In [1]:
from pandas import read_csv
In [2]:
# 加载数据集
filename = 'pima-indians-diabetes.csv'
dataset = read_csv(filename, header=None)
In [3]:
# 显示数据实例个数、属性个数
dataset.shape
Out[3]:
(768, 9)
In [4]:
# 前10个样本情况
dataset.head(10)
Out[4]:
0 1 2 3 4 5 6 7 8
0 6 148 72 35 0 33.6 0.627 50 1
1 1 85 66 29 0 26.6 0.351 31 0
2 8 183 64 0 0 23.3 0.672 32 1
3 1 89 66 23 94 28.1 0.167 21 0
4 0 137 40 35 168 43.1 2.288 33 1
5 5 116 74 0 0 25.6 0.201 30 0
6 3 78 50 32 88 31.0 0.248 26 1
7 10 115 0 0 0 35.3 0.134 29 0
8 2 197 70 45 543 30.5 0.158 53 1
9 8 125 96 0 0 0.0 0.232 54 1
In [5]:
# 显示每个属性的统计概要(包括总数,均值,最小值,最大值以及一些百分比)
dataset.describe()
Out[5]:
0 1 2 3 4 5 6 7 8
count 768.000000 768.000000 768.000000 768.000000 768.000000 768.000000 768.000000 768.000000 768.000000
mean 3.845052 120.894531 69.105469 20.536458 79.799479 31.992578 0.471876 33.240885 0.348958
std 3.369578 31.972618 19.355807 15.952218 115.244002 7.884160 0.331329 11.760232 0.476951
min 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.078000 21.000000 0.000000
25% 1.000000 99.000000 62.000000 0.000000 0.000000 27.300000 0.243750 24.000000 0.000000
50% 3.000000 117.000000 72.000000 23.000000 30.500000 32.000000 0.372500 29.000000 0.000000
75% 6.000000 140.250000 80.000000 32.000000 127.250000 36.600000 0.626250 41.000000 1.000000
max 17.000000 199.000000 122.000000 99.000000 846.000000 67.100000 2.420000 81.000000 1.000000
In [6]:
from matplotlib import pyplot
In [7]:
# 线盒图
dataset.plot(kind='box')
pyplot.show()
In [8]:
# 柱状图
dataset.hist()
pyplot.show()
In [9]:
# 多变量散点图
from pandas.plotting import scatter_matrix
scatter_matrix(dataset)
pyplot.show()
In [10]:
# MLP for Pima Indians Dataset with 10-fold cross validation via sklearn
from keras.models import Sequential
from keras.layers import Dense
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import cross_val_score
import numpy


# Function to create model, required for KerasClassifier
def create_model():
    # create model
    model = Sequential()
    model.add(Dense(12, input_dim=8, activation='relu'))
    model.add(Dense(8, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    # Compile model
    model.compile(loss='binary_crossentropy',
                  optimizer='adam',
                  metrics=['accuracy'])
    return model


# fix random seed for reproducibility
seed = 7
numpy.random.seed(seed)
# load pima indians dataset
dataset = numpy.loadtxt("pima-indians-diabetes.csv", delimiter=",")
# split into input (X) and output (Y) variables
X = dataset[:, 0:8]
Y = dataset[:, 8]
# create model
model = KerasClassifier(build_fn=create_model,
                        epochs=150,
                        batch_size=10)
# evaluate using 10-fold cross validation
kfold = StratifiedKFold(n_splits=10, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Using TensorFlow backend.
WARNING:tensorflow:From D:\ProgramData\Anaconda3\envs\deep\lib\site-packages\tensorflow\python\ops\nn_impl.py:180: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.where in 2.0, which has the same broadcast rule as np.where
WARNING:tensorflow:From D:\ProgramData\Anaconda3\envs\deep\lib\site-packages\keras\backend\tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.

Epoch 1/150
691/691 [==============================] - 0s 359us/step - loss: 3.6099 - accuracy: 0.5716
Epoch 2/150
691/691 [==============================] - 0s 98us/step - loss: 0.9900 - accuracy: 0.5890
Epoch 3/150
691/691 [==============================] - 0s 100us/step - loss: 0.7916 - accuracy: 0.6136
Epoch 4/150
691/691 [==============================] - 0s 98us/step - loss: 0.7314 - accuracy: 0.6715
Epoch 5/150
691/691 [==============================] - 0s 100us/step - loss: 0.6987 - accuracy: 0.6874
Epoch 6/150
691/691 [==============================] - 0s 100us/step - loss: 0.7013 - accuracy: 0.6643
Epoch 7/150
691/691 [==============================] - 0s 100us/step - loss: 0.6910 - accuracy: 0.6643
Epoch 8/150
691/691 [==============================] - 0s 102us/step - loss: 0.6777 - accuracy: 0.6599
Epoch 9/150
691/691 [==============================] - 0s 100us/step - loss: 0.6592 - accuracy: 0.6628
Epoch 10/150
691/691 [==============================] - 0s 97us/step - loss: 0.6368 - accuracy: 0.7149
Epoch 11/150
691/691 [==============================] - 0s 98us/step - loss: 0.6446 - accuracy: 0.6845
Epoch 12/150
691/691 [==============================] - 0s 97us/step - loss: 0.6263 - accuracy: 0.6918
Epoch 13/150
691/691 [==============================] - 0s 95us/step - loss: 0.6328 - accuracy: 0.6773
Epoch 14/150
691/691 [==============================] - 0s 97us/step - loss: 0.6247 - accuracy: 0.6975
Epoch 15/150
691/691 [==============================] - 0s 100us/step - loss: 0.6261 - accuracy: 0.6889
Epoch 16/150
691/691 [==============================] - 0s 100us/step - loss: 0.6020 - accuracy: 0.7062
Epoch 17/150
691/691 [==============================] - 0s 88us/step - loss: 0.5848 - accuracy: 0.7106
Epoch 18/150
691/691 [==============================] - 0s 87us/step - loss: 0.5992 - accuracy: 0.7033
Epoch 19/150
691/691 [==============================] - 0s 89us/step - loss: 0.6056 - accuracy: 0.6874
Epoch 20/150
691/691 [==============================] - 0s 88us/step - loss: 0.5983 - accuracy: 0.7091
Epoch 21/150
691/691 [==============================] - 0s 91us/step - loss: 0.5753 - accuracy: 0.7164
Epoch 22/150
691/691 [==============================] - 0s 98us/step - loss: 0.5854 - accuracy: 0.7135
Epoch 23/150
691/691 [==============================] - 0s 100us/step - loss: 0.5828 - accuracy: 0.7250
Epoch 24/150
691/691 [==============================] - 0s 98us/step - loss: 0.5866 - accuracy: 0.7019
Epoch 25/150
691/691 [==============================] - 0s 97us/step - loss: 0.5667 - accuracy: 0.7265
Epoch 26/150
691/691 [==============================] - 0s 94us/step - loss: 0.5760 - accuracy: 0.7395
Epoch 27/150
691/691 [==============================] - 0s 98us/step - loss: 0.5674 - accuracy: 0.7221
Epoch 28/150
691/691 [==============================] - 0s 97us/step - loss: 0.5662 - accuracy: 0.7207
Epoch 29/150
691/691 [==============================] - 0s 100us/step - loss: 0.6013 - accuracy: 0.6889
Epoch 30/150
691/691 [==============================] - 0s 97us/step - loss: 0.5661 - accuracy: 0.7135
Epoch 31/150
691/691 [==============================] - 0s 97us/step - loss: 0.5872 - accuracy: 0.6961
Epoch 32/150
691/691 [==============================] - 0s 98us/step - loss: 0.5734 - accuracy: 0.7178
Epoch 33/150
691/691 [==============================] - 0s 100us/step - loss: 0.5563 - accuracy: 0.7410
Epoch 34/150
691/691 [==============================] - 0s 97us/step - loss: 0.5709 - accuracy: 0.7250
Epoch 35/150
691/691 [==============================] - 0s 97us/step - loss: 0.5483 - accuracy: 0.7337
Epoch 36/150
691/691 [==============================] - 0s 95us/step - loss: 0.5890 - accuracy: 0.7019
Epoch 37/150
691/691 [==============================] - 0s 95us/step - loss: 0.5528 - accuracy: 0.7323
Epoch 38/150
691/691 [==============================] - 0s 97us/step - loss: 0.5511 - accuracy: 0.7207
Epoch 39/150
691/691 [==============================] - 0s 94us/step - loss: 0.5540 - accuracy: 0.7308
Epoch 40/150
691/691 [==============================] - 0s 94us/step - loss: 0.5555 - accuracy: 0.7395
Epoch 41/150
691/691 [==============================] - 0s 95us/step - loss: 0.5576 - accuracy: 0.7337
Epoch 42/150
691/691 [==============================] - 0s 97us/step - loss: 0.5574 - accuracy: 0.7091
Epoch 43/150
691/691 [==============================] - 0s 95us/step - loss: 0.5423 - accuracy: 0.7294
Epoch 44/150
691/691 [==============================] - 0s 95us/step - loss: 0.5429 - accuracy: 0.7308
Epoch 45/150
691/691 [==============================] - 0s 97us/step - loss: 0.5295 - accuracy: 0.7352
Epoch 46/150
691/691 [==============================] - 0s 91us/step - loss: 0.5417 - accuracy: 0.7467
Epoch 47/150
691/691 [==============================] - 0s 89us/step - loss: 0.5426 - accuracy: 0.7308
Epoch 48/150
691/691 [==============================] - 0s 91us/step - loss: 0.5258 - accuracy: 0.7410
Epoch 49/150
691/691 [==============================] - 0s 89us/step - loss: 0.5399 - accuracy: 0.7381
Epoch 50/150
691/691 [==============================] - 0s 92us/step - loss: 0.5310 - accuracy: 0.7337
Epoch 51/150
691/691 [==============================] - 0s 97us/step - loss: 0.5261 - accuracy: 0.7540
Epoch 52/150
691/691 [==============================] - 0s 95us/step - loss: 0.5311 - accuracy: 0.7424
Epoch 53/150
691/691 [==============================] - 0s 100us/step - loss: 0.5417 - accuracy: 0.7381
Epoch 54/150
691/691 [==============================] - 0s 100us/step - loss: 0.5329 - accuracy: 0.7482
Epoch 55/150
691/691 [==============================] - 0s 100us/step - loss: 0.5382 - accuracy: 0.7525
Epoch 56/150
691/691 [==============================] - 0s 98us/step - loss: 0.5345 - accuracy: 0.7525
Epoch 57/150
691/691 [==============================] - 0s 97us/step - loss: 0.5437 - accuracy: 0.7091
Epoch 58/150
691/691 [==============================] - 0s 102us/step - loss: 0.5208 - accuracy: 0.7424
Epoch 59/150
691/691 [==============================] - 0s 95us/step - loss: 0.5340 - accuracy: 0.7598
Epoch 60/150
691/691 [==============================] - 0s 98us/step - loss: 0.5422 - accuracy: 0.7482
Epoch 61/150
691/691 [==============================] - 0s 97us/step - loss: 0.5474 - accuracy: 0.7381
Epoch 62/150
691/691 [==============================] - 0s 101us/step - loss: 0.5369 - accuracy: 0.7366
Epoch 63/150
691/691 [==============================] - 0s 97us/step - loss: 0.5559 - accuracy: 0.7221
Epoch 64/150
691/691 [==============================] - 0s 95us/step - loss: 0.5216 - accuracy: 0.7525
Epoch 65/150
691/691 [==============================] - 0s 97us/step - loss: 0.5491 - accuracy: 0.7192
Epoch 66/150
691/691 [==============================] - 0s 98us/step - loss: 0.5177 - accuracy: 0.7496
Epoch 67/150
691/691 [==============================] - 0s 95us/step - loss: 0.5105 - accuracy: 0.7598
Epoch 68/150
691/691 [==============================] - 0s 97us/step - loss: 0.5290 - accuracy: 0.7352
Epoch 69/150
691/691 [==============================] - 0s 95us/step - loss: 0.5199 - accuracy: 0.7540
Epoch 70/150
691/691 [==============================] - 0s 97us/step - loss: 0.5327 - accuracy: 0.7496
Epoch 71/150
691/691 [==============================] - 0s 97us/step - loss: 0.5219 - accuracy: 0.7496
Epoch 72/150
691/691 [==============================] - 0s 97us/step - loss: 0.5106 - accuracy: 0.7612
Epoch 73/150
691/691 [==============================] - 0s 98us/step - loss: 0.5203 - accuracy: 0.7424
Epoch 74/150
691/691 [==============================] - 0s 92us/step - loss: 0.5297 - accuracy: 0.7366
Epoch 75/150
691/691 [==============================] - 0s 89us/step - loss: 0.5088 - accuracy: 0.7612
Epoch 76/150
691/691 [==============================] - 0s 91us/step - loss: 0.5116 - accuracy: 0.7424
Epoch 77/150
691/691 [==============================] - 0s 91us/step - loss: 0.5009 - accuracy: 0.7482
Epoch 78/150
691/691 [==============================] - 0s 91us/step - loss: 0.5321 - accuracy: 0.7438
Epoch 79/150
691/691 [==============================] - 0s 95us/step - loss: 0.5131 - accuracy: 0.7467
Epoch 80/150
691/691 [==============================] - 0s 100us/step - loss: 0.5112 - accuracy: 0.7453
Epoch 81/150
691/691 [==============================] - 0s 97us/step - loss: 0.5124 - accuracy: 0.7453
Epoch 82/150
691/691 [==============================] - 0s 97us/step - loss: 0.5097 - accuracy: 0.7742
Epoch 83/150
691/691 [==============================] - 0s 97us/step - loss: 0.5209 - accuracy: 0.7453
Epoch 84/150
691/691 [==============================] - 0s 97us/step - loss: 0.5050 - accuracy: 0.7627
Epoch 85/150
691/691 [==============================] - 0s 98us/step - loss: 0.5147 - accuracy: 0.7583
Epoch 86/150
691/691 [==============================] - 0s 98us/step - loss: 0.5044 - accuracy: 0.7569
Epoch 87/150
691/691 [==============================] - 0s 98us/step - loss: 0.4999 - accuracy: 0.7569
Epoch 88/150
691/691 [==============================] - 0s 98us/step - loss: 0.5110 - accuracy: 0.7627
Epoch 89/150
691/691 [==============================] - 0s 97us/step - loss: 0.5076 - accuracy: 0.7540
Epoch 90/150
691/691 [==============================] - 0s 98us/step - loss: 0.5077 - accuracy: 0.7699
Epoch 91/150
691/691 [==============================] - 0s 100us/step - loss: 0.5003 - accuracy: 0.7713
Epoch 92/150
691/691 [==============================] - 0s 98us/step - loss: 0.5254 - accuracy: 0.7438
Epoch 93/150
691/691 [==============================] - 0s 98us/step - loss: 0.5027 - accuracy: 0.7742
Epoch 94/150
691/691 [==============================] - 0s 98us/step - loss: 0.5179 - accuracy: 0.7598
Epoch 95/150
691/691 [==============================] - 0s 102us/step - loss: 0.5096 - accuracy: 0.7641
Epoch 96/150
691/691 [==============================] - 0s 134us/step - loss: 0.5014 - accuracy: 0.7453
Epoch 97/150
691/691 [==============================] - 0s 105us/step - loss: 0.5058 - accuracy: 0.7540
Epoch 98/150
691/691 [==============================] - 0s 105us/step - loss: 0.5114 - accuracy: 0.7511
Epoch 99/150
691/691 [==============================] - 0s 104us/step - loss: 0.4971 - accuracy: 0.7742
Epoch 100/150
691/691 [==============================] - 0s 107us/step - loss: 0.5164 - accuracy: 0.7438
Epoch 101/150
691/691 [==============================] - 0s 107us/step - loss: 0.5067 - accuracy: 0.7569
Epoch 102/150
691/691 [==============================] - 0s 95us/step - loss: 0.5076 - accuracy: 0.7496
Epoch 103/150
691/691 [==============================] - 0s 92us/step - loss: 0.5025 - accuracy: 0.7525
Epoch 104/150
691/691 [==============================] - 0s 97us/step - loss: 0.5071 - accuracy: 0.7713
Epoch 105/150
691/691 [==============================] - 0s 95us/step - loss: 0.4917 - accuracy: 0.7569
Epoch 106/150
691/691 [==============================] - 0s 91us/step - loss: 0.5196 - accuracy: 0.7467
Epoch 107/150
691/691 [==============================] - 0s 97us/step - loss: 0.5148 - accuracy: 0.7525
Epoch 108/150
691/691 [==============================] - 0s 98us/step - loss: 0.4914 - accuracy: 0.7742
Epoch 109/150
691/691 [==============================] - 0s 100us/step - loss: 0.5093 - accuracy: 0.7554
Epoch 110/150
691/691 [==============================] - 0s 100us/step - loss: 0.5078 - accuracy: 0.7525
Epoch 111/150
691/691 [==============================] - 0s 98us/step - loss: 0.4914 - accuracy: 0.7670
Epoch 112/150
691/691 [==============================] - 0s 98us/step - loss: 0.5182 - accuracy: 0.7482
Epoch 113/150
691/691 [==============================] - 0s 100us/step - loss: 0.4837 - accuracy: 0.7757
Epoch 114/150
691/691 [==============================] - 0s 98us/step - loss: 0.5053 - accuracy: 0.7511
Epoch 115/150
691/691 [==============================] - 0s 100us/step - loss: 0.4865 - accuracy: 0.7569
Epoch 116/150
691/691 [==============================] - 0s 98us/step - loss: 0.5028 - accuracy: 0.7569
Epoch 117/150
691/691 [==============================] - 0s 97us/step - loss: 0.4887 - accuracy: 0.7656
Epoch 118/150
691/691 [==============================] - 0s 97us/step - loss: 0.4905 - accuracy: 0.7569
Epoch 119/150
691/691 [==============================] - 0s 97us/step - loss: 0.4943 - accuracy: 0.7685
Epoch 120/150
691/691 [==============================] - 0s 98us/step - loss: 0.4982 - accuracy: 0.7728
Epoch 121/150
691/691 [==============================] - 0s 101us/step - loss: 0.5007 - accuracy: 0.7540
Epoch 122/150
691/691 [==============================] - 0s 102us/step - loss: 0.4914 - accuracy: 0.7742
Epoch 123/150
691/691 [==============================] - 0s 97us/step - loss: 0.4825 - accuracy: 0.7685
Epoch 124/150
691/691 [==============================] - 0s 98us/step - loss: 0.4910 - accuracy: 0.7540
Epoch 125/150
691/691 [==============================] - 0s 97us/step - loss: 0.4878 - accuracy: 0.7685
Epoch 126/150
691/691 [==============================] - 0s 110us/step - loss: 0.5160 - accuracy: 0.7438
Epoch 127/150
691/691 [==============================] - 0s 110us/step - loss: 0.4951 - accuracy: 0.7641
Epoch 128/150
691/691 [==============================] - 0s 110us/step - loss: 0.4853 - accuracy: 0.7627
Epoch 129/150
691/691 [==============================] - 0s 110us/step - loss: 0.4861 - accuracy: 0.7699
Epoch 130/150
691/691 [==============================] - 0s 95us/step - loss: 0.4780 - accuracy: 0.7670
Epoch 131/150
691/691 [==============================] - 0s 89us/step - loss: 0.4999 - accuracy: 0.7569
Epoch 132/150
691/691 [==============================] - 0s 89us/step - loss: 0.4779 - accuracy: 0.7815
Epoch 133/150
691/691 [==============================] - 0s 91us/step - loss: 0.5070 - accuracy: 0.7554
Epoch 134/150
691/691 [==============================] - 0s 89us/step - loss: 0.4981 - accuracy: 0.7612
Epoch 135/150
691/691 [==============================] - 0s 98us/step - loss: 0.4995 - accuracy: 0.7554
Epoch 136/150
691/691 [==============================] - 0s 97us/step - loss: 0.4849 - accuracy: 0.7554
Epoch 137/150
691/691 [==============================] - 0s 98us/step - loss: 0.5069 - accuracy: 0.7554
Epoch 138/150
691/691 [==============================] - 0s 95us/step - loss: 0.4877 - accuracy: 0.7612
Epoch 139/150
691/691 [==============================] - 0s 100us/step - loss: 0.5093 - accuracy: 0.7540
Epoch 140/150
