42us/step - loss: 0.0016 - acc: 1.0000
Epoch 225/500
188/188 [==============================] - 0s 41us/step - loss: 0.0016 - acc: 1.0000
Epoch 226/500
188/188 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 227/500
188/188 [==============================] - 0s 41us/step - loss: 0.0015 - acc: 1.0000
Epoch 228/500
188/188 [==============================] - 0s 42us/step - loss: 0.0015 - acc: 1.0000
Epoch 229/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 230/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 231/500
188/188 [==============================] - 0s 40us/step - loss: 0.0015 - acc: 1.0000
Epoch 232/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 233/500
188/188 [==============================] - 0s 42us/step - loss: 0.0014 - acc: 1.0000
Epoch 234/500
188/188 [==============================] - 0s 43us/step - loss: 0.0014 - acc: 1.0000
Epoch 235/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 236/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 237/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 238/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 239/500
188/188 [==============================] - 0s 41us/step - loss: 0.0014 - acc: 1.0000
Epoch 240/500
188/188 [==============================] - 0s 42us/step - loss: 0.0013 - acc: 1.0000
Epoch 241/500
188/188 [==============================] - 0s 42us/step - loss: 0.0013 - acc: 1.0000
Epoch 242/500
188/188 [==============================] - 0s 42us/step - loss: 0.0013 - acc: 1.0000
Epoch 243/500
188/188 [==============================] - 0s 42us/step - loss: 0.0013 - acc: 1.0000
Epoch 244/500
188/188 [==============================] - 0s 41us/step - loss: 0.0013 - acc: 1.0000
Epoch 245/500
188/188 [==============================] - 0s 44us/step - loss: 0.0013 - acc: 1.0000
Epoch 246/500
188/188 [==============================] - 0s 43us/step - loss: 0.0013 - acc: 1.0000
Epoch 247/500
188/188 [==============================] - 0s 45us/step - loss: 0.0012 - acc: 1.0000
Epoch 248/500
188/188 [==============================] - 0s 42us/step - loss: 0.0012 - acc: 1.0000
Epoch 249/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 250/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 251/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 252/500
188/188 [==============================] - 0s 42us/step - loss: 0.0012 - acc: 1.0000
Epoch 253/500
188/188 [==============================] - 0s 42us/step - loss: 0.0012 - acc: 1.0000
Epoch 254/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 255/500
188/188 [==============================] - 0s 41us/step - loss: 0.0012 - acc: 1.0000
Epoch 256/500
188/188 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 257/500
188/188 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 258/500
188/188 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 259/500
188/188 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 260/500
188/188 [==============================] - 0s 41us/step - loss: 0.0011 - acc: 1.0000
Epoch 261/500
188/188 [==============================] - 0s 44us/step - loss: 0.0011 - acc: 1.0000
Epoch 262/500
188/188 [==============================] - 0s 42us/step - loss: 0.0011 - acc: 1.0000
Epoch 263/500
188/188 [==============================] - 0s 48us/step - loss: 0.0011 - acc: 1.0000
Epoch 264/500
188/188 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 265/500
188/188 [==============================] - 0s 45us/step - loss: 0.0011 - acc: 1.0000