691/691 [==============================] - 0s 97us/step - loss: 0.4869 - accuracy: 0.7598
Epoch 141/150
691/691 [==============================] - 0s 100us/step - loss: 0.4931 - accuracy: 0.7641
Epoch 142/150
691/691 [==============================] - 0s 100us/step - loss: 0.4972 - accuracy: 0.7598
Epoch 143/150
691/691 [==============================] - 0s 100us/step - loss: 0.4844 - accuracy: 0.7670
Epoch 144/150
691/691 [==============================] - 0s 100us/step - loss: 0.4850 - accuracy: 0.7569
Epoch 145/150
691/691 [==============================] - 0s 97us/step - loss: 0.4801 - accuracy: 0.7786
Epoch 146/150
691/691 [==============================] - 0s 98us/step - loss: 0.4746 - accuracy: 0.7829
Epoch 147/150
691/691 [==============================] - 0s 95us/step - loss: 0.4799 - accuracy: 0.7713
Epoch 148/150
691/691 [==============================] - 0s 100us/step - loss: 0.4821 - accuracy: 0.7656
Epoch 149/150
691/691 [==============================] - 0s 98us/step - loss: 0.4876 - accuracy: 0.7771
Epoch 150/150
691/691 [==============================] - 0s 98us/step - loss: 0.4876 - accuracy: 0.7627
77/77 [==============================] - 0s 376us/step
Epoch 1/150
691/691 [==============================] - 0s 307us/step - loss: 2.2816 - accuracy: 0.5109
Epoch 2/150
691/691 [==============================] - 0s 98us/step - loss: 0.9769 - accuracy: 0.6107
Epoch 3/150
691/691 [==============================] - 0s 97us/step - loss: 0.9375 - accuracy: 0.6064
Epoch 4/150
691/691 [==============================] - 0s 98us/step - loss: 0.7476 - accuracy: 0.6556
Epoch 5/150
691/691 [==============================] - 0s 98us/step - loss: 0.7067 - accuracy: 0.6425
Epoch 6/150
691/691 [==============================] - 0s 97us/step - loss: 0.6878 - accuracy: 0.6744
Epoch 7/150
691/691 [==============================] - 0s 97us/step - loss: 0.6610 - accuracy: 0.6758
Epoch 8/150
691/691 [==============================] - 0s 100us/step - loss: 0.6600 - accuracy: 0.6787
Epoch 9/150
691/691 [==============================] - 0s 97us/step - loss: 0.6585 - accuracy: 0.6715
Epoch 10/150
691/691 [==============================] - 0s 98us/step - loss: 0.6364 - accuracy: 0.6715
Epoch 11/150
691/691 [==============================] - 0s 98us/step - loss: 0.6253 - accuracy: 0.6845
Epoch 12/150
691/691 [==============================] - 0s 97us/step - loss: 0.6076 - accuracy: 0.6903
Epoch 13/150
691/691 [==============================] - 0s 98us/step - loss: 0.6110 - accuracy: 0.6816
Epoch 14/150
691/691 [==============================] - 0s 100us/step - loss: 0.6033 - accuracy: 0.6802
Epoch 15/150
691/691 [==============================] - 0s 97us/step - loss: 0.6305 - accuracy: 0.6889
Epoch 16/150
691/691 [==============================] - 0s 98us/step - loss: 0.6099 - accuracy: 0.6889
Epoch 17/150
691/691 [==============================] - 0s 98us/step - loss: 0.5999 - accuracy: 0.6816
Epoch 18/150
691/691 [==============================] - 0s 98us/step - loss: 0.5888 - accuracy: 0.6946
Epoch 19/150
691/691 [==============================] - 0s 100us/step - loss: 0.5948 - accuracy: 0.7004
Epoch 20/150
691/691 [==============================] - 0s 97us/step - loss: 0.5893 - accuracy: 0.6932
Epoch 21/150
691/691 [==============================] - 0s 98us/step - loss: 0.5781 - accuracy: 0.6918
Epoch 22/150
691/691 [==============================] - 0s 98us/step - loss: 0.5822 - accuracy: 0.6961
Epoch 23/150
691/691 [==============================] - 0s 100us/step - loss: 0.5832 - accuracy: 0.6918
Epoch 24/150
691/691 [==============================] - 0s 95us/step - loss: 0.6021 - accuracy: 0.6802
Epoch 25/150
691/691 [==============================] - 0s 89us/step - loss: 0.5850 - accuracy: 0.7077
Epoch 26/150
691/691 [==============================] - 0s 91us/step - loss: 0.5771 - accuracy: 0.6961
Epoch 27/150
691/691 [==============================] - 0s 92us/step - loss: 0.5805 - accuracy: 0.6946
Epoch 28/150
691/691 [==============================] - 0s 92us/step - loss: 0.5710 - accuracy: 0.6990
Epoch 29/150
691/691 [==============================] - 0s 98us/step - loss: 0.5648 - accuracy: 0.7149
Epoch 30/150
691/691 [==============================] - 0s 100us/step - loss: 0.5837 - accuracy: 0.7033
Epoch 31/150
691/691 [==============================] - 0s 97us/step - loss: 0.5584 - accuracy: 0.7178
Epoch 32/150
691/691 [==============================] - 0s 98us/step - loss: 0.5637 - accuracy: 0.7106
Epoch 33/150
691/691 [==============================] - 0s 98us/step - loss: 0.5713 - accuracy: 0.7120
Epoch 34/150
691/691 [==============================] - 0s 100us/step - loss: 0.5547 - accuracy: 0.7149
Epoch 35/150
691/691 [==============================] - 0s 98us/step - loss: 0.5724 - accuracy: 0.7062
Epoch 36/150
691/691 [==============================] - 0s 107us/step - loss: 0.5745 - accuracy: 0.7033
Epoch 37/150
691/691 [==============================] - 0s 118us/step - loss: 0.5508 - accuracy: 0.7265
Epoch 38/150
691/691 [==============================] - 0s 110us/step - loss: 0.5648 - accuracy: 0.7207
Epoch 39/150
691/691 [==============================] - 0s 121us/step - loss: 0.5662 - accuracy: 0.7250
Epoch 40/150
691/691 [==============================] - 0s 104us/step - loss: 0.5498 - accuracy: 0.7323
Epoch 41/150
691/691 [==============================] - 0s 113us/step - loss: 0.5564 - accuracy: 0.7265
Epoch 42/150
691/691 [==============================] - 0s 100us/step - loss: 0.5518 - accuracy: 0.7337
Epoch 43/150
691/691 [==============================] - 0s 101us/step - loss: 0.5679 - accuracy: 0.7033
Epoch 44/150
691/691 [==============================] - 0s 104us/step - loss: 0.5569 - accuracy: 0.7250
Epoch 45/150
691/691 [==============================] - 0s 104us/step - loss: 0.5490 - accuracy: 0.7352
Epoch 46/150
691/691 [==============================] - 0s 98us/step - loss: 0.5448 - accuracy: 0.7149
Epoch 47/150
691/691 [==============================] - 0s 98us/step - loss: 0.5494 - accuracy: 0.7236
Epoch 48/150
691/691 [==============================] - 0s 100us/step - loss: 0.5650 - accuracy: 0.7062
Epoch 49/150
691/691 [==============================] - 0s 108us/step - loss: 0.5567 - accuracy: 0.7135
Epoch 50/150
691/691 [==============================] - 0s 127us/step - loss: 0.5603 - accuracy: 0.7323
Epoch 51/150
691/691 [==============================] - 0s 108us/step - loss: 0.5622 - accuracy: 0.6946
Epoch 52/150
691/691 [==============================] - 0s 92us/step - loss: 0.5489 - accuracy: 0.7265
Epoch 53/150
691/691 [==============================] - 0s 95us/step - loss: 0.5301 - accuracy: 0.7366
Epoch 54/150
691/691 [==============================] - 0s 117us/step - loss: 0.5468 - accuracy: 0.7410
Epoch 55/150
691/691 [==============================] - 0s 107us/step - loss: 0.5306 - accuracy: 0.7308
Epoch 56/150
691/691 [==============================] - 0s 100us/step - loss: 0.5326 - accuracy: 0.7496
Epoch 57/150
691/691 [==============================] - 0s 107us/step - loss: 0.5368 - accuracy: 0.7337
Epoch 58/150
691/691 [==============================] - 0s 111us/step - loss: 0.5375 - accuracy: 0.7308
Epoch 59/150
691/691 [==============================] - 0s 101us/step - loss: 0.5298 - accuracy: 0.7308
Epoch 60/150
691/691 [==============================] - 0s 101us/step - loss: 0.5273 - accuracy: 0.7410
Epoch 61/150
691/691 [==============================] - 0s 98us/step - loss: 0.5353 - accuracy: 0.7467
Epoch 62/150
691/691 [==============================] - 0s 100us/step - loss: 0.5297 - accuracy: 0.7178
Epoch 63/150
691/691 [==============================] - 0s 100us/step - loss: 0.5229 - accuracy: 0.7395
Epoch 64/150
691/691 [==============================] - 0s 100us/step - loss: 0.5220 - accuracy: 0.7236
Epoch 65/150
691/691 [==============================] - 0s 98us/step - loss: 0.5378 - accuracy: 0.7279
Epoch 66/150
691/691 [==============================] - 0s 101us/step - loss: 0.5362 - accuracy: 0.7395
Epoch 67/150
691/691 [==============================] - 0s 120us/step - loss: 0.5648 - accuracy: 0.7192
Epoch 68/150
691/691 [==============================] - 0s 111us/step - loss: 0.5391 - accuracy: 0.7250
Epoch 69/150
691/691 [==============================] - 0s 117us/step - loss: 0.5196 - accuracy: 0.7540
Epoch 70/150
691/691 [==============================] - 0s 105us/step - loss: 0.5174 - accuracy: 0.7482
Epoch 71/150
691/691 [==============================] - 0s 100us/step - loss: 0.5241 - accuracy: 0.7424
Epoch 72/150
691/691 [==============================] - 0s 100us/step - loss: 0.5239 - accuracy: 0.7410
Epoch 73/150
691/691 [==============================] - 0s 102us/step - loss: 0.5370 - accuracy: 0.7381
Epoch 74/150
691/691 [==============================] - 0s 100us/step - loss: 0.5277 - accuracy: 0.7395
Epoch 75/150
691/691 [==============================] - 0s 107us/step - loss: 0.5207 - accuracy: 0.7482
Epoch 76/150
691/691 [==============================] - 0s 100us/step - loss: 0.5271 - accuracy: 0.7294
Epoch 77/150
691/691 [==============================] - 0s 100us/step - loss: 0.5244 - accuracy: 0.7424
Epoch 78/150
691/691 [==============================] - 0s 97us/step - loss: 0.5106 - accuracy: 0.7554
Epoch 79/150
691/691 [==============================] - 0s 91us/step - loss: 0.5224 - accuracy: 0.7453
Epoch 80/150
691/691 [==============================] - 0s 97us/step - loss: 0.5203 - accuracy: 0.7453
Epoch 81/150
691/691 [==============================] - 0s 98us/step - loss: 0.5200 - accuracy: 0.7453
Epoch 82/150
691/691 [==============================] - 0s 110us/step - loss: 0.5172 - accuracy: 0.7511
Epoch 83/150
691/691 [==============================] - 0s 113us/step - loss: 0.5164 - accuracy: 0.7410
Epoch 84/150
691/691 [==============================] - 0s 114us/step - loss: 0.5378 - accuracy: 0.7279
Epoch 85/150
691/691 [==============================] - 0s 110us/step - loss: 0.5165 - accuracy: 0.7323
Epoch 86/150
691/691 [==============================] - 0s 101us/step - loss: 0.5139 - accuracy: 0.7511
Epoch 87/150
691/691 [==============================] - 0s 101us/step - loss: 0.5082 - accuracy: 0.7496
Epoch 88/150
691/691 [==============================] - 0s 100us/step - loss: 0.5272 - accuracy: 0.7496
Epoch 89/150
691/691 [==============================] - 0s 100us/step - loss: 0.5067 - accuracy: 0.7511
Epoch 90/150
691/691 [==============================] - 0s 101us/step - loss: 0.5794 - accuracy: 0.7395
Epoch 91/150
691/691 [==============================] - 0s 97us/step - loss: 0.5091 - accuracy: 0.7685
Epoch 92/150
691/691 [==============================] - 0s 98us/step - loss: 0.5163 - accuracy: 0.7598
Epoch 93/150
691/691 [==============================] - 0s 98us/step - loss: 0.5143 - accuracy: 0.7438
Epoch 94/150
691/691 [==============================] - 0s 98us/step - loss: 0.5263 - accuracy: 0.7381
Epoch 95/150
691/691 [==============================] - 0s 105us/step - loss: 0.5045 - accuracy: 0.7453
Epoch 96/150
691/691 [==============================] - 0s 123us/step - loss: 0.5217 - accuracy: 0.7352
Epoch 97/150
691/691 [==============================] - 0s 120us/step - loss: 0.5129 - accuracy: 0.7496
Epoch 98/150
691/691 [==============================] - 0s 101us/step - loss: 0.5146 - accuracy: 0.7482
Epoch 99/150
691/691 [==============================] - 0s 98us/step - loss: 0.5050 - accuracy: 0.7525
Epoch 100/150
691/691 [==============================] - 0s 100us/step - loss: 0.5007 - accuracy: 0.7627
Epoch 101/150
691/691 [==============================] - 0s 98us/step - loss: 0.5017 - accuracy: 0.7554
Epoch 102/150
691/691 [==============================] - 0s 97us/step - loss: 0.5079 - accuracy: 0.7540
Epoch 103/150
691/691 [==============================] - 0s 101us/step - loss: 0.5098 - accuracy: 0.7511
Epoch 104/150
691/691 [==============================] - 0s 98us/step - loss: 0.5007 - accuracy: 0.7656
Epoch 105/150
691/691 [==============================] - 0s 107us/step - loss: 0.4989 - accuracy: 0.7482
Epoch 106/150
691/691 [==============================] - 0s 115us/step - loss: 0.5073 - accuracy: 0.7612
Epoch 107/150
691/691 [==============================] - 0s 123us/step - loss: 0.5032 - accuracy: 0.7569
Epoch 108/150
691/691 [==============================] - 0s 121us/step - loss: 0.5029 - accuracy: 0.7467
Epoch 109/150
691/691 [==============================] - 0s 113us/step - loss: 0.5151 - accuracy: 0.7395
Epoch 110/150
691/691 [==============================] - 0s 101us/step - loss: 0.5010 - accuracy: 0.7656
Epoch 111/150
691/691 [==============================] - 0s 101us/step - loss: 0.5024 - accuracy: 0.7670
Epoch 112/150
691/691 [==============================] - 0s 101us/step - loss: 0.5287 - accuracy: 0.7453
Epoch 113/150
691/691 [==============================] - 0s 100us/step - loss: 0.4967 - accuracy: 0.7554
Epoch 114/150
691/691 [==============================] - 0s 98us/step - loss: 0.4944 - accuracy: 0.7641
Epoch 115/150
691/691 [==============================] - 0s 98us/step - loss: 0.4948 - accuracy: 0.7453
Epoch 116/150
691/691 [==============================] - 0s 100us/step - loss: 0.4991 - accuracy: 0.7627
Epoch 117/150
691/691 [==============================] - 0s 101us/step - loss: 0.5118 - accuracy: 0.7424
Epoch 118/150
691/691 [==============================] - 0s 101us/step - loss: 0.4937 - accuracy: 0.7612
Epoch 119/150
691/691 [==============================] - 0s 98us/step - loss: 0.5031 - accuracy: 0.7525
Epoch 120/150
691/691 [==============================] - 0s 98us/step - loss: 0.5056 - accuracy: 0.7569
Epoch 121/150
691/691 [==============================] - 0s 101us/step - loss: 0.5007 - accuracy: 0.7554
Epoch 122/150
691/691 [==============================] - 0s 100us/step - loss: 0.4972 - accuracy: 0.7540
Epoch 123/150
691/691 [==============================] - 0s 98us/step - loss: 0.4852 - accuracy: 0.7713
Epoch 124/150
691/691 [==============================] - 0s 101us/step - loss: 0.4947 - accuracy: 0.7598
Epoch 125/150
691/691 [==============================] - 0s 101us/step - loss: 0.5239 - accuracy: 0.7410
Epoch 126/150
691/691 [==============================] - 0s 126us/step - loss: 0.4957 - accuracy: 0.7612
Epoch 127/150
691/691 [==============================] - 0s 102us/step - loss: 0.5188 - accuracy: 0.7453
Epoch 128/150
691/691 [==============================] - 0s 98us/step - loss: 0.4935 - accuracy: 0.7612
Epoch 129/150
691/691 [==============================] - 0s 101us/step - loss: 0.4953 - accuracy: 0.7554
Epoch 130/150
691/691 [==============================] - 0s 107us/step - loss: 0.4883 - accuracy: 0.7467
Epoch 131/150
691/691 [==============================] - 0s 117us/step - loss: 0.4960 - accuracy: 0.7627
Epoch 132/150
691/691 [==============================] - 0s 126us/step - loss: 0.4953 - accuracy: 0.7699
Epoch 133/150
691/691 [==============================] - 0s 121us/step - loss: 0.4963 - accuracy: 0.7656
Epoch 134/150
691/691 [==============================] - 0s 120us/step - loss: 0.4927 - accuracy: 0.7641
Epoch 135/150
691/691 [==============================] - 0s 120us/step - loss: 0.4893 - accuracy: 0.7742
Epoch 136/150
691/691 [==============================] - 0s 114us/step - loss: 0.4937 - accuracy: 0.7771
Epoch 137/150
691/691 [==============================] - 0s 101us/step - loss: 0.5108 - accuracy: 0.7583
Epoch 138/150
691/691 [==============================] - 0s 100us/step - loss: 0.4939 - accuracy: 0.7540
Epoch 139/150
691/691 [==============================] - 0s 98us/step - loss: 0.4987 - accuracy: 0.7540
Epoch 140/150
691/691 [==============================] - 0s 100us/step - loss: 0.4985 - accuracy: 0.7641
Epoch 141/150
691/691 [==============================] - 0s 100us/step - loss: 0.4949 - accuracy: 0.7670
Epoch 142/150
691/691 [==============================] - 0s 101us/step - loss: 0.4975 - accuracy: 0.7554
Epoch 143/150
691/691 [==============================] - 0s 101us/step - loss: 0.4954 - accuracy: 0.7453
Epoch 144/150
691/691 [==============================] - 0s 100us/step - loss: 0.5050 - accuracy: 0.7569
Epoch 145/150
691/691 [==============================] - 0s 100us/step - loss: 0.5003 - accuracy: 0.7627
Epoch 146/150
691/691 [==============================] - 0s 98us/step - loss: 0.4910 - accuracy: 0.7641
Epoch 147/150
691/691 [==============================] - 0s 98us/step - loss: 0.4909 - accuracy: 0.7641
Epoch 148/150
691/691 [==============================] - 0s 111us/step - loss: 0.4841 - accuracy: 0.7699
Epoch 149/150
691/691 [==============================] - 0s 121us/step - loss: 0.4793 - accuracy: 0.7713
Epoch 150/150
691/691 [==============================] - 0s 123us/step - loss: 0.4938 - accuracy: 0.7583
77/77 [==============================] - 0s 466us/step
Epoch 1/150
691/691 [==============================] - 0s 370us/step - loss: 8.4302 - accuracy: 0.4530
Epoch 2/150
691/691 [==============================] - 0s 101us/step - loss: 1.1004 - accuracy: 0.6107
Epoch 3/150
691/691 [==============================] - 0s 123us/step - loss: 0.9759 - accuracy: 0.5861
Epoch 4/150
691/691 [==============================] - 0s 115us/step - loss: 0.9158 - accuracy: 0.6006
Epoch 5/150
691/691 [==============================] - 0s 102us/step - loss: 0.9189 - accuracy: 0.5962
Epoch 6/150
691/691 [==============================] - 0s 105us/step - loss: 0.8774 - accuracy: 0.6151
Epoch 7/150
691/691 [==============================] - 0s 104us/step - loss: 0.8087 - accuracy: 0.6093
Epoch 8/150
691/691 [==============================] - 0s 114us/step - loss: 0.7683 - accuracy: 0.6324
Epoch 9/150