Epoch 266/500
188/188 [==============================] - 0s 50us/step - loss: 0.0010 - acc: 1.0000
Epoch 267/500
188/188 [==============================] - 0s 44us/step - loss: 0.0010 - acc: 1.0000
Epoch 268/500
188/188 [==============================] - 0s 44us/step - loss: 0.0010 - acc: 1.0000
Epoch 269/500
188/188 [==============================] - 0s 42us/step - loss: 0.0010 - acc: 1.0000
Epoch 270/500
188/188 [==============================] - 0s 42us/step - loss: 0.0010 - acc: 1.0000
Epoch 271/500
188/188 [==============================] - 0s 44us/step - loss: 0.0010 - acc: 1.0000
Epoch 272/500
188/188 [==============================] - 0s 43us/step - loss: 9.9453e-04 - acc: 1.0000
Epoch 273/500
188/188 [==============================] - 0s 44us/step - loss: 9.8523e-04 - acc: 1.0000
Epoch 274/500
188/188 [==============================] - 0s 45us/step - loss: 9.7698e-04 - acc: 1.0000
Epoch 275/500
188/188 [==============================] - 0s 46us/step - loss: 9.6934e-04 - acc: 1.0000
Epoch 276/500
188/188 [==============================] - 0s 45us/step - loss: 9.5998e-04 - acc: 1.0000
Epoch 277/500
188/188 [==============================] - 0s 43us/step - loss: 9.5159e-04 - acc: 1.0000
Epoch 278/500
188/188 [==============================] - 0s 42us/step - loss: 9.4411e-04 - acc: 1.0000
Epoch 279/500
188/188 [==============================] - 0s 43us/step - loss: 9.3608e-04 - acc: 1.0000
Epoch 280/500
188/188 [==============================] - 0s 43us/step - loss: 9.2749e-04 - acc: 1.0000
Epoch 281/500
188/188 [==============================] - 0s 41us/step - loss: 9.1994e-04 - acc: 1.0000
Epoch 282/500
188/188 [==============================] - 0s 41us/step - loss: 9.1271e-04 - acc: 1.0000
Epoch 283/500
188/188 [==============================] - 0s 43us/step - loss: 9.0390e-04 - acc: 1.0000
Epoch 284/500
188/188 [==============================] - 0s 42us/step - loss: 8.9578e-04 - acc: 1.0000
Epoch 285/500
188/188 [==============================] - 0s 42us/step - loss: 8.8828e-04 - acc: 1.0000
Epoch 286/500
188/188 [==============================] - 0s 43us/step - loss: 8.8045e-04 - acc: 1.0000
Epoch 287/500
188/188 [==============================] - 0s 42us/step - loss: 8.7414e-04 - acc: 1.0000
Epoch 288/500
188/188 [==============================] - 0s 40us/step - loss: 8.6618e-04 - acc: 1.0000
Epoch 289/500
188/188 [==============================] - 0s 45us/step - loss: 8.5883e-04 - acc: 1.0000
Epoch 290/500
188/188 [==============================] - 0s 44us/step - loss: 8.5232e-04 - acc: 1.0000
Epoch 291/500
188/188 [==============================] - 0s 44us/step - loss: 8.4498e-04 - acc: 1.0000
Epoch 292/500
188/188 [==============================] - 0s 45us/step - loss: 8.3722e-04 - acc: 1.0000
Epoch 293/500
188/188 [==============================] - 0s 45us/step - loss: 8.3029e-04 - acc: 1.0000
Epoch 294/500
188/188 [==============================] - 0s 43us/step - loss: 8.2565e-04 - acc: 1.0000
Epoch 295/500
188/188 [==============================] - 0s 44us/step - loss: 8.1847e-04 - acc: 1.0000
Epoch 296/500
188/188 [==============================] - 0s 45us/step - loss: 8.1041e-04 - acc: 1.0000
Epoch 297/500
188/188 [==============================] - 0s 43us/step - loss: 8.0340e-04 - acc: 1.0000
Epoch 298/500
188/188 [==============================] - 0s 44us/step - loss: 7.9713e-04 - acc: 1.0000
Epoch 299/500
188/188 [==============================] - 0s 45us/step - loss: 7.9047e-04 - acc: 1.0000
Epoch 300/500
188/188 [==============================] - 0s 45us/step - loss: 7.8417e-04 - acc: 1.0000
Epoch 301/500
188/188 [==============================] - 0s 42us/step - loss: 7.7844e-04 - acc: 1.0000
Epoch 302/500
188/188 [==============================] - 0s 46us/step - loss: 7.7232e-04 - acc: 1.0000
Epoch 303/500
188/188 [==============================] - 0s 45us/step - loss: 7.6550e-04 - acc: 1.0000
Epoch 304/500
188/188 [==============================] - 0s 42us/step - loss: 7.5932e-04 - acc: 1.0000
Epoch 305/500
188/188 [==============================] - 0s 43us/step - loss: 7.5330e-04 - acc: 1.0000
Epoch 306/500
188/188 [==============================] - 0s 42us/step - loss: 7.4678e-04 - acc: 1.0000
Epoch 307/500
188/188 [==============================] - 0s 43us/step - loss: 7.4102e-04 - acc: 1.0000
Epoch 308/500
188/188 [==============================] - 0s 43us/step - loss: 7.3499e-04 - acc: 1.0000
Epoch 309/500
188/188 [==============================] - 0s 44us/step - loss: 7.3056e-04 - acc: 1.0000
Epoch 310/500
188/188 [==============================] - 0s 44us/step - loss: 7.2361e-04 - acc: 1.0000
Epoch 311/500
188/188 [==============================] - 0s 43us/step - loss: 7.1798e-04 - acc: 1.0000
Epoch 312/500
188/188 [==============================] - 0s 41us/step - loss: 7.1247e-04 - acc: 1.0000
Epoch 313/500
188/188 [==============================] - 0s 42us/step - loss: 7.0667e-04 - acc: 1.0000
Epoch 314/500
188/188 [==============================] - 0s 42us/step - loss: 7.0154e-04 - acc: 1.0000
Epoch 315/500
188/188 [==============================] - 0s 43us/step - loss: 6.9637e-04 - acc: 1.0000
Epoch 316/500
188/188 [==============================] - 0s 42us/step - loss: 6.8989e-04 - acc: 1.0000
Epoch 317/500
188/188 [==============================] - 0s 42us/step - loss: 6.8402e-04 - acc: 1.0000
Epoch 318/500
188/188 [==============================] - 0s 42us/step - loss: 6.7940e-04 - acc: 1.0000
Epoch 319/500
188/188 [==============================] - 0s 50us/step - loss: 6.7328e-04 - acc: 1.0000
Epoch 320/500
188/188 [==============================] - 0s 43us/step - loss: 6.6798e-04 - acc: 1.0000
Epoch 321/500
188/188 [==============================] - 0s 43us/step - loss: 6.6311e-04 - acc: 1.0000
Epoch 322/500
188/188 [==============================] - 0s 42us/step - loss: 6.5772e-04 - acc: 1.0000
Epoch 323/500
188/188 [==============================] - 0s 42us/step - loss: 6.5297e-04 - acc: 1.0000
Epoch 324/500
188/188 [==============================] - 0s 46us/step - loss: 6.4750e-04 - acc: 1.0000
Epoch 325/500
188/188 [==============================] - 0s 46us/step - loss: 6.4260e-04 - acc: 1.0000
Epoch 326/500
188/188 [==============================] - 0s 46us/step - loss: 6.3790e-04 - acc: 1.0000
Epoch 327/500
188/188 [==============================] - 0s 45us/step - loss: 6.3293e-04 - acc: 1.0000
Epoch 328/500
188/188 [==============================] - 0s 46us/step - loss: 6.2790e-04 - acc: 1.0000
Epoch 329/500
188/188 [==============================] - 0s 43us/step - loss: 6.2328e-04 - acc: 1.0000
Epoch 330/500
188/188 [==============================] - 0s 44us/step - loss: 6.1803e-04 - acc: 1.0000
Epoch 331/500
188/188 [==============================] - 0s 46us/step - loss: 6.1405e-04 - acc: 1.0000
Epoch 332/500
188/188 [==============================] - 0s 46us/step - loss: 6.0959e-04 - acc: 1.0000
Epoch 333/500