691/691 [==============================] - 0s 124us/step - loss: 0.7703 - accuracy: 0.6064
Epoch 10/150
691/691 [==============================] - 0s 126us/step - loss: 0.7197 - accuracy: 0.6266
Epoch 11/150
691/691 [==============================] - 0s 117us/step - loss: 0.7197 - accuracy: 0.6208
Epoch 12/150
691/691 [==============================] - 0s 123us/step - loss: 0.6811 - accuracy: 0.6498
Epoch 13/150
691/691 [==============================] - 0s 124us/step - loss: 0.7003 - accuracy: 0.6512
Epoch 14/150
691/691 [==============================] - 0s 123us/step - loss: 0.6580 - accuracy: 0.6570
Epoch 15/150
691/691 [==============================] - 0s 118us/step - loss: 0.6333 - accuracy: 0.6758
Epoch 16/150
691/691 [==============================] - 0s 124us/step - loss: 0.6260 - accuracy: 0.6787
Epoch 17/150
691/691 [==============================] - 0s 120us/step - loss: 0.6396 - accuracy: 0.6831
Epoch 18/150
691/691 [==============================] - 0s 110us/step - loss: 0.6663 - accuracy: 0.6339
Epoch 19/150
691/691 [==============================] - 0s 104us/step - loss: 0.6241 - accuracy: 0.6744
Epoch 20/150
691/691 [==============================] - 0s 113us/step - loss: 0.6213 - accuracy: 0.6990
Epoch 21/150
691/691 [==============================] - 0s 110us/step - loss: 0.6225 - accuracy: 0.6932
Epoch 22/150
691/691 [==============================] - ETA: 0s - loss: 0.6423 - accuracy: 0.67 - 0s 110us/step - loss: 0.6407 - accuracy: 0.6700
Epoch 23/150
691/691 [==============================] - 0s 113us/step - loss: 0.6119 - accuracy: 0.6903
Epoch 24/150
691/691 [==============================] - 0s 113us/step - loss: 0.5884 - accuracy: 0.7091
Epoch 25/150
691/691 [==============================] - 0s 121us/step - loss: 0.5985 - accuracy: 0.7077
Epoch 26/150
691/691 [==============================] - 0s 124us/step - loss: 0.6077 - accuracy: 0.6961
Epoch 27/150
691/691 [==============================] - 0s 117us/step - loss: 0.5914 - accuracy: 0.6946
Epoch 28/150
691/691 [==============================] - 0s 117us/step - loss: 0.5909 - accuracy: 0.6918
Epoch 29/150
691/691 [==============================] - 0s 105us/step - loss: 0.5947 - accuracy: 0.7019
Epoch 30/150
691/691 [==============================] - 0s 108us/step - loss: 0.5952 - accuracy: 0.7048
Epoch 31/150
691/691 [==============================] - 0s 104us/step - loss: 0.5906 - accuracy: 0.7149
Epoch 32/150
691/691 [==============================] - 0s 102us/step - loss: 0.5937 - accuracy: 0.7062
Epoch 33/150
691/691 [==============================] - 0s 107us/step - loss: 0.5610 - accuracy: 0.7120
Epoch 34/150
691/691 [==============================] - 0s 108us/step - loss: 0.5678 - accuracy: 0.7149
Epoch 35/150
691/691 [==============================] - 0s 108us/step - loss: 0.5699 - accuracy: 0.7207
Epoch 36/150
691/691 [==============================] - 0s 104us/step - loss: 0.5926 - accuracy: 0.7221
Epoch 37/150
691/691 [==============================] - 0s 108us/step - loss: 0.5510 - accuracy: 0.7236
Epoch 38/150
691/691 [==============================] - 0s 110us/step - loss: 0.5603 - accuracy: 0.7279
Epoch 39/150
691/691 [==============================] - 0s 117us/step - loss: 0.5711 - accuracy: 0.7236
Epoch 40/150
691/691 [==============================] - 0s 104us/step - loss: 0.5738 - accuracy: 0.7178
Epoch 41/150
691/691 [==============================] - 0s 104us/step - loss: 0.5730 - accuracy: 0.7250
Epoch 42/150
691/691 [==============================] - 0s 105us/step - loss: 0.5896 - accuracy: 0.7120
Epoch 43/150
691/691 [==============================] - 0s 101us/step - loss: 0.5971 - accuracy: 0.7395
Epoch 44/150
691/691 [==============================] - 0s 100us/step - loss: 0.5640 - accuracy: 0.7164
Epoch 45/150
691/691 [==============================] - 0s 98us/step - loss: 0.5576 - accuracy: 0.7149
Epoch 46/150
691/691 [==============================] - 0s 102us/step - loss: 0.5395 - accuracy: 0.7395
Epoch 47/150
691/691 [==============================] - 0s 107us/step - loss: 0.5702 - accuracy: 0.7207
Epoch 48/150
691/691 [==============================] - 0s 104us/step - loss: 0.5650 - accuracy: 0.7207
Epoch 49/150
691/691 [==============================] - 0s 105us/step - loss: 0.5643 - accuracy: 0.7279
Epoch 50/150
691/691 [==============================] - 0s 113us/step - loss: 0.5575 - accuracy: 0.7236
Epoch 51/150
691/691 [==============================] - 0s 131us/step - loss: 0.5794 - accuracy: 0.7178
Epoch 52/150
691/691 [==============================] - 0s 128us/step - loss: 0.5566 - accuracy: 0.7164
Epoch 53/150
691/691 [==============================] - 0s 120us/step - loss: 0.5500 - accuracy: 0.7352
Epoch 54/150
691/691 [==============================] - 0s 115us/step - loss: 0.5570 - accuracy: 0.7323
Epoch 55/150
691/691 [==============================] - 0s 114us/step - loss: 0.5492 - accuracy: 0.7192
Epoch 56/150
691/691 [==============================] - 0s 110us/step - loss: 0.5790 - accuracy: 0.7004
Epoch 57/150
691/691 [==============================] - 0s 156us/step - loss: 0.5449 - accuracy: 0.7250
Epoch 58/150
691/691 [==============================] - 0s 137us/step - loss: 0.5505 - accuracy: 0.7337
Epoch 59/150
691/691 [==============================] - 0s 121us/step - loss: 0.5465 - accuracy: 0.7410
Epoch 60/150
691/691 [==============================] - 0s 120us/step - loss: 0.5536 - accuracy: 0.7366
Epoch 61/150
691/691 [==============================] - 0s 115us/step - loss: 0.5491 - accuracy: 0.7091
Epoch 62/150
691/691 [==============================] - 0s 123us/step - loss: 0.5415 - accuracy: 0.7323
Epoch 63/150
691/691 [==============================] - 0s 118us/step - loss: 0.5431 - accuracy: 0.7308
Epoch 64/150
691/691 [==============================] - 0s 121us/step - loss: 0.5515 - accuracy: 0.7265
Epoch 65/150
691/691 [==============================] - 0s 113us/step - loss: 0.5509 - accuracy: 0.7265
Epoch 66/150
691/691 [==============================] - 0s 104us/step - loss: 0.5610 - accuracy: 0.7323
Epoch 67/150
691/691 [==============================] - 0s 100us/step - loss: 0.5362 - accuracy: 0.7135
Epoch 68/150
691/691 [==============================] - 0s 101us/step - loss: 0.5404 - accuracy: 0.7294
Epoch 69/150
691/691 [==============================] - 0s 101us/step - loss: 0.5405 - accuracy: 0.7366
Epoch 70/150
691/691 [==============================] - 0s 120us/step - loss: 0.5291 - accuracy: 0.7410
Epoch 71/150
691/691 [==============================] - 0s 127us/step - loss: 0.5244 - accuracy: 0.7381
Epoch 72/150
691/691 [==============================] - 0s 130us/step - loss: 0.5513 - accuracy: 0.7294
Epoch 73/150
691/691 [==============================] - 0s 115us/step - loss: 0.5454 - accuracy: 0.7250
Epoch 74/150
691/691 [==============================] - 0s 105us/step - loss: 0.6315 - accuracy: 0.7250
Epoch 75/150
691/691 [==============================] - 0s 105us/step - loss: 0.5280 - accuracy: 0.7395
Epoch 76/150
691/691 [==============================] - 0s 104us/step - loss: 0.5300 - accuracy: 0.7337
Epoch 77/150
691/691 [==============================] - 0s 105us/step - loss: 0.5338 - accuracy: 0.7496
Epoch 78/150
691/691 [==============================] - 0s 104us/step - loss: 0.5227 - accuracy: 0.7410
Epoch 79/150
691/691 [==============================] - 0s 104us/step - loss: 0.5443 - accuracy: 0.7250
Epoch 80/150
691/691 [==============================] - 0s 104us/step - loss: 0.5360 - accuracy: 0.7381
Epoch 81/150
691/691 [==============================] - 0s 105us/step - loss: 0.5338 - accuracy: 0.7366
Epoch 82/150
691/691 [==============================] - 0s 104us/step - loss: 0.5479 - accuracy: 0.7323
Epoch 83/150
691/691 [==============================] - 0s 102us/step - loss: 0.5240 - accuracy: 0.7540
Epoch 84/150
691/691 [==============================] - 0s 102us/step - loss: 0.5231 - accuracy: 0.7424
Epoch 85/150
691/691 [==============================] - 0s 104us/step - loss: 0.5780 - accuracy: 0.7048
Epoch 86/150
691/691 [==============================] - 0s 101us/step - loss: 0.5225 - accuracy: 0.7511
Epoch 87/150
691/691 [==============================] - 0s 104us/step - loss: 0.5194 - accuracy: 0.7453
Epoch 88/150
691/691 [==============================] - 0s 104us/step - loss: 0.6085 - accuracy: 0.7106
Epoch 89/150
691/691 [==============================] - 0s 104us/step - loss: 0.5363 - accuracy: 0.7424
Epoch 90/150
691/691 [==============================] - 0s 105us/step - loss: 0.5244 - accuracy: 0.7424
Epoch 91/150
691/691 [==============================] - 0s 104us/step - loss: 0.5105 - accuracy: 0.7496
Epoch 92/150
691/691 [==============================] - 0s 100us/step - loss: 0.5188 - accuracy: 0.7467
Epoch 93/150
691/691 [==============================] - 0s 97us/step - loss: 0.5194 - accuracy: 0.7337
Epoch 94/150
691/691 [==============================] - 0s 97us/step - loss: 0.5210 - accuracy: 0.7395
Epoch 95/150
691/691 [==============================] - 0s 97us/step - loss: 0.5071 - accuracy: 0.7467
Epoch 96/150
691/691 [==============================] - 0s 114us/step - loss: 0.5172 - accuracy: 0.7482
Epoch 97/150
691/691 [==============================] - 0s 130us/step - loss: 0.5405 - accuracy: 0.7265
Epoch 98/150
691/691 [==============================] - 0s 128us/step - loss: 0.5134 - accuracy: 0.7496
Epoch 99/150
691/691 [==============================] - 0s 128us/step - loss: 0.5130 - accuracy: 0.7641
Epoch 100/150
691/691 [==============================] - 0s 118us/step - loss: 0.5364 - accuracy: 0.7569
Epoch 101/150
691/691 [==============================] - 0s 108us/step - loss: 0.5150 - accuracy: 0.7496
Epoch 102/150
691/691 [==============================] - 0s 104us/step - loss: 0.5020 - accuracy: 0.7540
Epoch 103/150
691/691 [==============================] - 0s 105us/step - loss: 0.5197 - accuracy: 0.7366
Epoch 104/150
691/691 [==============================] - 0s 104us/step - loss: 0.4949 - accuracy: 0.7569
Epoch 105/150
691/691 [==============================] - 0s 124us/step - loss: 0.5040 - accuracy: 0.7525
Epoch 106/150
691/691 [==============================] - 0s 128us/step - loss: 0.5230 - accuracy: 0.7381
Epoch 107/150
691/691 [==============================] - 0s 130us/step - loss: 0.5069 - accuracy: 0.7496
Epoch 108/150
691/691 [==============================] - 0s 127us/step - loss: 0.5132 - accuracy: 0.7670
Epoch 109/150
691/691 [==============================] - 0s 110us/step - loss: 0.5122 - accuracy: 0.7438
Epoch 110/150
691/691 [==============================] - 0s 107us/step - loss: 0.5148 - accuracy: 0.7381
Epoch 111/150
691/691 [==============================] - 0s 105us/step - loss: 0.5272 - accuracy: 0.7366
Epoch 112/150
691/691 [==============================] - 0s 111us/step - loss: 0.5084 - accuracy: 0.7467
Epoch 113/150
691/691 [==============================] - 0s 120us/step - loss: 0.4984 - accuracy: 0.7598
Epoch 114/150
691/691 [==============================] - 0s 123us/step - loss: 0.5057 - accuracy: 0.7569
Epoch 115/150
691/691 [==============================] - 0s 118us/step - loss: 0.5067 - accuracy: 0.7554
Epoch 116/150
691/691 [==============================] - 0s 115us/step - loss: 0.4962 - accuracy: 0.7598
Epoch 117/150
691/691 [==============================] - 0s 101us/step - loss: 0.5485 - accuracy: 0.7366
Epoch 118/150
691/691 [==============================] - 0s 102us/step - loss: 0.5027 - accuracy: 0.7583
Epoch 119/150
691/691 [==============================] - 0s 102us/step - loss: 0.5455 - accuracy: 0.7294
Epoch 120/150
691/691 [==============================] - 0s 107us/step - loss: 0.5073 - accuracy: 0.7583
Epoch 121/150
691/691 [==============================] - 0s 110us/step - loss: 0.4950 - accuracy: 0.7482
Epoch 122/150
691/691 [==============================] - 0s 108us/step - loss: 0.4985 - accuracy: 0.7641
Epoch 123/150
691/691 [==============================] - 0s 110us/step - loss: 0.5047 - accuracy: 0.7438
Epoch 124/150
691/691 [==============================] - 0s 124us/step - loss: 0.4987 - accuracy: 0.7641
Epoch 125/150
691/691 [==============================] - ETA: 0s - loss: 0.5336 - accuracy: 0.74 - 0s 130us/step - loss: 0.4990 - accuracy: 0.7525
Epoch 126/150
691/691 [==============================] - 0s 137us/step - loss: 0.4931 - accuracy: 0.7525
Epoch 127/150
691/691 [==============================] - 0s 146us/step - loss: 0.4750 - accuracy: 0.7728
Epoch 128/150
691/691 [==============================] - 0s 113us/step - loss: 0.5078 - accuracy: 0.7410
Epoch 129/150
691/691 [==============================] - 0s 110us/step - loss: 0.4947 - accuracy: 0.7438
Epoch 130/150
691/691 [==============================] - 0s 107us/step - loss: 0.4994 - accuracy: 0.7511
Epoch 131/150
691/691 [==============================] - 0s 105us/step - loss: 0.5420 - accuracy: 0.7366
Epoch 132/150
691/691 [==============================] - 0s 107us/step - loss: 0.4888 - accuracy: 0.7598
Epoch 133/150
691/691 [==============================] - 0s 110us/step - loss: 0.4827 - accuracy: 0.7656
Epoch 134/150
691/691 [==============================] - 0s 105us/step - loss: 0.4817 - accuracy: 0.7742
Epoch 135/150
691/691 [==============================] - 0s 110us/step - loss: 0.4964 - accuracy: 0.7540
Epoch 136/150
691/691 [==============================] - 0s 104us/step - loss: 0.4881 - accuracy: 0.7670
Epoch 137/150
691/691 [==============================] - 0s 111us/step - loss: 0.4907 - accuracy: 0.7713
Epoch 138/150
691/691 [==============================] - 0s 108us/step - loss: 0.5126 - accuracy: 0.7424
Epoch 139/150
691/691 [==============================] - 0s 105us/step - loss: 0.4965 - accuracy: 0.7525
Epoch 140/150
691/691 [==============================] - 0s 110us/step - loss: 0.4912 - accuracy: 0.7540
Epoch 141/150
691/691 [==============================] - 0s 105us/step - loss: 0.4894 - accuracy: 0.7670
Epoch 142/150
691/691 [==============================] - 0s 101us/step - loss: 0.4805 - accuracy: 0.7598
Epoch 143/150
691/691 [==============================] - 0s 117us/step - loss: 0.4925 - accuracy: 0.7612
Epoch 144/150
691/691 [==============================] - 0s 113us/step - loss: 0.4912 - accuracy: 0.7598
Epoch 145/150
691/691 [==============================] - 0s 117us/step - loss: 0.4846 - accuracy: 0.7800
Epoch 146/150
691/691 [==============================] - 0s 111us/step - loss: 0.4758 - accuracy: 0.7713
Epoch 147/150
691/691 [==============================] - 0s 104us/step - loss: 0.4699 - accuracy: 0.7800
Epoch 148/150
691/691 [==============================] - 0s 107us/step - loss: 0.4914 - accuracy: 0.7583
Epoch 149/150
691/691 [==============================] - 0s 108us/step - loss: 0.4741 - accuracy: 0.7858
Epoch 150/150
691/691 [==============================] - 0s 104us/step - loss: 0.4863 - accuracy: 0.7713
77/77 [==============================] - 0s 544us/step
Epoch 1/150
691/691 [==============================] - 0s 348us/step - loss: 1.1033 - accuracy: 0.5774
Epoch 2/150
691/691 [==============================] - 0s 105us/step - loss: 0.8160 - accuracy: 0.5904
Epoch 3/150
691/691 [==============================] - 0s 101us/step - loss: 0.7328 - accuracy: 0.6107
Epoch 4/150
691/691 [==============================] - 0s 113us/step - loss: 0.7032 - accuracy: 0.6324
Epoch 5/150
691/691 [==============================] - 0s 105us/step - loss: 0.7021 - accuracy: 0.6397
Epoch 6/150
691/691 [==============================] - 0s 108us/step - loss: 0.7045 - accuracy: 0.6411
Epoch 7/150
691/691 [==============================] - 0s 110us/step - loss: 0.6783 - accuracy: 0.6527
Epoch 8/150
691/691 [==============================] - 0s 113us/step - loss: 0.6484 - accuracy: 0.6700
Epoch 9/150
691/691 [==============================] - 0s 108us/step - loss: 0.6255 - accuracy: 0.6758
Epoch 10/150
691/691 [==============================] - 0s 104us/step - loss: 0.6361 - accuracy: 0.6527
Epoch 11/150
691/691 [==============================] - 0s 110us/step - loss: 0.6176 - accuracy: 0.6715
Epoch 12/150
691/691 [==============================] - 0s 113us/step - loss: 0.6194 - accuracy: 0.6643
Epoch 13/150
691/691 [==============================] - 0s 108us/step - loss: 0.6086 - accuracy: 0.6585
Epoch 14/150
691/691 [==============================] - 0s 104us/step - loss: 0.6204 - accuracy: 0.6614
Epoch 15/150
691/691 [==============================] - 0s 115us/step - loss: 0.5937 - accuracy: 0.6845
Epoch 16/150
691/691 [==============================] - 0s 124us/step - loss: 0.6178 - accuracy: 0.6643
Epoch 17/150
691/691 [==============================] - 0s 108us/step - loss: 0.6086 - accuracy: 0.6773
Epoch 18/150
691/691 [==============================] - 0s 104us/step - loss: 0.5819 - accuracy: 0.6975
Epoch 19/150
691/691 [==============================] - 0s 105us/step - loss: 0.5902 - accuracy: 0.6816
Epoch 20/150
691/691 [==============================] - 0s 104us/step - loss: 0.5864 - accuracy: 0.6975
Epoch 21/150
691/691 [==============================] - 0s 102us/step - loss: 0.6162 - accuracy: 0.6889
Epoch 22/150
691/691 [==============================] - 0s 108us/step - loss: 0.5753 - accuracy: 0.7077
Epoch 23/150
691/691 [==============================] - 0s 110us/step - loss: 0.5832 - accuracy: 0.6918
Epoch 24/150
691/691 [==============================] - 0s 105us/step - loss: 0.5815 - accuracy: 0.7077
Epoch 25/150
691/691 [==============================] - 0s 108us/step - loss: 0.5786 - accuracy: 0.7106
Epoch 26/150
691/691 [==============================] - 0s 113us/step - loss: 0.5842 - accuracy: 0.7221
Epoch 27/150
691/691 [==============================] - 0s 113us/step - loss: 0.5775 - accuracy: 0.7135
Epoch 28/150
691/691 [==============================] - 0s 110us/step - loss: 0.5872 - accuracy: 0.7033
Epoch 29/150
691/691 [==============================] - 0s 110us/step - loss: 0.5829 - accuracy: 0.7019
Epoch 30/150
691/691 [==============================] - 0s 104us/step - loss: 0.5797 - accuracy: 0.7149
Epoch 31/150
691/691 [==============================] - 0s 101us/step - loss: 0.5648 - accuracy: 0.7048
Epoch 32/150
691/691 [==============================] - 0s 102us/step - loss: 0.5706 - accuracy: 0.7062
Epoch 33/150
691/691 [==============================] - 0s 104us/step - loss: 0.5758 - accuracy: 0.7120
Epoch 34/150
691/691 [==============================] - 0s 124us/step - loss: 0.5708 - accuracy: 0.7149
Epoch 35/150
691/691 [==============================] - 0s 123us/step - loss: 0.5694 - accuracy: 0.7265
Epoch 36/150
691/691 [==============================] - 0s 126us/step - loss: 0.5876 - accuracy: 0.6990
Epoch 37/150
691/691 [==============================] - 0s 108us/step - loss: 0.5699 - accuracy: 0.7207
Epoch 38/150
691/691 [==============================] - 0s 105us/step - loss: 0.5641 - accuracy: 0.7294
Epoch 39/150
691/691 [==============================] - 0s 105us/step - loss: 0.5689 - accuracy: 0.7192
Epoch 40/150
691/691 [==============================] - 0s 107us/step - loss: 0.5651 - accuracy: 0.7250
Epoch 41/150
691/691 [==============================] - 0s 126us/step - loss: 0.5777 - accuracy: 0.7250
Epoch 42/150
691/691 [==============================] - 0s 110us/step - loss: 0.5557 - accuracy: 0.7192
Epoch 43/150
691/691 [==============================] - 0s 105us/step - loss: 0.5802 - accuracy: 0.7178
Epoch 44/150
691/691 [==============================] - 0s 105us/step - loss: 0.5718 - accuracy: 0.6946
Epoch 45/150
691/691 [==============================] - 0s 113us/step - loss: 0.5571 - accuracy: 0.7265
Epoch 46/150
691/691 [==============================] - 0s 105us/step - loss: 0.5541 - accuracy: 0.7308
Epoch 47/150
691/691 [==============================] - 0s 107us/step - loss: 0.5593 - accuracy: 0.7279
Epoch 48/150
691/691 [==============================] - 0s 107us/step - loss: 0.5722 - accuracy: 0.7250
Epoch 49/150
691/691 [==============================] - 0s 105us/step - loss: 0.5520 - accuracy: 0.7178
Epoch 50/150
691/691 [==============================] - 0s 108us/step - loss: 0.5459 - accuracy: 0.7366
Epoch 51/150
691/691 [==============================] - 0s 105us/step - loss: 0.5787 - accuracy: 0.7221
Epoch 52/150
691/691 [==============================] - 0s 110us/step - loss: 0.5674 - accuracy: 0.7207
Epoch 53/150
691/691 [==============================] - 0s 104us/step - loss: 0.5528 - accuracy: 0.7279
Epoch 54/150
691/691 [==============================] - 0s 98us/step - loss: 0.5517 - accuracy: 0.7308
Epoch 55/150
691/691 [==============================] - 0s 105us/step - loss: 0.5456 - accuracy: 0.7381
Epoch 56/150
691/691 [==============================] - 0s 98us/step - loss: 0.5582 - accuracy: 0.7149
Epoch 57/150
691/691 [==============================] - 0s 100us/step - loss: 0.5521 - accuracy: 0.7164
Epoch 58/150
691/691 [==============================] - 0s 101us/step - loss: 0.5430 - accuracy: 0.7308
Epoch 59/150
691/691 [==============================] - 0s 107us/step - loss: 0.5392 - accuracy: 0.7381
Epoch 60/150
691/691 [==============================] - 0s 102us/step - loss: 0.5355 - accuracy: 0.7236
Epoch 61/150
691/691 [==============================] - 0s 105us/step - loss: 0.5530 - accuracy: 0.7207
Epoch 62/150
691/691 [==============================] - 0s 104us/step - loss: 0.5521 - accuracy: 0.7294
Epoch 63/150
691/691 [==============================] - 0s 107us/step - loss: 0.5473 - accuracy: 0.7294
Epoch 64/150
691/691 [==============================] - 0s 110us/step - loss: 0.5452 - accuracy: 0.7135
Epoch 65/150
691/691 [==============================] - 0s 108us/step - loss: 0.5510 - accuracy: 0.7236
Epoch 66/150
691/691 [==============================] - 0s 105us/step - loss: 0.5429 - accuracy: 0.7337
Epoch 67/150
691/691 [==============================] - 0s 107us/step - loss: 0.5362 - accuracy: 0.7308
Epoch 68/150
691/691 [==============================] - 0s 104us/step - loss: 0.5269 - accuracy: 0.7511
Epoch 69/150
691/691 [==============================] - 0s 105us/step - loss: 0.5360 - accuracy: 0.7352
Epoch 70/150
691/691 [==============================] - 0s 102us/step - loss: 0.5547 - accuracy: 0.7164
Epoch 71/150
691/691 [==============================] - 0s 107us/step - loss: 0.5330 - accuracy: 0.7323
Epoch 72/150
691/691 [==============================] - 0s 104us/step - loss: 0.5387 - accuracy: 0.7294
Epoch 73/150
691/691 [==============================] - 0s 105us/step - loss: 0.5449 - accuracy: 0.7308
Epoch 74/150
691/691 [==============================] - 0s 105us/step - loss: 0.5653 - accuracy: 0.7149
Epoch 75/150
691/691 [==============================] - 0s 105us/step - loss: 0.5237 - accuracy: 0.7424
Epoch 76/150
691/691 [==============================] - 0s 105us/step - loss: 0.5317 - accuracy: 0.7438
Epoch 77/150
691/691 [==============================] - 0s 105us/step - loss: 0.5337 - accuracy: 0.7424
Epoch 78/150
691/691 [==============================] - 0s 108us/step - loss: 0.5302 - accuracy: 0.7453
Epoch 79/150
691/691 [==============================] - 0s 107us/step - loss: 0.5333 - accuracy: 0.7294
Epoch 80/150
691/691 [==============================] - 0s 102us/step - loss: 0.5272 - accuracy: 0.7496
Epoch 81/150
691/691 [==============================] - 0s 104us/step - loss: 0.5315 - accuracy: 0.7424
Epoch 82/150
691/691 [==============================] - 0s 102us/step - loss: 0.5258 - accuracy: 0.7496
Epoch 83/150
691/691 [==============================] - 0s 98us/step - loss: 0.5357 - accuracy: 0.7308
Epoch 84/150
691/691 [==============================] - 0s 102us/step - loss: 0.5433 - accuracy: 0.7438
Epoch 85/150
691/691 [==============================] - 0s 104us/step - loss: 0.5252 - accuracy: 0.7453
Epoch 86/150
691/691 [==============================] - 0s 110us/step - loss: 0.5296 - accuracy: 0.7410
Epoch 87/150
691/691 [==============================] - 0s 104us/step - loss: 0.5183 - accuracy: 0.7352
Epoch 88/150
691/691 [==============================] - 0s 104us/step - loss: 0.5168 - accuracy: 0.7424
Epoch 89/150
691/691 [==============================] - 0s 105us/step - loss: 0.5190 - accuracy: 0.7511
Epoch 90/150
691/691 [==============================] - 0s 105us/step - loss: 0.5386 - accuracy: 0.7250
Epoch 91/150
691/691 [==============================] - 0s 108us/step - loss: 0.5151 - accuracy: 0.7540
Epoch 92/150
691/691 [==============================] - 0s 108us/step - loss: 0.5150 - accuracy: 0.7569
Epoch 93/150
691/691 [==============================] - 0s 108us/step - loss: 0.5287 - accuracy: 0.7410
Epoch 94/150
691/691 [==============================] - 0s 108us/step - loss: 0.5196 - accuracy: 0.7482
Epoch 95/150
691/691 [==============================] - 0s 104us/step - loss: 0.5251 - accuracy: 0.7424
Epoch 96/150
691/691 [==============================] - 0s 105us/step - loss: 0.5208 - accuracy: 0.7540
Epoch 97/150
691/691 [==============================] - 0s 102us/step - loss: 0.5307 - accuracy: 0.7323
Epoch 98/150
691/691 [==============================] - 0s 108us/step - loss: 0.5244 - accuracy: 0.7410
Epoch 99/150
691/691 [==============================] - 0s 105us/step - loss: 0.5077 - accuracy: 0.7540
Epoch 100/150
691/691 [==============================] - 0s 105us/step - loss: 0.5289 - accuracy: 0.7438
Epoch 101/150
691/691 [==============================] - 0s 104us/step - loss: 0.5146 - accuracy: 0.7583
Epoch 102/150
691/691 [==============================] - 0s 105us/step - loss: 0.5133 - accuracy: 0.7525
Epoch 103/150
691/691 [==============================] - 0s 107us/step - loss: 0.5039 - accuracy: 0.7525
Epoch 104/150
691/691 [==============================] - 0s 105us/step - loss: 0.5209 - accuracy: 0.7453
Epoch 105/150
691/691 [==============================] - 0s 108us/step - loss: 0.5111 - accuracy: 0.7482
Epoch 106/150
691/691 [==============================] - 0s 105us/step - loss: 0.5175 - accuracy: 0.7511
Epoch 107/150
691/691 [==============================] - 0s 101us/step - loss: 0.5100 - accuracy: 0.7511
Epoch 108/150
691/691 [==============================] - 0s 101us/step - loss: 0.5217 - accuracy: 0.7467
Epoch 109/150
691/691 [==============================] - 0s 102us/step - loss: 0.5184 - accuracy: 0.7453
Epoch 110/150
691/691 [==============================] - 0s 100us/step - loss: 0.5311 - accuracy: 0.7496
Epoch 111/150
691/691 [==============================] - 0s 102us/step - loss: 0.5133 - accuracy: 0.7410
Epoch 112/150
691/691 [==============================] - 0s 108us/step - loss: 0.5014 - accuracy: 0.7612
Epoch 113/150
691/691 [==============================] - 0s 107us/step - loss: 0.5126 - accuracy: 0.7525
Epoch 114/150
691/691 [==============================] - 0s 107us/step - loss: 0.5125 - accuracy: 0.7482
Epoch 115/150
691/691 [==============================] - 0s 104us/step - loss: 0.5145 - accuracy: 0.7467
Epoch 116/150
691/691 [==============================] - 0s 104us/step - loss: 0.5057 - accuracy: 0.7713
Epoch 117/150
691/691 [==============================] - 0s 105us/step - loss: 0.5169 - accuracy: 0.7511
Epoch 118/150
691/691 [==============================] - 0s 105us/step - loss: 0.5052 - accuracy: 0.7598
Epoch 119/150
691/691 [==============================] - 0s 104us/step - loss: 0.5052 - accuracy: 0.7482
Epoch 120/150
691/691 [==============================] - 0s 105us/step - loss: 0.5035 - accuracy: 0.7627
Epoch 121/150
691/691 [==============================] - 0s 105us/step - loss: 0.5092 - accuracy: 0.7612
Epoch 122/150
691/691 [==============================] - 0s 107us/step - loss: 0.5071 - accuracy: 0.7453
Epoch 123/150
691/691 [==============================] - 0s 105us/step - loss: 0.4990 - accuracy: 0.7525
Epoch 124/150
691/691 [==============================] - 0s 104us/step - loss: 0.5049 - accuracy: 0.7554
Epoch 125/150
691/691 [==============================] - 0s 107us/step - loss: 0.4988 - accuracy: 0.7424
Epoch 126/150
691/691 [==============================] - 0s 104us/step - loss: 0.5062 - accuracy: 0.7410
Epoch 127/150
691/691 [==============================] - 0s 105us/step - loss: 0.5053 - accuracy: 0.7525
Epoch 128/150
691/691 [==============================] - 0s 107us/step - loss: 0.4854 - accuracy: 0.7742
Epoch 129/150
691/691 [==============================] - 0s 105us/step - loss: 0.5102 - accuracy: 0.7583
Epoch 130/150
691/691 [==============================] - 0s 104us/step - loss: 0.5031 - accuracy: 0.7612
Epoch 131/150
691/691 [==============================] - 0s 107us/step - loss: 0.4957 - accuracy: 0.7627
Epoch 132/150
691/691 [==============================] - 0s 107us/step - loss: 0.4965 - accuracy: 0.7496
Epoch 133/150
691/691 [==============================] - 0s 102us/step - loss: 0.5023 - accuracy: 0.7713
Epoch 134/150
691/691 [==============================] - 0s 101us/step - loss: 0.5139 - accuracy: 0.7366
Epoch 135/150
691/691 [==============================] - 0s 101us/step - loss: 0.4873 - accuracy: 0.7583
Epoch 136/150
691/691 [==============================] - 0s 100us/step - loss: 0.4941 - accuracy: 0.7511
Epoch 137/150
691/691 [==============================] - 0s 105us/step - loss: 0.5075 - accuracy: 0.7540
Epoch 138/150
691/691 [==============================] - 0s 107us/step - loss: 0.4854 - accuracy: 0.7656
Epoch 139/150
691/691 [==============================] - 0s 105us/step - loss: 0.4878 - accuracy: 0.7815
Epoch 140/150
691/691 [==============================] - 0s 107us/step - loss: 0.4860 - accuracy: 0.7685
Epoch 141/150
691/691 [==============================] - 0s 102us/step - loss: 0.4878 - accuracy: 0.7771
Epoch 142/150
691/691 [==============================] - 0s 102us/step - loss: 0.5013 - accuracy: 0.7627
Epoch 143/150
691/691 [==============================] - 0s 107us/step - loss: 0.4941 - accuracy: 0.7598
Epoch 144/150
691/691 [==============================] - 0s 107us/step - loss: 0.4875 - accuracy: 0.7641
Epoch 145/150
691/691 [==============================] - 0s 107us/step - loss: 0.4813 - accuracy: 0.7713
Epoch 146/150
691/691 [==============================] - 0s 104us/step - loss: 0.4949 - accuracy: 0.7757
Epoch 147/150
691/691 [==============================] - 0s 104us/step - loss: 0.4868 - accuracy: 0.7670
Epoch 148/150
691/691 [==============================] - 0s 105us/step - loss: 0.4855 - accuracy: 0.7627
Epoch 149/150
691/691 [==============================] - 0s 102us/step - loss: 0.4859 - accuracy: 0.7627
Epoch 150/150
691/691 [==============================] - 0s 105us/step - loss: 0.4805 - accuracy: 0.7641
77/77 [==============================] - 0s 661us/step
Epoch 1/150
691/691 [==============================] - 0s 348us/step - loss: 11.9346 - accuracy: 0.3618
Epoch 2/150
691/691 [==============================] - 0s 107us/step - loss: 3.6828 - accuracy: 0.4834
Epoch 3/150
691/691 [==============================] - 0s 102us/step - loss: 2.4635 - accuracy: 0.5210
Epoch 4/150
691/691 [==============================] - 0s 105us/step - loss: 1.9619 - accuracy: 0.5615
Epoch 5/150
691/691 [==============================] - 0s 107us/step - loss: 1.6282 - accuracy: 0.5803
Epoch 6/150
691/691 [==============================] - 0s 107us/step - loss: 1.3978 - accuracy: 0.6064
Epoch 7/150
691/691 [==============================] - 0s 107us/step - loss: 1.1903 - accuracy: 0.5962
Epoch 8/150
691/691 [==============================] - 0s 105us/step - loss: 1.0310 - accuracy: 0.5948
Epoch 9/150
691/691 [==============================] - 0s 102us/step - loss: 0.8788 - accuracy: 0.6252
Epoch 10/150
691/691 [==============================] - 0s 104us/step - loss: 0.7620 - accuracy: 0.6237
Epoch 11/150
691/691 [==============================] - 0s 102us/step - loss: 0.6992 - accuracy: 0.6758
Epoch 12/150
691/691 [==============================] - 0s 104us/step - loss: 0.6512 - accuracy: 0.6932
Epoch 13/150
691/691 [==============================] - 0s 104us/step - loss: 0.6305 - accuracy: 0.6816
Epoch 14/150
691/691 [==============================] - 0s 104us/step - loss: 0.6460 - accuracy: 0.6773
Epoch 15/150
691/691 [==============================] - 0s 105us/step - loss: 0.6416 - accuracy: 0.6918
Epoch 16/150
691/691 [==============================] - 0s 105us/step - loss: 0.5992 - accuracy: 0.7265
Epoch 17/150
691/691 [==============================] - 0s 107us/step - loss: 0.6353 - accuracy: 0.6874
Epoch 18/150
691/691 [==============================] - 0s 102us/step - loss: 0.6474 - accuracy: 0.6932
Epoch 19/150
691/691 [==============================] - 0s 107us/step - loss: 0.5883 - accuracy: 0.7279
Epoch 20/150
691/691 [==============================] - 0s 104us/step - loss: 0.6426 - accuracy: 0.6918
Epoch 21/150
691/691 [==============================] - 0s 105us/step - loss: 0.6102 - accuracy: 0.7178
Epoch 22/150
691/691 [==============================] - 0s 100us/step - loss: 0.6134 - accuracy: 0.7106
Epoch 23/150
691/691 [==============================] - 0s 101us/step - loss: 0.6270 - accuracy: 0.7091
Epoch 24/150
691/691 [==============================] - 0s 101us/step - loss: 0.5938 - accuracy: 0.7019
Epoch 25/150
691/691 [==============================] - 0s 104us/step - loss: 0.5611 - accuracy: 0.7236
Epoch 26/150
691/691 [==============================] - 0s 107us/step - loss: 0.5801 - accuracy: 0.7236
Epoch 27/150
691/691 [==============================] - 0s 108us/step - loss: 0.5834 - accuracy: 0.7236
Epoch 28/150
691/691 [==============================] - 0s 107us/step - loss: 0.5981 - accuracy: 0.7149
Epoch 29/150
691/691 [==============================] - 0s 108us/step - loss: 0.5709 - accuracy: 0.7424
Epoch 30/150
691/691 [==============================] - 0s 105us/step - loss: 0.5774 - accuracy: 0.7294
Epoch 31/150
691/691 [==============================] - 0s 105us/step - loss: 0.5821 - accuracy: 0.7265
Epoch 32/150
691/691 [==============================] - 0s 108us/step - loss: 0.5972 - accuracy: 0.7120
Epoch 33/150
691/691 [==============================] - 0s 114us/step - loss: 0.7183 - accuracy: 0.6845
Epoch 34/150
691/691 [==============================] - 0s 117us/step - loss: 0.5584 - accuracy: 0.7265
Epoch 35/150
691/691 [==============================] - 0s 113us/step - loss: 0.6239 - accuracy: 0.7091
Epoch 36/150
691/691 [==============================] - 0s 115us/step - loss: 0.5465 - accuracy: 0.7424
Epoch 37/150
691/691 [==============================] - 0s 113us/step - loss: 0.5952 - accuracy: 0.7337
Epoch 38/150
691/691 [==============================] - 0s 114us/step - loss: 0.5554 - accuracy: 0.7294
Epoch 39/150
691/691 [==============================] - 0s 115us/step - loss: 0.5697 - accuracy: 0.7337
Epoch 40/150
691/691 [==============================] - 0s 115us/step - loss: 0.6033 - accuracy: 0.7077
Epoch 41/150
691/691 [==============================] - 0s 114us/step - loss: 0.5577 - accuracy: 0.7265
Epoch 42/150
691/691 [==============================] - 0s 105us/step - loss: 0.5520 - accuracy: 0.7279
Epoch 43/150
691/691 [==============================] - 0s 108us/step - loss: 0.5562 - accuracy: 0.7381
Epoch 44/150
691/691 [==============================] - 0s 111us/step - loss: 0.5380 - accuracy: 0.7236
Epoch 45/150
691/691 [==============================] - 0s 104us/step - loss: 0.5572 - accuracy: 0.7308