188/188 [==============================] - 0s 46us/step - loss: 6.0420e-04 - acc: 1.0000
Epoch 334/500
188/188 [==============================] - 0s 45us/step - loss: 5.9982e-04 - acc: 1.0000
Epoch 335/500
188/188 [==============================] - 0s 46us/step - loss: 5.9519e-04 - acc: 1.0000
Epoch 336/500
188/188 [==============================] - 0s 45us/step - loss: 5.9077e-04 - acc: 1.0000
Epoch 337/500
188/188 [==============================] - 0s 44us/step - loss: 5.8643e-04 - acc: 1.0000
Epoch 338/500
188/188 [==============================] - 0s 43us/step - loss: 5.8214e-04 - acc: 1.0000
Epoch 339/500
188/188 [==============================] - 0s 41us/step - loss: 5.7733e-04 - acc: 1.0000
Epoch 340/500
188/188 [==============================] - 0s 43us/step - loss: 5.7287e-04 - acc: 1.0000
Epoch 341/500
188/188 [==============================] - 0s 44us/step - loss: 5.6873e-04 - acc: 1.0000
Epoch 342/500
188/188 [==============================] - 0s 43us/step - loss: 5.6428e-04 - acc: 1.0000
Epoch 343/500
188/188 [==============================] - 0s 42us/step - loss: 5.6039e-04 - acc: 1.0000
Epoch 344/500
188/188 [==============================] - 0s 50us/step - loss: 5.5588e-04 - acc: 1.0000
Epoch 345/500
188/188 [==============================] - 0s 49us/step - loss: 5.5194e-04 - acc: 1.0000
Epoch 346/500
188/188 [==============================] - 0s 50us/step - loss: 5.4794e-04 - acc: 1.0000
Epoch 347/500
188/188 [==============================] - 0s 48us/step - loss: 5.4355e-04 - acc: 1.0000
Epoch 348/500
188/188 [==============================] - 0s 48us/step - loss: 5.3970e-04 - acc: 1.0000
Epoch 349/500
188/188 [==============================] - 0s 48us/step - loss: 5.3563e-04 - acc: 1.0000
Epoch 350/500
188/188 [==============================] - 0s 47us/step - loss: 5.3181e-04 - acc: 1.0000
Epoch 351/500
188/188 [==============================] - 0s 48us/step - loss: 5.2791e-04 - acc: 1.0000
Epoch 352/500
188/188 [==============================] - 0s 47us/step - loss: 5.2412e-04 - acc: 1.0000
Epoch 353/500
188/188 [==============================] - 0s 47us/step - loss: 5.2017e-04 - acc: 1.0000
Epoch 354/500
188/188 [==============================] - 0s 47us/step - loss: 5.1659e-04 - acc: 1.0000
Epoch 355/500
188/188 [==============================] - 0s 47us/step - loss: 5.1356e-04 - acc: 1.0000
Epoch 356/500
188/188 [==============================] - 0s 47us/step - loss: 5.0950e-04 - acc: 1.0000
Epoch 357/500
188/188 [==============================] - 0s 47us/step - loss: 5.0579e-04 - acc: 1.0000
Epoch 358/500
188/188 [==============================] - 0s 46us/step - loss: 5.0218e-04 - acc: 1.0000
Epoch 359/500
188/188 [==============================] - 0s 45us/step - loss: 4.9807e-04 - acc: 1.0000
Epoch 360/500
188/188 [==============================] - 0s 45us/step - loss: 4.9460e-04 - acc: 1.0000
Epoch 361/500
188/188 [==============================] - 0s 45us/step - loss: 4.9096e-04 - acc: 1.0000
Epoch 362/500
188/188 [==============================] - 0s 45us/step - loss: 4.8756e-04 - acc: 1.0000
Epoch 363/500
188/188 [==============================] - 0s 45us/step - loss: 4.8394e-04 - acc: 1.0000
Epoch 364/500
188/188 [==============================] - 0s 46us/step - loss: 4.8056e-04 - acc: 1.0000
Epoch 365/500
188/188 [==============================] - 0s 45us/step - loss: 4.7699e-04 - acc: 1.0000
Epoch 366/500
188/188 [==============================] - 0s 47us/step - loss: 4.7353e-04 - acc: 1.0000
Epoch 367/500