Epoch 46/150
691/691 [==============================] - 0s 107us/step - loss: 0.5474 - accuracy: 0.7511
Epoch 47/150
691/691 [==============================] - 0s 100us/step - loss: 0.5741 - accuracy: 0.7135
Epoch 48/150
691/691 [==============================] - 0s 101us/step - loss: 0.5788 - accuracy: 0.7265
Epoch 49/150
691/691 [==============================] - 0s 101us/step - loss: 0.5587 - accuracy: 0.7410
Epoch 50/150
691/691 [==============================] - 0s 102us/step - loss: 0.5484 - accuracy: 0.7467
Epoch 51/150
691/691 [==============================] - 0s 105us/step - loss: 0.5525 - accuracy: 0.7250
Epoch 52/150
691/691 [==============================] - 0s 108us/step - loss: 0.5673 - accuracy: 0.7221
Epoch 53/150
691/691 [==============================] - 0s 105us/step - loss: 0.5407 - accuracy: 0.7525
Epoch 54/150
691/691 [==============================] - 0s 104us/step - loss: 0.5375 - accuracy: 0.7540
Epoch 55/150
691/691 [==============================] - 0s 107us/step - loss: 0.5363 - accuracy: 0.7467
Epoch 56/150
691/691 [==============================] - 0s 107us/step - loss: 0.5608 - accuracy: 0.7236
Epoch 57/150
691/691 [==============================] - 0s 108us/step - loss: 0.5733 - accuracy: 0.7207
Epoch 58/150
691/691 [==============================] - 0s 105us/step - loss: 0.5370 - accuracy: 0.7366
Epoch 59/150
691/691 [==============================] - 0s 105us/step - loss: 0.5402 - accuracy: 0.7424
Epoch 60/150
691/691 [==============================] - 0s 108us/step - loss: 0.5891 - accuracy: 0.7236
Epoch 61/150
691/691 [==============================] - 0s 108us/step - loss: 0.5540 - accuracy: 0.7410
Epoch 62/150
691/691 [==============================] - 0s 107us/step - loss: 0.5364 - accuracy: 0.7569
Epoch 63/150
691/691 [==============================] - 0s 108us/step - loss: 0.5602 - accuracy: 0.7438
Epoch 64/150
691/691 [==============================] - 0s 108us/step - loss: 0.5266 - accuracy: 0.7424
Epoch 65/150
691/691 [==============================] - 0s 107us/step - loss: 0.5243 - accuracy: 0.7598
Epoch 66/150
691/691 [==============================] - 0s 108us/step - loss: 0.5175 - accuracy: 0.7424
Epoch 67/150
691/691 [==============================] - 0s 110us/step - loss: 0.5564 - accuracy: 0.7337
Epoch 68/150
691/691 [==============================] - 0s 105us/step - loss: 0.5304 - accuracy: 0.7540
Epoch 69/150
691/691 [==============================] - 0s 107us/step - loss: 0.5157 - accuracy: 0.7482
Epoch 70/150
691/691 [==============================] - 0s 111us/step - loss: 0.5440 - accuracy: 0.7496
Epoch 71/150
691/691 [==============================] - 0s 107us/step - loss: 0.5283 - accuracy: 0.7511
Epoch 72/150
691/691 [==============================] - 0s 111us/step - loss: 0.5322 - accuracy: 0.7569
Epoch 73/150
691/691 [==============================] - 0s 108us/step - loss: 0.5163 - accuracy: 0.7482
Epoch 74/150
691/691 [==============================] - 0s 100us/step - loss: 0.5563 - accuracy: 0.7221
Epoch 75/150
691/691 [==============================] - 0s 102us/step - loss: 0.5297 - accuracy: 0.7569
Epoch 76/150
691/691 [==============================] - 0s 102us/step - loss: 0.5609 - accuracy: 0.7467
Epoch 77/150
691/691 [==============================] - 0s 111us/step - loss: 0.5742 - accuracy: 0.7337
Epoch 78/150
691/691 [==============================] - 0s 107us/step - loss: 0.5325 - accuracy: 0.7323
Epoch 79/150
691/691 [==============================] - 0s 111us/step - loss: 0.5742 - accuracy: 0.7236
Epoch 80/150
691/691 [==============================] - 0s 107us/step - loss: 0.5436 - accuracy: 0.7467
Epoch 81/150
691/691 [==============================] - 0s 108us/step - loss: 0.5239 - accuracy: 0.7540
Epoch 82/150
691/691 [==============================] - 0s 108us/step - loss: 0.5043 - accuracy: 0.7467
Epoch 83/150
691/691 [==============================] - 0s 110us/step - loss: 0.5075 - accuracy: 0.7438
Epoch 84/150
691/691 [==============================] - 0s 105us/step - loss: 0.5530 - accuracy: 0.7323
Epoch 85/150
691/691 [==============================] - 0s 105us/step - loss: 0.5022 - accuracy: 0.7728
Epoch 86/150
691/691 [==============================] - 0s 107us/step - loss: 0.5267 - accuracy: 0.7540
Epoch 87/150
691/691 [==============================] - 0s 105us/step - loss: 0.5052 - accuracy: 0.7569
Epoch 88/150
691/691 [==============================] - 0s 108us/step - loss: 0.5241 - accuracy: 0.7467
Epoch 89/150
691/691 [==============================] - 0s 107us/step - loss: 0.5503 - accuracy: 0.7236
Epoch 90/150
691/691 [==============================] - 0s 105us/step - loss: 0.5181 - accuracy: 0.7569
Epoch 91/150
691/691 [==============================] - 0s 107us/step - loss: 0.5019 - accuracy: 0.7670
Epoch 92/150
691/691 [==============================] - 0s 108us/step - loss: 0.5504 - accuracy: 0.7424
Epoch 93/150
691/691 [==============================] - 0s 108us/step - loss: 0.5189 - accuracy: 0.7511
Epoch 94/150
691/691 [==============================] - 0s 107us/step - loss: 0.5203 - accuracy: 0.7540
Epoch 95/150
691/691 [==============================] - 0s 111us/step - loss: 0.5185 - accuracy: 0.7598
Epoch 96/150
691/691 [==============================] - 0s 108us/step - loss: 0.5189 - accuracy: 0.7511
Epoch 97/150
691/691 [==============================] - 0s 107us/step - loss: 0.5344 - accuracy: 0.7482
Epoch 98/150
691/691 [==============================] - 0s 110us/step - loss: 0.5193 - accuracy: 0.7366
Epoch 99/150
691/691 [==============================] - 0s 108us/step - loss: 0.4932 - accuracy: 0.7742
Epoch 100/150
691/691 [==============================] - 0s 102us/step - loss: 0.5049 - accuracy: 0.7525
Epoch 101/150
691/691 [==============================] - 0s 98us/step - loss: 0.5153 - accuracy: 0.7569
Epoch 102/150
691/691 [==============================] - 0s 104us/step - loss: 0.5182 - accuracy: 0.7467
Epoch 103/150
691/691 [==============================] - 0s 105us/step - loss: 0.5224 - accuracy: 0.7569
Epoch 104/150
691/691 [==============================] - 0s 105us/step - loss: 0.5765 - accuracy: 0.7337
Epoch 105/150
691/691 [==============================] - 0s 108us/step - loss: 0.5134 - accuracy: 0.7496
Epoch 106/150
691/691 [==============================] - 0s 105us/step - loss: 0.5487 - accuracy: 0.7467
Epoch 107/150
691/691 [==============================] - 0s 107us/step - loss: 0.5025 - accuracy: 0.7627
Epoch 108/150
691/691 [==============================] - 0s 104us/step - loss: 0.5864 - accuracy: 0.7178
Epoch 109/150
691/691 [==============================] - 0s 105us/step - loss: 0.5591 - accuracy: 0.7294
Epoch 110/150
691/691 [==============================] - 0s 107us/step - loss: 0.4963 - accuracy: 0.7728
Epoch 111/150
691/691 [==============================] - 0s 110us/step - loss: 0.4906 - accuracy: 0.7627
Epoch 112/150
691/691 [==============================] - 0s 107us/step - loss: 0.5090 - accuracy: 0.7742
Epoch 113/150
691/691 [==============================] - 0s 107us/step - loss: 0.4895 - accuracy: 0.7699
Epoch 114/150
691/691 [==============================] - 0s 111us/step - loss: 0.5353 - accuracy: 0.7294
Epoch 115/150
691/691 [==============================] - 0s 107us/step - loss: 0.5576 - accuracy: 0.7366
Epoch 116/150
691/691 [==============================] - 0s 111us/step - loss: 0.5878 - accuracy: 0.7294
Epoch 117/150
691/691 [==============================] - 0s 104us/step - loss: 0.4947 - accuracy: 0.7685
Epoch 118/150
691/691 [==============================] - 0s 108us/step - loss: 0.5167 - accuracy: 0.7569
Epoch 119/150
691/691 [==============================] - 0s 104us/step - loss: 0.4926 - accuracy: 0.7656
Epoch 120/150
691/691 [==============================] - 0s 108us/step - loss: 0.4853 - accuracy: 0.7685
Epoch 121/150
691/691 [==============================] - 0s 110us/step - loss: 0.5113 - accuracy: 0.7554
Epoch 122/150
691/691 [==============================] - 0s 107us/step - loss: 0.5178 - accuracy: 0.7323
Epoch 123/150
691/691 [==============================] - 0s 107us/step - loss: 0.5086 - accuracy: 0.7453
Epoch 124/150
691/691 [==============================] - 0s 107us/step - loss: 0.5043 - accuracy: 0.7656
Epoch 125/150
691/691 [==============================] - 0s 102us/step - loss: 0.5481 - accuracy: 0.7337
Epoch 126/150
691/691 [==============================] - 0s 101us/step - loss: 0.5266 - accuracy: 0.7410
Epoch 127/150
691/691 [==============================] - 0s 104us/step - loss: 0.6352 - accuracy: 0.7265
Epoch 128/150
691/691 [==============================] - 0s 101us/step - loss: 0.5066 - accuracy: 0.7525
Epoch 129/150
691/691 [==============================] - 0s 107us/step - loss: 0.4788 - accuracy: 0.7641
Epoch 130/150
691/691 [==============================] - 0s 107us/step - loss: 0.4911 - accuracy: 0.7742
Epoch 131/150
691/691 [==============================] - 0s 105us/step - loss: 0.5018 - accuracy: 0.7540
Epoch 132/150
691/691 [==============================] - 0s 110us/step - loss: 0.4857 - accuracy: 0.7713
Epoch 133/150
691/691 [==============================] - 0s 104us/step - loss: 0.4937 - accuracy: 0.7786
Epoch 134/150
691/691 [==============================] - 0s 107us/step - loss: 0.4908 - accuracy: 0.7583
Epoch 135/150
691/691 [==============================] - 0s 110us/step - loss: 0.4719 - accuracy: 0.7873
Epoch 136/150
691/691 [==============================] - 0s 107us/step - loss: 0.5111 - accuracy: 0.7670
Epoch 137/150
691/691 [==============================] - 0s 107us/step - loss: 0.5440 - accuracy: 0.7381
Epoch 138/150
691/691 [==============================] - 0s 110us/step - loss: 0.5026 - accuracy: 0.7540
Epoch 139/150
691/691 [==============================] - 0s 107us/step - loss: 0.5037 - accuracy: 0.7786
Epoch 140/150
691/691 [==============================] - 0s 107us/step - loss: 0.4783 - accuracy: 0.7699
Epoch 141/150
691/691 [==============================] - 0s 105us/step - loss: 0.5100 - accuracy: 0.7612
Epoch 142/150
691/691 [==============================] - 0s 107us/step - loss: 0.4950 - accuracy: 0.7713
Epoch 143/150
691/691 [==============================] - 0s 110us/step - loss: 0.4986 - accuracy: 0.7598
Epoch 144/150
691/691 [==============================] - 0s 105us/step - loss: 0.4921 - accuracy: 0.7540
Epoch 145/150
691/691 [==============================] - 0s 105us/step - loss: 0.4811 - accuracy: 0.7800
Epoch 146/150
691/691 [==============================] - 0s 107us/step - loss: 0.4724 - accuracy: 0.7757
Epoch 147/150
691/691 [==============================] - 0s 110us/step - loss: 0.4725 - accuracy: 0.7656
Epoch 148/150
691/691 [==============================] - 0s 105us/step - loss: 0.4940 - accuracy: 0.7656
Epoch 149/150
691/691 [==============================] - 0s 104us/step - loss: 0.5110 - accuracy: 0.7583
Epoch 150/150
691/691 [==============================] - 0s 111us/step - loss: 0.4913 - accuracy: 0.7844
77/77 [==============================] - 0s 700us/step
Epoch 1/150
691/691 [==============================] - 0s 371us/step - loss: 5.9867 - accuracy: 0.5919
Epoch 2/150
691/691 [==============================] - 0s 108us/step - loss: 1.4463 - accuracy: 0.5470
Epoch 3/150
691/691 [==============================] - 0s 113us/step - loss: 1.2398 - accuracy: 0.5745
Epoch 4/150
691/691 [==============================] - 0s 115us/step - loss: 1.0693 - accuracy: 0.5904
Epoch 5/150
691/691 [==============================] - 0s 111us/step - loss: 0.9746 - accuracy: 0.5818
Epoch 6/150
691/691 [==============================] - 0s 107us/step - loss: 0.8992 - accuracy: 0.5991
Epoch 7/150
691/691 [==============================] - 0s 113us/step - loss: 0.8729 - accuracy: 0.6194
Epoch 8/150
691/691 [==============================] - 0s 108us/step - loss: 0.8360 - accuracy: 0.6310
Epoch 9/150
691/691 [==============================] - 0s 108us/step - loss: 0.8484 - accuracy: 0.6165
Epoch 10/150
691/691 [==============================] - 0s 107us/step - loss: 0.7323 - accuracy: 0.6527
Epoch 11/150
691/691 [==============================] - 0s 107us/step - loss: 0.7183 - accuracy: 0.6151
Epoch 12/150
691/691 [==============================] - 0s 105us/step - loss: 0.6825 - accuracy: 0.6541
Epoch 13/150
691/691 [==============================] - 0s 111us/step - loss: 0.6713 - accuracy: 0.6440
Epoch 14/150
691/691 [==============================] - 0s 111us/step - loss: 0.6440 - accuracy: 0.6556
Epoch 15/150
691/691 [==============================] - 0s 113us/step - loss: 0.6322 - accuracy: 0.6657
Epoch 16/150
691/691 [==============================] - 0s 113us/step - loss: 0.6569 - accuracy: 0.6556
Epoch 17/150
691/691 [==============================] - 0s 110us/step - loss: 0.6311 - accuracy: 0.6802
Epoch 18/150
691/691 [==============================] - 0s 113us/step - loss: 0.6395 - accuracy: 0.6686
Epoch 19/150
691/691 [==============================] - 0s 113us/step - loss: 0.6111 - accuracy: 0.6787
Epoch 20/150
691/691 [==============================] - 0s 113us/step - loss: 0.6105 - accuracy: 0.6845
Epoch 21/150
691/691 [==============================] - 0s 111us/step - loss: 0.5854 - accuracy: 0.7135
Epoch 22/150
691/691 [==============================] - 0s 114us/step - loss: 0.6002 - accuracy: 0.6975
Epoch 23/150
691/691 [==============================] - 0s 113us/step - loss: 0.5898 - accuracy: 0.6975
Epoch 24/150
691/691 [==============================] - 0s 114us/step - loss: 0.5810 - accuracy: 0.7019
Epoch 25/150
691/691 [==============================] - 0s 113us/step - loss: 0.5864 - accuracy: 0.6628
Epoch 26/150
691/691 [==============================] - 0s 110us/step - loss: 0.5912 - accuracy: 0.6889
Epoch 27/150
691/691 [==============================] - 0s 114us/step - loss: 0.6007 - accuracy: 0.7033
Epoch 28/150
691/691 [==============================] - 0s 110us/step - loss: 0.6438 - accuracy: 0.6758
Epoch 29/150
691/691 [==============================] - 0s 111us/step - loss: 0.5703 - accuracy: 0.7033
Epoch 30/150
691/691 [==============================] - 0s 114us/step - loss: 0.5714 - accuracy: 0.7164
Epoch 31/150
691/691 [==============================] - 0s 115us/step - loss: 0.5944 - accuracy: 0.6990
Epoch 32/150
691/691 [==============================] - 0s 117us/step - loss: 0.5646 - accuracy: 0.7149
Epoch 33/150
691/691 [==============================] - 0s 113us/step - loss: 0.5697 - accuracy: 0.7033
Epoch 34/150
691/691 [==============================] - 0s 105us/step - loss: 0.5659 - accuracy: 0.7135
Epoch 35/150
691/691 [==============================] - 0s 108us/step - loss: 0.5750 - accuracy: 0.6744
Epoch 36/150
691/691 [==============================] - 0s 107us/step - loss: 0.5552 - accuracy: 0.7106
Epoch 37/150
691/691 [==============================] - 0s 107us/step - loss: 0.5543 - accuracy: 0.7120
Epoch 38/150
691/691 [==============================] - 0s 113us/step - loss: 0.6086 - accuracy: 0.7207
Epoch 39/150
691/691 [==============================] - 0s 113us/step - loss: 0.5721 - accuracy: 0.7062
Epoch 40/150
691/691 [==============================] - 0s 111us/step - loss: 0.5551 - accuracy: 0.7207
Epoch 41/150
691/691 [==============================] - 0s 110us/step - loss: 0.5703 - accuracy: 0.6932
Epoch 42/150
691/691 [==============================] - 0s 110us/step - loss: 0.5499 - accuracy: 0.7250
Epoch 43/150
691/691 [==============================] - 0s 114us/step - loss: 0.5984 - accuracy: 0.6802
Epoch 44/150
691/691 [==============================] - 0s 114us/step - loss: 0.5434 - accuracy: 0.7308
Epoch 45/150
691/691 [==============================] - 0s 111us/step - loss: 0.5570 - accuracy: 0.7279
Epoch 46/150
691/691 [==============================] - 0s 110us/step - loss: 0.5638 - accuracy: 0.6975
Epoch 47/150
691/691 [==============================] - 0s 111us/step - loss: 0.5468 - accuracy: 0.7496
Epoch 48/150
691/691 [==============================] - 0s 114us/step - loss: 0.5462 - accuracy: 0.7308
Epoch 49/150
691/691 [==============================] - 0s 114us/step - loss: 0.5423 - accuracy: 0.7207
Epoch 50/150
691/691 [==============================] - 0s 113us/step - loss: 0.5440 - accuracy: 0.7250
Epoch 51/150
691/691 [==============================] - 0s 114us/step - loss: 0.5517 - accuracy: 0.7106
Epoch 52/150
691/691 [==============================] - 0s 110us/step - loss: 0.5455 - accuracy: 0.7207
Epoch 53/150
691/691 [==============================] - 0s 110us/step - loss: 0.5377 - accuracy: 0.7410
Epoch 54/150
691/691 [==============================] - 0s 110us/step - loss: 0.5433 - accuracy: 0.7091
Epoch 55/150
691/691 [==============================] - 0s 114us/step - loss: 0.5356 - accuracy: 0.7207
Epoch 56/150
691/691 [==============================] - 0s 113us/step - loss: 0.5701 - accuracy: 0.7062
Epoch 57/150
691/691 [==============================] - 0s 117us/step - loss: 0.5323 - accuracy: 0.7308
Epoch 58/150
691/691 [==============================] - 0s 113us/step - loss: 0.5526 - accuracy: 0.7019
Epoch 59/150
691/691 [==============================] - 0s 107us/step - loss: 0.5161 - accuracy: 0.7438
Epoch 60/150
691/691 [==============================] - 0s 107us/step - loss: 0.5386 - accuracy: 0.7265
Epoch 61/150
691/691 [==============================] - 0s 110us/step - loss: 0.5326 - accuracy: 0.7366
Epoch 62/150
691/691 [==============================] - 0s 107us/step - loss: 0.5436 - accuracy: 0.7192
Epoch 63/150
691/691 [==============================] - 0s 113us/step - loss: 0.5242 - accuracy: 0.7337
Epoch 64/150
691/691 [==============================] - 0s 113us/step - loss: 0.5151 - accuracy: 0.7424