188/188 [==============================] - 0s 45us/step - loss: 4.7029e-04 - acc: 1.0000
Epoch 368/500
188/188 [==============================] - 0s 45us/step - loss: 4.6710e-04 - acc: 1.0000
Epoch 369/500
188/188 [==============================] - 0s 46us/step - loss: 4.6384e-04 - acc: 1.0000
Epoch 370/500
188/188 [==============================] - 0s 45us/step - loss: 4.6100e-04 - acc: 1.0000
Epoch 371/500
188/188 [==============================] - 0s 46us/step - loss: 4.5739e-04 - acc: 1.0000
Epoch 372/500
188/188 [==============================] - 0s 46us/step - loss: 4.5433e-04 - acc: 1.0000
Epoch 373/500
188/188 [==============================] - 0s 46us/step - loss: 4.5126e-04 - acc: 1.0000
Epoch 374/500
188/188 [==============================] - 0s 48us/step - loss: 4.4784e-04 - acc: 1.0000
Epoch 375/500
188/188 [==============================] - 0s 50us/step - loss: 4.4512e-04 - acc: 1.0000
Epoch 376/500
188/188 [==============================] - 0s 47us/step - loss: 4.4162e-04 - acc: 1.0000
Epoch 377/500
188/188 [==============================] - 0s 47us/step - loss: 4.3850e-04 - acc: 1.0000
Epoch 378/500
188/188 [==============================] - 0s 47us/step - loss: 4.3539e-04 - acc: 1.0000
Epoch 379/500
188/188 [==============================] - 0s 48us/step - loss: 4.3209e-04 - acc: 1.0000
Epoch 380/500
188/188 [==============================] - 0s 45us/step - loss: 4.2960e-04 - acc: 1.0000
Epoch 381/500
188/188 [==============================] - 0s 49us/step - loss: 4.2631e-04 - acc: 1.0000
Epoch 382/500
188/188 [==============================] - 0s 47us/step - loss: 4.2331e-04 - acc: 1.0000
Epoch 383/500
188/188 [==============================] - 0s 48us/step - loss: 4.2042e-04 - acc: 1.0000
Epoch 384/500
188/188 [==============================] - 0s 47us/step - loss: 4.1807e-04 - acc: 1.0000
Epoch 385/500
188/188 [==============================] - 0s 46us/step - loss: 4.1453e-04 - acc: 1.0000
Epoch 386/500
188/188 [==============================] - 0s 45us/step - loss: 4.1157e-04 - acc: 1.0000
Epoch 387/500
188/188 [==============================] - 0s 49us/step - loss: 4.0889e-04 - acc: 1.0000
Epoch 388/500
188/188 [==============================] - 0s 49us/step - loss: 4.0613e-04 - acc: 1.0000
Epoch 389/500
188/188 [==============================] - 0s 46us/step - loss: 4.0320e-04 - acc: 1.0000
Epoch 390/500
188/188 [==============================] - 0s 47us/step - loss: 4.0083e-04 - acc: 1.0000
Epoch 391/500
188/188 [==============================] - 0s 48us/step - loss: 3.9794e-04 - acc: 1.0000
Epoch 392/500
188/188 [==============================] - 0s 48us/step - loss: 3.9532e-04 - acc: 1.0000
Epoch 393/500
188/188 [==============================] - 0s 47us/step - loss: 3.9274e-04 - acc: 1.0000
Epoch 394/500
188/188 [==============================] - 0s 48us/step - loss: 3.8995e-04 - acc: 1.0000
Epoch 395/500
188/188 [==============================] - 0s 47us/step - loss: 3.8748e-04 - acc: 1.0000
Epoch 396/500
188/188 [==============================] - 0s 48us/step - loss: 3.8491e-04 - acc: 1.0000
Epoch 397/500
188/188 [==============================] - 0s 49us/step - loss: 3.8229e-04 - acc: 1.0000
Epoch 398/500
188/188 [==============================] - 0s 48us/step - loss: 3.7979e-04 - acc: 1.0000
Epoch 399/500
188/188 [==============================] - 0s 50us/step - loss: 3.7689e-04 - acc: 1.0000
Epoch 400/500
188/188 [==============================] - 0s 50us/step - loss: 3.7455e-04 - acc: 1.0000
Epoch 401/500
188/188 [==============================] - 0s 49us/step - loss: 3.7207e-04 - acc: 1.0000
Epoch 402/500
188/188 [==============================] - 0s 49us/step - loss: 3.6959e-04 - acc: 1.0000
Epoch 403/500
188/188 [==============================] - 0s 46us/step - loss: 3.6689e-04 - acc: 1.0000
Epoch 404/500
188/188 [==============================] - 0s 46us/step - loss: 3.6450e-04 - acc: 1.0000
Epoch 405/500
188/188 [==============================] - 0s 46us/step - loss: 3.6207e-04 - acc: 1.0000
Epoch 406/500
188/188 [==============================] - 0s 45us/step - loss: 3.5954e-04 - acc: 1.0000
Epoch 407/500
188/188 [==============================] - 0s 45us/step - loss: 3.5723e-04 - acc: 1.0000
Epoch 408/500
188/188 [==============================] - 0s 50us/step - loss: 3.5472e-04 - acc: 1.0000
Epoch 409/500
188/188 [==============================] - 0s 47us/step - loss: 3.5251e-04 - acc: 1.0000
Epoch 410/500
188/188 [==============================] - 0s 47us/step - loss: 3.5028e-04 - acc: 1.0000
Epoch 411/500
188/188 [==============================] - 0s 47us/step - loss: 3.4797e-04 - acc: 1.0000
Epoch 412/500
188/188 [==============================] - 0s 48us/step - loss: 3.4579e-04 - acc: 1.0000
Epoch 413/500
188/188 [==============================] - 0s 53us/step - loss: 3.4343e-04 - acc: 1.0000
Epoch 414/500
188/188 [==============================] - 0s 44us/step - loss: 3.4116e-04 - acc: 1.0000
Epoch 415/500
188/188 [==============================] - 0s 46us/step - loss: 3.3872e-04 - acc: 1.0000
Epoch 416/500
188/188 [==============================] - 0s 46us/step - loss: 3.3650e-04 - acc: 1.0000
Epoch 417/500
188/188 [==============================] - 0s 44us/step - loss: 3.3431e-04 - acc: 1.0000
Epoch 418/500
188/188 [==============================] - 0s 45us/step - loss: 3.3218e-04 - acc: 1.0000
Epoch 419/500
188/188 [==============================] - 0s 46us/step - loss: 3.3021e-04 - acc: 1.0000
Epoch 420/500
188/188 [==============================] - 0s 45us/step - loss: 3.2811e-04 - acc: 1.0000
Epoch 421/500
188/188 [==============================] - 0s 45us/step - loss: 3.2582e-04 - acc: 1.0000
Epoch 422/500
188/188 [==============================] - 0s 49us/step - loss: 3.2368e-04 - acc: 1.0000
Epoch 423/500
188/188 [==============================] - 0s 45us/step - loss: 3.2167e-04 - acc: 1.0000
Epoch 424/500
188/188 [==============================] - 0s 42us/step - loss: 3.1945e-04 - acc: 1.0000
Epoch 425/500
188/188 [==============================] - 0s 44us/step - loss: 3.1732e-04 - acc: 1.0000
Epoch 426/500
188/188 [==============================] - 0s 44us/step - loss: 3.1518e-04 - acc: 1.0000
Epoch 427/500
188/188 [==============================] - 0s 45us/step - loss: 3.1320e-04 - acc: 1.0000
Epoch 428/500
188/188 [==============================] - 0s 45us/step - loss: 3.1117e-04 - acc: 1.0000
Epoch 429/500
188/188 [==============================] - 0s 45us/step - loss: 3.0933e-04 - acc: 1.0000
Epoch 430/500
188/188 [==============================] - 0s 44us/step - loss: 3.0712e-04 - acc: 1.0000
Epoch 431/500
188/188 [==============================] - 0s 46us/step - loss: 3.0517e-04 - acc: 1.0000
Epoch 432/500
188/188 [==============================] - 0s 43us/step - loss: 3.0323e-04 - acc: 1.0000
Epoch 433/500
188/188 [==============================] - 0s 43us/step - loss: 3.0127e-04 - acc: 1.0000
Epoch 434/500
188/188 [==============================] - 0s 42us/step - loss: 2.9927e-04 - acc: 1.0000