Epoch 65/150
691/691 [==============================] - 0s 113us/step - loss: 0.5831 - accuracy: 0.7308
Epoch 66/150
691/691 [==============================] - 0s 114us/step - loss: 0.5351 - accuracy: 0.7294
Epoch 67/150
691/691 [==============================] - 0s 111us/step - loss: 0.5579 - accuracy: 0.7033
Epoch 68/150
691/691 [==============================] - 0s 113us/step - loss: 0.5331 - accuracy: 0.7337
Epoch 69/150
691/691 [==============================] - 0s 115us/step - loss: 0.5329 - accuracy: 0.7337
Epoch 70/150
691/691 [==============================] - 0s 114us/step - loss: 0.5406 - accuracy: 0.7192
Epoch 71/150
691/691 [==============================] - 0s 113us/step - loss: 0.5224 - accuracy: 0.7221
Epoch 72/150
691/691 [==============================] - 0s 118us/step - loss: 0.5194 - accuracy: 0.7337
Epoch 73/150
691/691 [==============================] - 0s 114us/step - loss: 0.5470 - accuracy: 0.7164
Epoch 74/150
691/691 [==============================] - 0s 114us/step - loss: 0.5091 - accuracy: 0.7467
Epoch 75/150
691/691 [==============================] - 0s 111us/step - loss: 0.5096 - accuracy: 0.7583
Epoch 76/150
691/691 [==============================] - 0s 113us/step - loss: 0.5223 - accuracy: 0.7352
Epoch 77/150
691/691 [==============================] - 0s 113us/step - loss: 0.5115 - accuracy: 0.7438
Epoch 78/150
691/691 [==============================] - 0s 114us/step - loss: 0.5309 - accuracy: 0.7381
Epoch 79/150
691/691 [==============================] - 0s 111us/step - loss: 0.5471 - accuracy: 0.7308
Epoch 80/150
691/691 [==============================] - 0s 115us/step - loss: 0.5361 - accuracy: 0.7279
Epoch 81/150
691/691 [==============================] - 0s 108us/step - loss: 0.5469 - accuracy: 0.7120
Epoch 82/150
691/691 [==============================] - 0s 113us/step - loss: 0.5126 - accuracy: 0.7410
Epoch 83/150
691/691 [==============================] - 0s 115us/step - loss: 0.5096 - accuracy: 0.7467
Epoch 84/150
691/691 [==============================] - 0s 113us/step - loss: 0.5176 - accuracy: 0.7308
Epoch 85/150
691/691 [==============================] - 0s 107us/step - loss: 0.5184 - accuracy: 0.7410
Epoch 86/150
691/691 [==============================] - 0s 107us/step - loss: 0.5229 - accuracy: 0.7438
Epoch 87/150
691/691 [==============================] - 0s 107us/step - loss: 0.5128 - accuracy: 0.7265
Epoch 88/150
691/691 [==============================] - 0s 111us/step - loss: 0.5213 - accuracy: 0.7323
Epoch 89/150
691/691 [==============================] - 0s 110us/step - loss: 0.5267 - accuracy: 0.7279
Epoch 90/150
691/691 [==============================] - 0s 111us/step - loss: 0.5048 - accuracy: 0.7583
Epoch 91/150
691/691 [==============================] - 0s 114us/step - loss: 0.5368 - accuracy: 0.7438
Epoch 92/150
691/691 [==============================] - 0s 111us/step - loss: 0.5094 - accuracy: 0.7482
Epoch 93/150
691/691 [==============================] - 0s 113us/step - loss: 0.5155 - accuracy: 0.7511
Epoch 94/150
691/691 [==============================] - 0s 118us/step - loss: 0.4997 - accuracy: 0.7496
Epoch 95/150
691/691 [==============================] - 0s 143us/step - loss: 0.5179 - accuracy: 0.7352
Epoch 96/150
691/691 [==============================] - 0s 114us/step - loss: 0.5094 - accuracy: 0.7366
Epoch 97/150
691/691 [==============================] - 0s 115us/step - loss: 0.5010 - accuracy: 0.7598
Epoch 98/150
691/691 [==============================] - 0s 118us/step - loss: 0.5061 - accuracy: 0.7424
Epoch 99/150
691/691 [==============================] - 0s 124us/step - loss: 0.5348 - accuracy: 0.7424
Epoch 100/150
691/691 [==============================] - 0s 118us/step - loss: 0.4957 - accuracy: 0.7569
Epoch 101/150
691/691 [==============================] - 0s 124us/step - loss: 0.5046 - accuracy: 0.7410
Epoch 102/150
691/691 [==============================] - 0s 114us/step - loss: 0.5033 - accuracy: 0.7496
Epoch 103/150
691/691 [==============================] - 0s 113us/step - loss: 0.5070 - accuracy: 0.7467
Epoch 104/150
691/691 [==============================] - 0s 118us/step - loss: 0.4909 - accuracy: 0.7728
Epoch 105/150
691/691 [==============================] - 0s 121us/step - loss: 0.5065 - accuracy: 0.7540
Epoch 106/150
691/691 [==============================] - 0s 120us/step - loss: 0.4961 - accuracy: 0.7410
Epoch 107/150
691/691 [==============================] - 0s 123us/step - loss: 0.4994 - accuracy: 0.7467
Epoch 108/150
691/691 [==============================] - 0s 113us/step - loss: 0.5043 - accuracy: 0.7583
Epoch 109/150
691/691 [==============================] - 0s 114us/step - loss: 0.4991 - accuracy: 0.7453
Epoch 110/150
691/691 [==============================] - 0s 110us/step - loss: 0.5067 - accuracy: 0.7352
Epoch 111/150
691/691 [==============================] - 0s 113us/step - loss: 0.4937 - accuracy: 0.7569
Epoch 112/150
691/691 [==============================] - 0s 123us/step - loss: 0.4973 - accuracy: 0.7540
Epoch 113/150
691/691 [==============================] - 0s 134us/step - loss: 0.4958 - accuracy: 0.7641
Epoch 114/150
691/691 [==============================] - 0s 115us/step - loss: 0.5064 - accuracy: 0.7554
Epoch 115/150
691/691 [==============================] - 0s 115us/step - loss: 0.4970 - accuracy: 0.7569
Epoch 116/150
691/691 [==============================] - 0s 113us/step - loss: 0.5006 - accuracy: 0.7511
Epoch 117/150
691/691 [==============================] - 0s 110us/step - loss: 0.5018 - accuracy: 0.7540
Epoch 118/150
691/691 [==============================] - 0s 113us/step - loss: 0.5304 - accuracy: 0.7381
Epoch 119/150
691/691 [==============================] - 0s 130us/step - loss: 0.5140 - accuracy: 0.7438
Epoch 120/150
691/691 [==============================] - 0s 137us/step - loss: 0.4958 - accuracy: 0.7554
Epoch 121/150
691/691 [==============================] - 0s 137us/step - loss: 0.5041 - accuracy: 0.7453
Epoch 122/150
691/691 [==============================] - 0s 133us/step - loss: 0.4963 - accuracy: 0.7453
Epoch 123/150
691/691 [==============================] - 0s 115us/step - loss: 0.4938 - accuracy: 0.7554
Epoch 124/150
691/691 [==============================] - 0s 115us/step - loss: 0.5151 - accuracy: 0.7381
Epoch 125/150
691/691 [==============================] - 0s 121us/step - loss: 0.5032 - accuracy: 0.7337
Epoch 126/150
691/691 [==============================] - 0s 115us/step - loss: 0.4903 - accuracy: 0.7569
Epoch 127/150
691/691 [==============================] - 0s 118us/step - loss: 0.4832 - accuracy: 0.7511
Epoch 128/150
691/691 [==============================] - 0s 133us/step - loss: 0.5024 - accuracy: 0.7438
Epoch 129/150
691/691 [==============================] - 0s 134us/step - loss: 0.4991 - accuracy: 0.7467
Epoch 130/150
691/691 [==============================] - 0s 136us/step - loss: 0.4900 - accuracy: 0.7742
Epoch 131/150
691/691 [==============================] - 0s 113us/step - loss: 0.5087 - accuracy: 0.7453
Epoch 132/150
691/691 [==============================] - 0s 110us/step - loss: 0.4877 - accuracy: 0.7641
Epoch 133/150
691/691 [==============================] - 0s 131us/step - loss: 0.5019 - accuracy: 0.7656
Epoch 134/150
691/691 [==============================] - 0s 134us/step - loss: 0.4839 - accuracy: 0.7612
Epoch 135/150
691/691 [==============================] - 0s 134us/step - loss: 0.4853 - accuracy: 0.7612
Epoch 136/150
691/691 [==============================] - 0s 131us/step - loss: 0.5017 - accuracy: 0.7627
Epoch 137/150
691/691 [==============================] - 0s 140us/step - loss: 0.4924 - accuracy: 0.7525
Epoch 138/150
691/691 [==============================] - 0s 139us/step - loss: 0.5013 - accuracy: 0.7395
Epoch 139/150
691/691 [==============================] - 0s 134us/step - loss: 0.4848 - accuracy: 0.7670
Epoch 140/150
691/691 [==============================] - 0s 137us/step - loss: 0.4826 - accuracy: 0.7598
Epoch 141/150
691/691 [==============================] - 0s 131us/step - loss: 0.5088 - accuracy: 0.7525
Epoch 142/150
691/691 [==============================] - 0s 137us/step - loss: 0.5109 - accuracy: 0.7395
Epoch 143/150
691/691 [==============================] - 0s 136us/step - loss: 0.4864 - accuracy: 0.7641
Epoch 144/150
691/691 [==============================] - 0s 136us/step - loss: 0.4909 - accuracy: 0.7598
Epoch 145/150
691/691 [==============================] - 0s 130us/step - loss: 0.4786 - accuracy: 0.7685
Epoch 146/150
691/691 [==============================] - 0s 121us/step - loss: 0.4785 - accuracy: 0.7627
Epoch 147/150
691/691 [==============================] - 0s 115us/step - loss: 0.4740 - accuracy: 0.7670
Epoch 148/150
691/691 [==============================] - 0s 111us/step - loss: 0.4896 - accuracy: 0.7453
Epoch 149/150
691/691 [==============================] - 0s 111us/step - loss: 0.4833 - accuracy: 0.7627
Epoch 150/150
691/691 [==============================] - 0s 113us/step - loss: 0.4921 - accuracy: 0.7699
77/77 [==============================] - 0s 868us/step
Epoch 1/150
691/691 [==============================] - 0s 380us/step - loss: 11.3596 - accuracy: 0.6223
Epoch 2/150
691/691 [==============================] - 0s 114us/step - loss: 2.6720 - accuracy: 0.4443
Epoch 3/150
691/691 [==============================] - 0s 123us/step - loss: 1.9695 - accuracy: 0.4616
Epoch 4/150
691/691 [==============================] - 0s 123us/step - loss: 1.4205 - accuracy: 0.5210
Epoch 5/150
691/691 [==============================] - 0s 131us/step - loss: 1.1489 - accuracy: 0.5601
Epoch 6/150
691/691 [==============================] - 0s 120us/step - loss: 1.0648 - accuracy: 0.5427
Epoch 7/150
691/691 [==============================] - 0s 113us/step - loss: 0.9576 - accuracy: 0.5832
Epoch 8/150
691/691 [==============================] - 0s 113us/step - loss: 0.8396 - accuracy: 0.6107
Epoch 9/150
691/691 [==============================] - 0s 105us/step - loss: 0.7921 - accuracy: 0.6122
Epoch 10/150
691/691 [==============================] - 0s 107us/step - loss: 0.7510 - accuracy: 0.6368
Epoch 11/150
691/691 [==============================] - 0s 110us/step - loss: 0.6933 - accuracy: 0.6657
Epoch 12/150
691/691 [==============================] - 0s 108us/step - loss: 0.7248 - accuracy: 0.6093
Epoch 13/150
691/691 [==============================] - 0s 127us/step - loss: 0.6922 - accuracy: 0.6368
Epoch 14/150
691/691 [==============================] - 0s 123us/step - loss: 0.6645 - accuracy: 0.6266
Epoch 15/150
691/691 [==============================] - 0s 113us/step - loss: 0.6545 - accuracy: 0.6425
Epoch 16/150
691/691 [==============================] - 0s 108us/step - loss: 0.6340 - accuracy: 0.6556
Epoch 17/150
691/691 [==============================] - 0s 110us/step - loss: 0.6328 - accuracy: 0.6773
Epoch 18/150
691/691 [==============================] - 0s 114us/step - loss: 0.6129 - accuracy: 0.6628
Epoch 19/150
691/691 [==============================] - 0s 113us/step - loss: 0.6165 - accuracy: 0.6643
Epoch 20/150
691/691 [==============================] - 0s 115us/step - loss: 0.6011 - accuracy: 0.6816
Epoch 21/150
691/691 [==============================] - 0s 114us/step - loss: 0.6013 - accuracy: 0.6903
Epoch 22/150
691/691 [==============================] - 0s 113us/step - loss: 0.6091 - accuracy: 0.6744
Epoch 23/150
691/691 [==============================] - 0s 110us/step - loss: 0.5927 - accuracy: 0.6874
Epoch 24/150
691/691 [==============================] - 0s 110us/step - loss: 0.5922 - accuracy: 0.6932
Epoch 25/150
691/691 [==============================] - 0s 113us/step - loss: 0.5874 - accuracy: 0.6946
Epoch 26/150
691/691 [==============================] - 0s 108us/step - loss: 0.5873 - accuracy: 0.7019
Epoch 27/150
691/691 [==============================] - 0s 113us/step - loss: 0.5721 - accuracy: 0.7135
Epoch 28/150
691/691 [==============================] - 0s 114us/step - loss: 0.5916 - accuracy: 0.7048
Epoch 29/150
691/691 [==============================] - 0s 113us/step - loss: 0.5790 - accuracy: 0.7019
Epoch 30/150
691/691 [==============================] - 0s 123us/step - loss: 0.5693 - accuracy: 0.7091
Epoch 31/150
691/691 [==============================] - 0s 120us/step - loss: 0.5699 - accuracy: 0.7106
Epoch 32/150
691/691 [==============================] - 0s 114us/step - loss: 0.5624 - accuracy: 0.7120
Epoch 33/150
691/691 [==============================] - 0s 130us/step - loss: 0.5791 - accuracy: 0.7033
Epoch 34/150
691/691 [==============================] - 0s 110us/step - loss: 0.5831 - accuracy: 0.7048
Epoch 35/150
691/691 [==============================] - 0s 114us/step - loss: 0.5928 - accuracy: 0.6845
Epoch 36/150
691/691 [==============================] - 0s 118us/step - loss: 0.5594 - accuracy: 0.7106
Epoch 37/150
691/691 [==============================] - 0s 140us/step - loss: 0.5742 - accuracy: 0.7149
Epoch 38/150
691/691 [==============================] - 0s 131us/step - loss: 0.5632 - accuracy: 0.6990
Epoch 39/150
691/691 [==============================] - 0s 131us/step - loss: 0.5659 - accuracy: 0.7236
Epoch 40/150
691/691 [==============================] - 0s 121us/step - loss: 0.5541 - accuracy: 0.7294
Epoch 41/150
691/691 [==============================] - 0s 115us/step - loss: 0.5638 - accuracy: 0.7250
Epoch 42/150
691/691 [==============================] - 0s 108us/step - loss: 0.5563 - accuracy: 0.7164
Epoch 43/150
691/691 [==============================] - 0s 113us/step - loss: 0.5547 - accuracy: 0.7192
Epoch 44/150
691/691 [==============================] - 0s 126us/step - loss: 0.5654 - accuracy: 0.7294
Epoch 45/150
691/691 [==============================] - 0s 120us/step - loss: 0.5607 - accuracy: 0.7106
Epoch 46/150
691/691 [==============================] - 0s 120us/step - loss: 0.5578 - accuracy: 0.7236
Epoch 47/150
691/691 [==============================] - 0s 127us/step - loss: 0.5562 - accuracy: 0.7221
Epoch 48/150
691/691 [==============================] - 0s 126us/step - loss: 0.5575 - accuracy: 0.7120
Epoch 49/150
691/691 [==============================] - 0s 130us/step - loss: 0.5607 - accuracy: 0.7164
Epoch 50/150
691/691 [==============================] - 0s 127us/step - loss: 0.5628 - accuracy: 0.7221
Epoch 51/150
691/691 [==============================] - 0s 131us/step - loss: 0.5618 - accuracy: 0.6975
Epoch 52/150
691/691 [==============================] - 0s 120us/step - loss: 0.5497 - accuracy: 0.7149
Epoch 53/150
691/691 [==============================] - 0s 98us/step - loss: 0.5592 - accuracy: 0.7294
Epoch 54/150
691/691 [==============================] - 0s 97us/step - loss: 0.5521 - accuracy: 0.7120
Epoch 55/150
691/691 [==============================] - 0s 105us/step - loss: 0.6021 - accuracy: 0.7077
Epoch 56/150
691/691 [==============================] - 0s 101us/step - loss: 0.5509 - accuracy: 0.7337
Epoch 57/150
691/691 [==============================] - 0s 102us/step - loss: 0.5667 - accuracy: 0.7048
Epoch 58/150
691/691 [==============================] - 0s 100us/step - loss: 0.5484 - accuracy: 0.7106
Epoch 59/150
691/691 [==============================] - 0s 101us/step - loss: 0.5664 - accuracy: 0.7048
Epoch 60/150
691/691 [==============================] - 0s 104us/step - loss: 0.5502 - accuracy: 0.7207
Epoch 61/150
691/691 [==============================] - 0s 98us/step - loss: 0.5462 - accuracy: 0.7337
Epoch 62/150
691/691 [==============================] - 0s 102us/step - loss: 0.5372 - accuracy: 0.7424
Epoch 63/150
691/691 [==============================] - 0s 100us/step - loss: 0.5415 - accuracy: 0.7236
Epoch 64/150
691/691 [==============================] - 0s 98us/step - loss: 0.5369 - accuracy: 0.7308
Epoch 65/150
691/691 [==============================] - 0s 100us/step - loss: 0.5438 - accuracy: 0.7337
Epoch 66/150
691/691 [==============================] - 0s 100us/step - loss: 0.5482 - accuracy: 0.7164
Epoch 67/150
691/691 [==============================] - 0s 98us/step - loss: 0.5480 - accuracy: 0.7221
Epoch 68/150
691/691 [==============================] - 0s 98us/step - loss: 0.5382 - accuracy: 0.7395
Epoch 69/150
691/691 [==============================] - 0s 100us/step - loss: 0.5443 - accuracy: 0.7250
Epoch 70/150
691/691 [==============================] - 0s 98us/step - loss: 0.5446 - accuracy: 0.7308
Epoch 71/150
691/691 [==============================] - 0s 100us/step - loss: 0.5485 - accuracy: 0.7207
Epoch 72/150
691/691 [==============================] - 0s 98us/step - loss: 0.5383 - accuracy: 0.7250
Epoch 73/150
691/691 [==============================] - 0s 100us/step - loss: 0.5313 - accuracy: 0.7308
Epoch 74/150
691/691 [==============================] - 0s 98us/step - loss: 0.5378 - accuracy: 0.7308
Epoch 75/150
691/691 [==============================] - 0s 100us/step - loss: 0.5443 - accuracy: 0.7178
Epoch 76/150
691/691 [==============================] - 0s 100us/step - loss: 0.5422 - accuracy: 0.7366
Epoch 77/150
691/691 [==============================] - 0s 98us/step - loss: 0.5365 - accuracy: 0.7337
Epoch 78/150
691/691 [==============================] - 0s 100us/step - loss: 0.5326 - accuracy: 0.7352
Epoch 79/150
691/691 [==============================] - 0s 100us/step - loss: 0.5397 - accuracy: 0.7294
Epoch 80/150
691/691 [==============================] - 0s 98us/step - loss: 0.5552 - accuracy: 0.7337
Epoch 81/150
691/691 [==============================] - 0s 98us/step - loss: 0.5410 - accuracy: 0.7308
Epoch 82/150
691/691 [==============================] - 0s 97us/step - loss: 0.5356 - accuracy: 0.7135
Epoch 83/150
691/691 [==============================] - 0s 100us/step - loss: 0.5327 - accuracy: 0.7323