Epoch 435/500
188/188 [==============================] - 0s 43us/step - loss: 2.9755e-04 - acc: 1.0000
Epoch 436/500
188/188 [==============================] - 0s 42us/step - loss: 2.9558e-04 - acc: 1.0000
Epoch 437/500
188/188 [==============================] - 0s 43us/step - loss: 2.9357e-04 - acc: 1.0000
Epoch 438/500
188/188 [==============================] - 0s 41us/step - loss: 2.9180e-04 - acc: 1.0000
Epoch 439/500
188/188 [==============================] - 0s 40us/step - loss: 2.9004e-04 - acc: 1.0000
Epoch 440/500
188/188 [==============================] - 0s 41us/step - loss: 2.8836e-04 - acc: 1.0000
Epoch 441/500
188/188 [==============================] - 0s 41us/step - loss: 2.8642e-04 - acc: 1.0000
Epoch 442/500
188/188 [==============================] - 0s 46us/step - loss: 2.8462e-04 - acc: 1.0000
Epoch 443/500
188/188 [==============================] - 0s 46us/step - loss: 2.8284e-04 - acc: 1.0000
Epoch 444/500
188/188 [==============================] - 0s 47us/step - loss: 2.8117e-04 - acc: 1.0000
Epoch 445/500
188/188 [==============================] - 0s 46us/step - loss: 2.7931e-04 - acc: 1.0000
Epoch 446/500
188/188 [==============================] - 0s 46us/step - loss: 2.7750e-04 - acc: 1.0000
Epoch 447/500
188/188 [==============================] - 0s 46us/step - loss: 2.7587e-04 - acc: 1.0000
Epoch 448/500
188/188 [==============================] - 0s 45us/step - loss: 2.7412e-04 - acc: 1.0000
Epoch 449/500
188/188 [==============================] - 0s 45us/step - loss: 2.7244e-04 - acc: 1.0000
Epoch 450/500
188/188 [==============================] - 0s 50us/step - loss: 2.7063e-04 - acc: 1.0000
Epoch 451/500
188/188 [==============================] - 0s 45us/step - loss: 2.6917e-04 - acc: 1.0000
Epoch 452/500
188/188 [==============================] - 0s 44us/step - loss: 2.6734e-04 - acc: 1.0000
Epoch 453/500
188/188 [==============================] - 0s 43us/step - loss: 2.6565e-04 - acc: 1.0000
Epoch 454/500
188/188 [==============================] - 0s 43us/step - loss: 2.6439e-04 - acc: 1.0000
Epoch 455/500
188/188 [==============================] - 0s 44us/step - loss: 2.6230e-04 - acc: 1.0000
Epoch 456/500
188/188 [==============================] - 0s 45us/step - loss: 2.6067e-04 - acc: 1.0000
Epoch 457/500
188/188 [==============================] - 0s 43us/step - loss: 2.5896e-04 - acc: 1.0000
Epoch 458/500
188/188 [==============================] - 0s 44us/step - loss: 2.5746e-04 - acc: 1.0000
Epoch 459/500
188/188 [==============================] - 0s 43us/step - loss: 2.5601e-04 - acc: 1.0000
Epoch 460/500
188/188 [==============================] - 0s 44us/step - loss: 2.5433e-04 - acc: 1.0000
Epoch 461/500
188/188 [==============================] - 0s 42us/step - loss: 2.5296e-04 - acc: 1.0000
Epoch 462/500
188/188 [==============================] - 0s 43us/step - loss: 2.5134e-04 - acc: 1.0000
Epoch 463/500
188/188 [==============================] - 0s 42us/step - loss: 2.4972e-04 - acc: 1.0000
Epoch 464/500
188/188 [==============================] - 0s 41us/step - loss: 2.4828e-04 - acc: 1.0000
Epoch 465/500
188/188 [==============================] - 0s 41us/step - loss: 2.4671e-04 - acc: 1.0000
Epoch 466/500
188/188 [==============================] - 0s 41us/step - loss: 2.4533e-04 - acc: 1.0000
Epoch 467/500
188/188 [==============================] - 0s 41us/step - loss: 2.4373e-04 - acc: 1.0000
Epoch 468/500
188/188 [==============================] - 0s 42us/step - loss: 2.4234e-04 - acc: 1.0000
Epoch 469/500
188/188 [==============================] - 0s 42us/step - loss: 2.4073e-04 - acc: 1.0000
Epoch 470/500
188/188 [==============================] - 0s 42us/step - loss: 2.3937e-04 - acc: 1.0000
Epoch 471/500
188/188 [==============================] - 0s 44us/step - loss: 2.3799e-04 - acc: 1.0000
Epoch 472/500
188/188 [==============================] - 0s 45us/step - loss: 2.3640e-04 - acc: 1.0000
Epoch 473/500
188/188 [==============================] - 0s 43us/step - loss: 2.3509e-04 - acc: 1.0000
Epoch 474/500
188/188 [==============================] - 0s 40us/step - loss: 2.3377e-04 - acc: 1.0000
Epoch 475/500
188/188 [==============================] - 0s 42us/step - loss: 2.3208e-04 - acc: 1.0000
Epoch 476/500
188/188 [==============================] - 0s 46us/step - loss: 2.3080e-04 - acc: 1.0000
Epoch 477/500
188/188 [==============================] - 0s 44us/step - loss: 2.2936e-04 - acc: 1.0000
Epoch 478/500
188/188 [==============================] - 0s 42us/step - loss: 2.2793e-04 - acc: 1.0000
Epoch 479/500
188/188 [==============================] - 0s 44us/step - loss: 2.2660e-04 - acc: 1.0000
Epoch 480/500
188/188 [==============================] - 0s 44us/step - loss: 2.2553e-04 - acc: 1.0000
Epoch 481/500
188/188 [==============================] - 0s 41us/step - loss: 2.2367e-04 - acc: 1.0000
Epoch 482/500
188/188 [==============================] - 0s 43us/step - loss: 2.2243e-04 - acc: 1.0000
Epoch 483/500
188/188 [==============================] - 0s 41us/step - loss: 2.2111e-04 - acc: 1.0000
Epoch 484/500
188/188 [==============================] - 0s 45us/step - loss: 2.1972e-04 - acc: 1.0000
Epoch 485/500
188/188 [==============================] - 0s 44us/step - loss: 2.1849e-04 - acc: 1.0000
Epoch 486/500
188/188 [==============================] - 0s 42us/step - loss: 2.1716e-04 - acc: 1.0000
Epoch 487/500
188/188 [==============================] - 0s 43us/step - loss: 2.1595e-04 - acc: 1.0000
Epoch 488/500
188/188 [==============================] - 0s 45us/step - loss: 2.1463e-04 - acc: 1.0000
Epoch 489/500
188/188 [==============================] - 0s 45us/step - loss: 2.1340e-04 - acc: 1.0000
Epoch 490/500
188/188 [==============================] - 0s 46us/step - loss: 2.1225e-04 - acc: 1.0000
Epoch 491/500
188/188 [==============================] - 0s 44us/step - loss: 2.1083e-04 - acc: 1.0000
Epoch 492/500
188/188 [==============================] - 0s 45us/step - loss: 2.0969e-04 - acc: 1.0000
Epoch 493/500
188/188 [==============================] - 0s 42us/step - loss: 2.0835e-04 - acc: 1.0000
Epoch 494/500
188/188 [==============================] - 0s 46us/step - loss: 2.0719e-04 - acc: 1.0000
Epoch 495/500
188/188 [==============================] - 0s 47us/step - loss: 2.0588e-04 - acc: 1.0000
Epoch 496/500
188/188 [==============================] - 0s 44us/step - loss: 2.0473e-04 - acc: 1.0000
Epoch 497/500
188/188 [==============================] - 0s 46us/step - loss: 2.0354e-04 - acc: 1.0000
Epoch 498/500
188/188 [==============================] - 0s 42us/step - loss: 2.0235e-04 - acc: 1.0000
Epoch 499/500
188/188 [==============================] - 0s 44us/step - loss: 2.0134e-04 - acc: 1.0000
Epoch 500/500
188/188 [==============================] - 0s 41us/step - loss: 2.0000e-04 - acc: 1.0000
20/20 [==============================] - 0s 15ms/step

Accuracy Results: 
Standardized: 88.90% (5.38%)