Epoch 84/150
691/691 [==============================] - 0s 100us/step - loss: 0.5316 - accuracy: 0.7337
Epoch 85/150
691/691 [==============================] - 0s 100us/step - loss: 0.5378 - accuracy: 0.7337
Epoch 86/150
691/691 [==============================] - 0s 98us/step - loss: 0.5295 - accuracy: 0.7366
Epoch 87/150
691/691 [==============================] - 0s 98us/step - loss: 0.5321 - accuracy: 0.7323
Epoch 88/150
691/691 [==============================] - 0s 100us/step - loss: 0.5344 - accuracy: 0.7279
Epoch 89/150
691/691 [==============================] - 0s 98us/step - loss: 0.5328 - accuracy: 0.7236
Epoch 90/150
691/691 [==============================] - 0s 101us/step - loss: 0.5260 - accuracy: 0.7337
Epoch 91/150
691/691 [==============================] - 0s 100us/step - loss: 0.5388 - accuracy: 0.7207
Epoch 92/150
691/691 [==============================] - 0s 117us/step - loss: 0.5352 - accuracy: 0.7337
Epoch 93/150
691/691 [==============================] - 0s 127us/step - loss: 0.5295 - accuracy: 0.7366
Epoch 94/150
691/691 [==============================] - 0s 118us/step - loss: 0.5297 - accuracy: 0.7164
Epoch 95/150
691/691 [==============================] - 0s 110us/step - loss: 0.5274 - accuracy: 0.7467
Epoch 96/150
691/691 [==============================] - 0s 113us/step - loss: 0.5198 - accuracy: 0.7511
Epoch 97/150
691/691 [==============================] - 0s 105us/step - loss: 0.5272 - accuracy: 0.7424
Epoch 98/150
691/691 [==============================] - 0s 108us/step - loss: 0.5154 - accuracy: 0.7583
Epoch 99/150
691/691 [==============================] - 0s 107us/step - loss: 0.5297 - accuracy: 0.7395
Epoch 100/150
691/691 [==============================] - 0s 104us/step - loss: 0.5321 - accuracy: 0.7294
Epoch 101/150
691/691 [==============================] - ETA: 0s - loss: 0.5208 - accuracy: 0.74 - 0s 104us/step - loss: 0.5139 - accuracy: 0.7511
Epoch 102/150
691/691 [==============================] - 0s 101us/step - loss: 0.5246 - accuracy: 0.7438
Epoch 103/150
691/691 [==============================] - 0s 107us/step - loss: 0.5402 - accuracy: 0.7207
Epoch 104/150
691/691 [==============================] - 0s 101us/step - loss: 0.5266 - accuracy: 0.7323
Epoch 105/150
691/691 [==============================] - 0s 100us/step - loss: 0.5205 - accuracy: 0.7337
Epoch 106/150
691/691 [==============================] - 0s 101us/step - loss: 0.5126 - accuracy: 0.7467
Epoch 107/150
691/691 [==============================] - 0s 100us/step - loss: 0.5237 - accuracy: 0.7554
Epoch 108/150
691/691 [==============================] - 0s 100us/step - loss: 0.5135 - accuracy: 0.7496
Epoch 109/150
691/691 [==============================] - 0s 100us/step - loss: 0.5244 - accuracy: 0.7395
Epoch 110/150
691/691 [==============================] - 0s 107us/step - loss: 0.5271 - accuracy: 0.7308
Epoch 111/150
691/691 [==============================] - 0s 114us/step - loss: 0.5132 - accuracy: 0.7381
Epoch 112/150
691/691 [==============================] - 0s 114us/step - loss: 0.5257 - accuracy: 0.7352
Epoch 113/150
691/691 [==============================] - 0s 110us/step - loss: 0.5202 - accuracy: 0.7337
Epoch 114/150
691/691 [==============================] - 0s 111us/step - loss: 0.5127 - accuracy: 0.7467
Epoch 115/150
691/691 [==============================] - 0s 115us/step - loss: 0.5172 - accuracy: 0.7438
Epoch 116/150
691/691 [==============================] - 0s 110us/step - loss: 0.5061 - accuracy: 0.7525
Epoch 117/150
691/691 [==============================] - 0s 111us/step - loss: 0.5313 - accuracy: 0.7265
Epoch 118/150
691/691 [==============================] - 0s 115us/step - loss: 0.5107 - accuracy: 0.7453
Epoch 119/150
691/691 [==============================] - 0s 114us/step - loss: 0.5143 - accuracy: 0.7395
Epoch 120/150
691/691 [==============================] - 0s 113us/step - loss: 0.5198 - accuracy: 0.7395
Epoch 121/150
691/691 [==============================] - 0s 110us/step - loss: 0.5276 - accuracy: 0.7265
Epoch 122/150
691/691 [==============================] - 0s 115us/step - loss: 0.5233 - accuracy: 0.7395
Epoch 123/150
691/691 [==============================] - 0s 110us/step - loss: 0.5253 - accuracy: 0.7308
Epoch 124/150
691/691 [==============================] - 0s 111us/step - loss: 0.5169 - accuracy: 0.7308
Epoch 125/150
691/691 [==============================] - 0s 110us/step - loss: 0.5094 - accuracy: 0.7395
Epoch 126/150
691/691 [==============================] - 0s 108us/step - loss: 0.5235 - accuracy: 0.7308
Epoch 127/150
691/691 [==============================] - 0s 105us/step - loss: 0.5043 - accuracy: 0.7540
Epoch 128/150
691/691 [==============================] - 0s 105us/step - loss: 0.5064 - accuracy: 0.7453
Epoch 129/150
691/691 [==============================] - 0s 104us/step - loss: 0.5175 - accuracy: 0.7496
Epoch 130/150
691/691 [==============================] - 0s 102us/step - loss: 0.5112 - accuracy: 0.7395
Epoch 131/150
691/691 [==============================] - 0s 100us/step - loss: 0.5128 - accuracy: 0.7482
Epoch 132/150
691/691 [==============================] - 0s 102us/step - loss: 0.5205 - accuracy: 0.7453
Epoch 133/150
691/691 [==============================] - 0s 101us/step - loss: 0.5087 - accuracy: 0.7395
Epoch 134/150
691/691 [==============================] - 0s 101us/step - loss: 0.5290 - accuracy: 0.7265
Epoch 135/150
691/691 [==============================] - 0s 102us/step - loss: 0.5223 - accuracy: 0.7366
Epoch 136/150
691/691 [==============================] - 0s 101us/step - loss: 0.5115 - accuracy: 0.7598
Epoch 137/150
691/691 [==============================] - 0s 107us/step - loss: 0.5172 - accuracy: 0.7656
Epoch 138/150
691/691 [==============================] - 0s 102us/step - loss: 0.5101 - accuracy: 0.7554
Epoch 139/150
691/691 [==============================] - 0s 97us/step - loss: 0.5171 - accuracy: 0.7381
Epoch 140/150
691/691 [==============================] - 0s 100us/step - loss: 0.4956 - accuracy: 0.7496
Epoch 141/150
691/691 [==============================] - 0s 107us/step - loss: 0.5025 - accuracy: 0.7467
Epoch 142/150
691/691 [==============================] - 0s 102us/step - loss: 0.4987 - accuracy: 0.7612
Epoch 143/150
691/691 [==============================] - 0s 102us/step - loss: 0.5003 - accuracy: 0.7569
Epoch 144/150
691/691 [==============================] - 0s 98us/step - loss: 0.5063 - accuracy: 0.7467
Epoch 145/150
691/691 [==============================] - 0s 98us/step - loss: 0.4936 - accuracy: 0.7598
Epoch 146/150
691/691 [==============================] - 0s 104us/step - loss: 0.4984 - accuracy: 0.7511
Epoch 147/150
691/691 [==============================] - 0s 102us/step - loss: 0.5238 - accuracy: 0.7236
Epoch 148/150
691/691 [==============================] - 0s 98us/step - loss: 0.5045 - accuracy: 0.7337
Epoch 149/150
691/691 [==============================] - 0s 100us/step - loss: 0.5121 - accuracy: 0.7467
Epoch 150/150
691/691 [==============================] - 0s 105us/step - loss: 0.5044 - accuracy: 0.7453
77/77 [==============================] - 0s 906us/step
Epoch 1/150
691/691 [==============================] - 0s 361us/step - loss: 11.0061 - accuracy: 0.6020
Epoch 2/150
691/691 [==============================] - 0s 105us/step - loss: 1.6534 - accuracy: 0.5615
Epoch 3/150
691/691 [==============================] - 0s 102us/step - loss: 1.1357 - accuracy: 0.6194
Epoch 4/150
691/691 [==============================] - 0s 101us/step - loss: 1.0623 - accuracy: 0.6122
Epoch 5/150
691/691 [==============================] - 0s 103us/step - loss: 0.9809 - accuracy: 0.6310
Epoch 6/150
691/691 [==============================] - 0s 102us/step - loss: 0.9605 - accuracy: 0.6397
Epoch 7/150
691/691 [==============================] - 0s 102us/step - loss: 0.8348 - accuracy: 0.6527
Epoch 8/150
691/691 [==============================] - 0s 101us/step - loss: 0.8372 - accuracy: 0.6397
Epoch 9/150
691/691 [==============================] - 0s 104us/step - loss: 0.7670 - accuracy: 0.6614
Epoch 10/150
691/691 [==============================] - 0s 100us/step - loss: 0.7673 - accuracy: 0.6411
Epoch 11/150
691/691 [==============================] - 0s 100us/step - loss: 0.7471 - accuracy: 0.6643
Epoch 12/150
691/691 [==============================] - 0s 98us/step - loss: 0.7454 - accuracy: 0.6541
Epoch 13/150
691/691 [==============================] - 0s 98us/step - loss: 0.7190 - accuracy: 0.6498
Epoch 14/150
691/691 [==============================] - 0s 97us/step - loss: 0.6956 - accuracy: 0.6585
Epoch 15/150
691/691 [==============================] - 0s 97us/step - loss: 0.7049 - accuracy: 0.6643
Epoch 16/150
691/691 [==============================] - 0s 98us/step - loss: 0.6689 - accuracy: 0.6831
Epoch 17/150
691/691 [==============================] - 0s 97us/step - loss: 0.6648 - accuracy: 0.6816
Epoch 18/150
691/691 [==============================] - 0s 98us/step - loss: 0.6510 - accuracy: 0.6744
Epoch 19/150
691/691 [==============================] - 0s 100us/step - loss: 0.7224 - accuracy: 0.6353
Epoch 20/150
691/691 [==============================] - 0s 98us/step - loss: 0.6571 - accuracy: 0.6773
Epoch 21/150
691/691 [==============================] - 0s 97us/step - loss: 0.6289 - accuracy: 0.6874
Epoch 22/150
691/691 [==============================] - 0s 97us/step - loss: 0.5971 - accuracy: 0.6903
Epoch 23/150
691/691 [==============================] - 0s 100us/step - loss: 0.6211 - accuracy: 0.6686
Epoch 24/150
691/691 [==============================] - 0s 98us/step - loss: 0.6144 - accuracy: 0.6831
Epoch 25/150
691/691 [==============================] - 0s 98us/step - loss: 0.6656 - accuracy: 0.6903
Epoch 26/150
691/691 [==============================] - 0s 97us/step - loss: 0.5915 - accuracy: 0.7062
Epoch 27/150
691/691 [==============================] - 0s 95us/step - loss: 0.5902 - accuracy: 0.7019
Epoch 28/150
691/691 [==============================] - 0s 97us/step - loss: 0.5857 - accuracy: 0.7207
Epoch 29/150
691/691 [==============================] - 0s 100us/step - loss: 0.6037 - accuracy: 0.6990
Epoch 30/150
691/691 [==============================] - 0s 97us/step - loss: 0.6116 - accuracy: 0.6932
Epoch 31/150
691/691 [==============================] - 0s 98us/step - loss: 0.6038 - accuracy: 0.6889
Epoch 32/150
691/691 [==============================] - 0s 97us/step - loss: 0.5929 - accuracy: 0.7062
Epoch 33/150
691/691 [==============================] - 0s 97us/step - loss: 0.5681 - accuracy: 0.7366
Epoch 34/150
691/691 [==============================] - 0s 97us/step - loss: 0.5616 - accuracy: 0.7164
Epoch 35/150
691/691 [==============================] - 0s 97us/step - loss: 0.5698 - accuracy: 0.7077
Epoch 36/150
691/691 [==============================] - 0s 98us/step - loss: 0.5787 - accuracy: 0.7091
Epoch 37/150
691/691 [==============================] - 0s 98us/step - loss: 0.5785 - accuracy: 0.7178
Epoch 38/150
691/691 [==============================] - 0s 97us/step - loss: 0.5611 - accuracy: 0.7308
Epoch 39/150
691/691 [==============================] - 0s 108us/step - loss: 0.5728 - accuracy: 0.7149
Epoch 40/150
691/691 [==============================] - 0s 117us/step - loss: 0.5863 - accuracy: 0.7004
Epoch 41/150
691/691 [==============================] - 0s 130us/step - loss: 0.5623 - accuracy: 0.7120
Epoch 42/150
691/691 [==============================] - 0s 120us/step - loss: 0.5536 - accuracy: 0.7323
Epoch 43/150
691/691 [==============================] - 0s 126us/step - loss: 0.5730 - accuracy: 0.7178
Epoch 44/150
691/691 [==============================] - 0s 128us/step - loss: 0.6005 - accuracy: 0.7019
Epoch 45/150
691/691 [==============================] - 0s 133us/step - loss: 0.6103 - accuracy: 0.6918
Epoch 46/150
691/691 [==============================] - 0s 130us/step - loss: 0.5581 - accuracy: 0.7308
Epoch 47/150
691/691 [==============================] - 0s 134us/step - loss: 0.5581 - accuracy: 0.7323
Epoch 48/150
691/691 [==============================] - 0s 131us/step - loss: 0.5725 - accuracy: 0.7221
Epoch 49/150
691/691 [==============================] - 0s 121us/step - loss: 0.5428 - accuracy: 0.7323
Epoch 50/150
691/691 [==============================] - 0s 113us/step - loss: 0.5622 - accuracy: 0.7106
Epoch 51/150
691/691 [==============================] - 0s 105us/step - loss: 0.6314 - accuracy: 0.6975
Epoch 52/150
691/691 [==============================] - 0s 117us/step - loss: 0.5600 - accuracy: 0.7207
Epoch 53/150
691/691 [==============================] - 0s 102us/step - loss: 0.5592 - accuracy: 0.7164
Epoch 54/150
691/691 [==============================] - 0s 98us/step - loss: 0.5644 - accuracy: 0.7221
Epoch 55/150
691/691 [==============================] - 0s 105us/step - loss: 0.5402 - accuracy: 0.7323
Epoch 56/150
691/691 [==============================] - 0s 104us/step - loss: 0.5543 - accuracy: 0.7265
Epoch 57/150
691/691 [==============================] - 0s 107us/step - loss: 0.5904 - accuracy: 0.6961
Epoch 58/150
691/691 [==============================] - 0s 110us/step - loss: 0.5720 - accuracy: 0.7192
Epoch 59/150
691/691 [==============================] - 0s 107us/step - loss: 0.5672 - accuracy: 0.7048
Epoch 60/150
691/691 [==============================] - 0s 100us/step - loss: 0.5442 - accuracy: 0.7395
Epoch 61/150
691/691 [==============================] - 0s 98us/step - loss: 0.5434 - accuracy: 0.7337
Epoch 62/150
691/691 [==============================] - 0s 98us/step - loss: 0.5294 - accuracy: 0.7410
Epoch 63/150
691/691 [==============================] - 0s 98us/step - loss: 0.5541 - accuracy: 0.7091
Epoch 64/150
691/691 [==============================] - 0s 100us/step - loss: 0.5617 - accuracy: 0.7352
Epoch 65/150
691/691 [==============================] - 0s 100us/step - loss: 0.5876 - accuracy: 0.7149
Epoch 66/150
691/691 [==============================] - 0s 100us/step - loss: 0.5366 - accuracy: 0.7395
Epoch 67/150
691/691 [==============================] - 0s 100us/step - loss: 0.5626 - accuracy: 0.7265
Epoch 68/150
691/691 [==============================] - 0s 101us/step - loss: 0.5365 - accuracy: 0.7236
Epoch 69/150
691/691 [==============================] - 0s 100us/step - loss: 0.5735 - accuracy: 0.7207
Epoch 70/150
691/691 [==============================] - 0s 165us/step - loss: 0.5418 - accuracy: 0.7265
Epoch 71/150
691/691 [==============================] - 0s 127us/step - loss: 0.5503 - accuracy: 0.7221
Epoch 72/150
691/691 [==============================] - 0s 118us/step - loss: 0.5234 - accuracy: 0.7410
Epoch 73/150
691/691 [==============================] - 0s 121us/step - loss: 0.5536 - accuracy: 0.7120
Epoch 74/150
691/691 [==============================] - 0s 120us/step - loss: 0.5268 - accuracy: 0.7395
Epoch 75/150
691/691 [==============================] - 0s 126us/step - loss: 0.5396 - accuracy: 0.7352
Epoch 76/150
691/691 [==============================] - 0s 131us/step - loss: 0.5265 - accuracy: 0.7410
Epoch 77/150
691/691 [==============================] - 0s 123us/step - loss: 0.5530 - accuracy: 0.7221
Epoch 78/150
691/691 [==============================] - 0s 118us/step - loss: 0.5260 - accuracy: 0.7511
Epoch 79/150
691/691 [==============================] - 0s 123us/step - loss: 0.5667 - accuracy: 0.7308
Epoch 80/150
691/691 [==============================] - 0s 131us/step - loss: 0.5529 - accuracy: 0.7164
Epoch 81/150
691/691 [==============================] - 0s 139us/step - loss: 0.5641 - accuracy: 0.7294
Epoch 82/150
691/691 [==============================] - 0s 128us/step - loss: 0.5413 - accuracy: 0.7381
Epoch 83/150
691/691 [==============================] - 0s 128us/step - loss: 0.5243 - accuracy: 0.7467
Epoch 84/150
691/691 [==============================] - 0s 126us/step - loss: 0.5503 - accuracy: 0.7467
Epoch 85/150
691/691 [==============================] - 0s 128us/step - loss: 0.5259 - accuracy: 0.7511
Epoch 86/150
691/691 [==============================] - 0s 137us/step - loss: 0.5235 - accuracy: 0.7453
Epoch 87/150
691/691 [==============================] - 0s 131us/step - loss: 0.5238 - accuracy: 0.7424
Epoch 88/150
691/691 [==============================] - 0s 130us/step - loss: 0.5179 - accuracy: 0.7627
Epoch 89/150
691/691 [==============================] - 0s 127us/step - loss: 0.5227 - accuracy: 0.7410
Epoch 90/150
691/691 [==============================] - 0s 128us/step - loss: 0.5493 - accuracy: 0.7395
Epoch 91/150
691/691 [==============================] - 0s 133us/step - loss: 0.5620 - accuracy: 0.7048
Epoch 92/150
691/691 [==============================] - 0s 124us/step - loss: 0.5154 - accuracy: 0.7612
Epoch 93/150
691/691 [==============================] - 0s 127us/step - loss: 0.5115 - accuracy: 0.7496
Epoch 94/150
691/691 [==============================] - 0s 121us/step - loss: 0.5214 - accuracy: 0.74670s - loss: 0.5108 - accuracy: 0.74
Epoch 95/150
691/691 [==============================] - 0s 118us/step - loss: 0.5247 - accuracy: 0.7511
Epoch 96/150
691/691 [==============================] - 0s 121us/step - loss: 0.5424 - accuracy: 0.7279
Epoch 97/150
691/691 [==============================] - 0s 114us/step - loss: 0.5333 - accuracy: 0.7395
Epoch 98/150
691/691 [==============================] - 0s 111us/step - loss: 0.5455 - accuracy: 0.7279
Epoch 99/150
691/691 [==============================] - 0s 115us/step - loss: 0.5229 - accuracy: 0.7482
Epoch 100/150
691/691 [==============================] - 0s 105us/step - loss: 0.5197 - accuracy: 0.7467
Epoch 101/150
691/691 [==============================] - 0s 117us/step - loss: 0.5358 - accuracy: 0.7294
Epoch 102/150
691/691 [==============================] - 0s 121us/step - loss: 0.5227 - accuracy: 0.7366
Epoch 103/150
691/691 [==============================] - 0s 118us/step - loss: 0.5230 - accuracy: 0.7352
Epoch 104/150
691/691 [==============================] - 0s 117us/step - loss: 0.5447 - accuracy: 0.7525
Epoch 105/150
691/691 [==============================] - 0s 118us/step - loss: 0.5263 - accuracy: 0.7424
Epoch 106/150
691/691 [==============================] - 0s 120us/step - loss: 0.5265 - accuracy: 0.7366
Epoch 107/150
691/691 [==============================] - 0s 118us/step - loss: 0.5211 - accuracy: 0.7467
Epoch 108/150
691/691 [==============================] - 0s 117us/step - loss: 0.5544 - accuracy: 0.7279
Epoch 109/150
691/691 [==============================] - 0s 118us/step - loss: 0.5272 - accuracy: 0.7453
Epoch 110/150
691/691 [==============================] - 0s 126us/step - loss: 0.6076 - accuracy: 0.6961
Epoch 111/150
691/691 [==============================] - 0s 126us/step - loss: 0.5246 - accuracy: 0.7381
Epoch 112/150
691/691 [==============================] - 0s 126us/step - loss: 0.5415 - accuracy: 0.7308
Epoch 113/150
691/691 [==============================] - 0s 126us/step - loss: 0.5138 - accuracy: 0.7583
Epoch 114/150
691/691 [==============================] - 0s 126us/step - loss: 0.5064 - accuracy: 0.7598
Epoch 115/150
691/691 [==============================] - 0s 133us/step - loss: 0.5051 - accuracy: 0.7685
Epoch 116/150
691/691 [==============================] - ETA: 0s - loss: 0.4883 - accuracy: 0.77 - 0s 120us/step - loss: 0.5210 - accuracy: 0.7496
Epoch 117/150
691/691 [==============================] - 0s 118us/step - loss: 0.5178 - accuracy: 0.7496
Epoch 118/150
691/691 [==============================] - 0s 117us/step - loss: 0.5191 - accuracy: 0.7482
Epoch 119/150
691/691 [==============================] - 0s 117us/step - loss: 0.5166 - accuracy: 0.7612
Epoch 120/150
691/691 [==============================] - 0s 115us/step - loss: 0.5012 - accuracy: 0.7627
Epoch 121/150
691/691 [==============================] - 0s 117us/step - loss: 0.5267 - accuracy: 0.7352
Epoch 122/150
691/691 [==============================] - 0s 114us/step - loss: 0.5002 - accuracy: 0.7511
Epoch 123/150
691/691 [==============================] - 0s 111us/step - loss: 0.5285 - accuracy: 0.7279
Epoch 124/150
691/691 [==============================] - 0s 114us/step - loss: 0.5113 - accuracy: 0.7496
Epoch 125/150
691/691 [==============================] - 0s 126us/step - loss: 0.5270 - accuracy: 0.7554
Epoch 126/150
691/691 [==============================] - 0s 117us/step - loss: 0.5272 - accuracy: 0.7250
Epoch 127/150
691/691 [==============================] - 0s 120us/step - loss: 0.4964 - accuracy: 0.7511
Epoch 128/150
691/691 [==============================] - 0s 118us/step - loss: 0.5643 - accuracy: 0.7250
Epoch 129/150
691/691 [==============================] - 0s 117us/step - loss: 0.5063 - accuracy: 0.7612
Epoch 130/150
691/691 [==============================] - 0s 124us/step - loss: 0.5190 - accuracy: 0.7511
Epoch 131/150
691/691 [==============================] - 0s 115us/step - loss: 0.5121 - accuracy: 0.7598
Epoch 132/150
691/691 [==============================] - 0s 118us/step - loss: 0.5316 - accuracy: 0.7381
Epoch 133/150
691/691 [==============================] - 0s 114us/step - loss: 0.5269 - accuracy: 0.7453
Epoch 134/150
691/691 [==============================] - 0s 117us/step - loss: 0.5042 - accuracy: 0.7395
Epoch 135/150
691/691 [==============================] - 0s 117us/step - loss: 0.5113 - accuracy: 0.7453
Epoch 136/150
691/691 [==============================] - 0s 115us/step - loss: 0.4991 - accuracy: 0.7569
Epoch 137/150
691/691 [==============================] - 0s 124us/step - loss: 0.5038 - accuracy: 0.7554
Epoch 138/150
691/691 [==============================] - 0s 115us/step - loss: 0.5202 - accuracy: 0.7467
Epoch 139/150
691/691 [==============================] - 0s 126us/step - loss: 0.5055 - accuracy: 0.7641
Epoch 140/150
691/691 [==============================] - 0s 115us/step - loss: 0.5043 - accuracy: 0.7569
Epoch 141/150
691/691 [==============================] - 0s 114us/step - loss: 0.5006 - accuracy: 0.7482
Epoch 142/150
691/691 [==============================] - 0s 115us/step - loss: 0.5271 - accuracy: 0.7236
Epoch 143/150
691/691 [==============================] - 0s 121us/step - loss: 0.4894 - accuracy: 0.7583
Epoch 144/150
691/691 [==============================] - 0s 118us/step - loss: 0.4924 - accuracy: 0.7627
Epoch 145/150
691/691 [==============================] - 0s 115us/step - loss: 0.5185 - accuracy: 0.7467
Epoch 146/150
691/691 [==============================] - 0s 117us/step - loss: 0.4997 - accuracy: 0.7612
Epoch 147/150
691/691 [==============================] - 0s 115us/step - loss: 0.4977 - accuracy: 0.7786
Epoch 148/150
691/691 [==============================] - 0s 118us/step - loss: 0.5224 - accuracy: 0.7410
Epoch 149/150
691/691 [==============================] - 0s 121us/step - loss: 0.6318 - accuracy: 0.7091
Epoch 150/150
691/691 [==============================] - 0s 115us/step - loss: 0.4948 - accuracy: 0.7699
77/77 [==============================] - 0s 1ms/step
Epoch 1/150
692/692 [==============================] - 0s 393us/step - loss: 7.5800 - accuracy: 0.6040
Epoch 2/150
692/692 [==============================] - 0s 144us/step - loss: 1.6524 - accuracy: 0.6084
Epoch 3/150
692/692 [==============================] - 0s 128us/step - loss: 0.7792 - accuracy: 0.6228
Epoch 4/150
692/692 [==============================] - 0s 115us/step - loss: 0.6800 - accuracy: 0.6662
Epoch 5/150
692/692 [==============================] - 0s 114us/step - loss: 0.6390 - accuracy: 0.6546
Epoch 6/150
692/692 [==============================] - 0s 120us/step - loss: 0.6282 - accuracy: 0.6561
Epoch 7/150
692/692 [==============================] - 0s 121us/step - loss: 0.6240 - accuracy: 0.6460
Epoch 8/150
692/692 [==============================] - 0s 118us/step - loss: 0.6210 - accuracy: 0.6590
Epoch 9/150
692/692 [==============================] - 0s 123us/step - loss: 0.6193 - accuracy: 0.6517
Epoch 10/150
692/692 [==============================] - 0s 112us/step - loss: 0.6159 - accuracy: 0.6633
Epoch 11/150
692/692 [==============================] - 0s 118us/step - loss: 0.6133 - accuracy: 0.6590
Epoch 12/150
692/692 [==============================] - 0s 112us/step - loss: 0.6121 - accuracy: 0.6604
Epoch 13/150
692/692 [==============================] - 0s 111us/step - loss: 0.6114 - accuracy: 0.6705
Epoch 14/150
692/692 [==============================] - 0s 110us/step - loss: 0.6118 - accuracy: 0.6662
Epoch 15/150
692/692 [==============================] - 0s 114us/step - loss: 0.6088 - accuracy: 0.6662
Epoch 16/150
692/692 [==============================] - 0s 114us/step - loss: 0.6085 - accuracy: 0.6676
Epoch 17/150
692/692 [==============================] - 0s 114us/step - loss: 0.6099 - accuracy: 0.6561
Epoch 18/150
692/692 [==============================] - 0s 115us/step - loss: 0.6074 - accuracy: 0.6676
Epoch 19/150
692/692 [==============================] - 0s 124us/step - loss: 0.6075 - accuracy: 0.6590
Epoch 20/150
692/692 [==============================] - 0s 131us/step - loss: 0.6053 - accuracy: 0.6734
Epoch 21/150
692/692 [==============================] - 0s 118us/step - loss: 0.6014 - accuracy: 0.6705
Epoch 22/150
692/692 [==============================] - 0s 118us/step - loss: 0.6032 - accuracy: 0.6705
Epoch 23/150
692/692 [==============================] - 0s 115us/step - loss: 0.6013 - accuracy: 0.6691
Epoch 24/150
692/692 [==============================] - 0s 115us/step - loss: 0.6031 - accuracy: 0.6633
Epoch 25/150
692/692 [==============================] - 0s 144us/step - loss: 0.5965 - accuracy: 0.6806
Epoch 26/150
692/692 [==============================] - 0s 143us/step - loss: 0.5998 - accuracy: 0.6749
Epoch 27/150
692/692 [==============================] - 0s 130us/step - loss: 0.5985 - accuracy: 0.6806
Epoch 28/150
692/692 [==============================] - 0s 123us/step - loss: 0.5951 - accuracy: 0.6777
Epoch 29/150
692/692 [==============================] - 0s 123us/step - loss: 0.5936 - accuracy: 0.6835
Epoch 30/150
692/692 [==============================] - 0s 130us/step - loss: 0.5904 - accuracy: 0.6806
Epoch 31/150
692/692 [==============================] - 0s 135us/step - loss: 0.5922 - accuracy: 0.6835
Epoch 32/150
692/692 [==============================] - 0s 128us/step - loss: 0.5864 - accuracy: 0.6951
Epoch 33/150
692/692 [==============================] - 0s 121us/step - loss: 0.5943 - accuracy: 0.6908
Epoch 34/150
692/692 [==============================] - 0s 138us/step - loss: 0.5844 - accuracy: 0.6908
Epoch 35/150
692/692 [==============================] - 0s 110us/step - loss: 0.5857 - accuracy: 0.6951
Epoch 36/150
692/692 [==============================] - 0s 104us/step - loss: 0.5888 - accuracy: 0.6879
Epoch 37/150
692/692 [==============================] - 0s 124us/step - loss: 0.5830 - accuracy: 0.6994
Epoch 38/150
692/692 [==============================] - 0s 118us/step - loss: 0.5794 - accuracy: 0.6965
Epoch 39/150
692/692 [==============================] - 0s 117us/step - loss: 0.5903 - accuracy: 0.6936
Epoch 40/150
692/692 [==============================] - 0s 114us/step - loss: 0.5879 - accuracy: 0.6951
Epoch 41/150
692/692 [==============================] - 0s 111us/step - loss: 0.5851 - accuracy: 0.6994
Epoch 42/150
692/692 [==============================] - 0s 107us/step - loss: 0.5719 - accuracy: 0.7110
Epoch 43/150
692/692 [==============================] - 0s 104us/step - loss: 0.5814 - accuracy: 0.6980
Epoch 44/150
692/692 [==============================] - 0s 101us/step - loss: 0.5760 - accuracy: 0.6951
Epoch 45/150
692/692 [==============================] - 0s 104us/step - loss: 0.5730 - accuracy: 0.7153
Epoch 46/150
692/692 [==============================] - 0s 101us/step - loss: 0.5757 - accuracy: 0.7009
Epoch 47/150
692/692 [==============================] - 0s 101us/step - loss: 0.5721 - accuracy: 0.7211
Epoch 48/150
692/692 [==============================] - 0s 101us/step - loss: 0.5686 - accuracy: 0.7095
Epoch 49/150
692/692 [==============================] - 0s 101us/step - loss: 0.5736 - accuracy: 0.7052
Epoch 50/150
692/692 [==============================] - 0s 101us/step - loss: 0.5668 - accuracy: 0.7153
Epoch 51/150
692/692 [==============================] - 0s 98us/step - loss: 0.5670 - accuracy: 0.7153
Epoch 52/150
692/692 [==============================] - 0s 98us/step - loss: 0.5662 - accuracy: 0.7095
Epoch 53/150
692/692 [==============================] - 0s 99us/step - loss: 0.5635 - accuracy: 0.7254
Epoch 54/150
692/692 [==============================] - 0s 105us/step - loss: 0.5603 - accuracy: 0.7211
Epoch 55/150
692/692 [==============================] - 0s 108us/step - loss: 0.5764 - accuracy: 0.7066
Epoch 56/150
692/692 [==============================] - 0s 108us/step - loss: 0.5633 - accuracy: 0.7197
Epoch 57/150
692/692 [==============================] - 0s 107us/step - loss: 0.5597 - accuracy: 0.7240
Epoch 58/150
692/692 [==============================] - 0s 108us/step - loss: 0.5603 - accuracy: 0.7110
Epoch 59/150
692/692 [==============================] - 0s 107us/step - loss: 0.5568 - accuracy: 0.7254
Epoch 60/150
692/692 [==============================] - 0s 105us/step - loss: 0.5660 - accuracy: 0.7095
Epoch 61/150
692/692 [==============================] - 0s 99us/step - loss: 0.5568 - accuracy: 0.7168
Epoch 62/150
692/692 [==============================] - 0s 99us/step - loss: 0.5548 - accuracy: 0.7211
Epoch 63/150
692/692 [==============================] - 0s 99us/step - loss: 0.5557 - accuracy: 0.7139
Epoch 64/150
692/692 [==============================] - 0s 107us/step - loss: 0.5497 - accuracy: 0.7413
Epoch 65/150
692/692 [==============================] - 0s 101us/step - loss: 0.5614 - accuracy: 0.7240
Epoch 66/150
692/692 [==============================] - 0s 102us/step - loss: 0.5526 - accuracy: 0.7139
Epoch 67/150
692/692 [==============================] - 0s 101us/step - loss: 0.5484 - accuracy: 0.7283
Epoch 68/150
692/692 [==============================] - 0s 104us/step - loss: 0.5562 - accuracy: 0.7327
Epoch 69/150
692/692 [==============================] - 0s 105us/step - loss: 0.5520 - accuracy: 0.7384
Epoch 70/150
692/692 [==============================] - 0s 102us/step - loss: 0.5531 - accuracy: 0.7153
Epoch 71/150
692/692 [==============================] - 0s 102us/step - loss: 0.5528 - accuracy: 0.7298
Epoch 72/150
692/692 [==============================] - 0s 117us/step - loss: 0.5495 - accuracy: 0.7370
Epoch 73/150
692/692 [==============================] - 0s 99us/step - loss: 0.5470 - accuracy: 0.7428
Epoch 74/150
692/692 [==============================] - 0s 102us/step - loss: 0.5469 - accuracy: 0.7327
Epoch 75/150
692/692 [==============================] - 0s 115us/step - loss: 0.5497 - accuracy: 0.7312
Epoch 76/150
692/692 [==============================] - 0s 123us/step - loss: 0.5430 - accuracy: 0.7413
Epoch 77/150
692/692 [==============================] - 0s 125us/step - loss: 0.5553 - accuracy: 0.7254
Epoch 78/150
692/692 [==============================] - 0s 117us/step - loss: 0.5466 - accuracy: 0.73550s - loss: 0.5365 - accuracy: 0.73
Epoch 79/150
692/692 [==============================] - 0s 123us/step - loss: 0.5477 - accuracy: 0.7283
Epoch 80/150
692/692 [==============================] - 0s 111us/step - loss: 0.5560 - accuracy: 0.7153
Epoch 81/150
692/692 [==============================] - 0s 107us/step - loss: 0.5524 - accuracy: 0.7312
Epoch 82/150
692/692 [==============================] - 0s 101us/step - loss: 0.5489 - accuracy: 0.7283
Epoch 83/150
692/692 [==============================] - 0s 101us/step - loss: 0.5652 - accuracy: 0.7124
Epoch 84/150
692/692 [==============================] - 0s 101us/step - loss: 0.5488 - accuracy: 0.7442
Epoch 85/150
692/692 [==============================] - 0s 101us/step - loss: 0.5459 - accuracy: 0.7413
Epoch 86/150
692/692 [==============================] - 0s 102us/step - loss: 0.5438 - accuracy: 0.7384
Epoch 87/150
692/692 [==============================] - 0s 101us/step - loss: 0.5424 - accuracy: 0.7471
Epoch 88/150
692/692 [==============================] - 0s 101us/step - loss: 0.5431 - accuracy: 0.7428
Epoch 89/150
692/692 [==============================] - 0s 101us/step - loss: 0.5405 - accuracy: 0.7471
Epoch 90/150
692/692 [==============================] - 0s 101us/step - loss: 0.5425 - accuracy: 0.7428
Epoch 91/150
692/692 [==============================] - 0s 98us/step - loss: 0.5542 - accuracy: 0.7341
Epoch 92/150
692/692 [==============================] - 0s 99us/step - loss: 0.5416 - accuracy: 0.7457
Epoch 93/150
692/692 [==============================] - 0s 101us/step - loss: 0.5387 - accuracy: 0.7457
Epoch 94/150
692/692 [==============================] - 0s 105us/step - loss: 0.5383 - accuracy: 0.7384
Epoch 95/150
692/692 [==============================] - 0s 105us/step - loss: 0.5378 - accuracy: 0.7384
Epoch 96/150
692/692 [==============================] - 0s 98us/step - loss: 0.5363 - accuracy: 0.7355
Epoch 97/150
692/692 [==============================] - 0s 102us/step - loss: 0.5335 - accuracy: 0.7399
Epoch 98/150
692/692 [==============================] - 0s 110us/step - loss: 0.5523 - accuracy: 0.7283
Epoch 99/150
692/692 [==============================] - 0s 107us/step - loss: 0.5331 - accuracy: 0.7428
Epoch 100/150
692/692 [==============================] - 0s 115us/step - loss: 0.5372 - accuracy: 0.7442
Epoch 101/150
692/692 [==============================] - 0s 108us/step - loss: 0.5362 - accuracy: 0.7514
Epoch 102/150
692/692 [==============================] - 0s 110us/step - loss: 0.5346 - accuracy: 0.7471
Epoch 103/150
692/692 [==============================] - 0s 111us/step - loss: 0.5308 - accuracy: 0.7428
Epoch 104/150
692/692 [==============================] - 0s 111us/step - loss: 0.5341 - accuracy: 0.7457
Epoch 105/150
692/692 [==============================] - 0s 118us/step - loss: 0.5386 - accuracy: 0.7355
Epoch 106/150
692/692 [==============================] - 0s 169us/step - loss: 0.5363 - accuracy: 0.7442
Epoch 107/150
692/692 [==============================] - 0s 134us/step - loss: 0.5356 - accuracy: 0.7384
Epoch 108/150
692/692 [==============================] - 0s 134us/step - loss: 0.5336 - accuracy: 0.7240
Epoch 109/150
692/692 [==============================] - 0s 140us/step - loss: 0.5305 - accuracy: 0.7500
Epoch 110/150
692/692 [==============================] - 0s 133us/step - loss: 0.5275 - accuracy: 0.7341
Epoch 111/150
692/692 [==============================] - 0s 131us/step - loss: 0.5216 - accuracy: 0.7514
Epoch 112/150
692/692 [==============================] - 0s 127us/step - loss: 0.5383 - accuracy: 0.7413
Epoch 113/150
692/692 [==============================] - 0s 130us/step - loss: 0.5305 - accuracy: 0.7355
Epoch 114/150
692/692 [==============================] - 0s 140us/step - loss: 0.5336 - accuracy: 0.7370
Epoch 115/150
692/692 [==============================] - 0s 124us/step - loss: 0.5217 - accuracy: 0.7514
Epoch 116/150
692/692 [==============================] - 0s 123us/step - loss: 0.5337 - accuracy: 0.7269
Epoch 117/150
692/692 [==============================] - 0s 130us/step - loss: 0.5190 - accuracy: 0.7601
Epoch 118/150
692/692 [==============================] - 0s 130us/step - loss: 0.5206 - accuracy: 0.7384
Epoch 119/150
692/692 [==============================] - 0s 130us/step - loss: 0.5242 - accuracy: 0.7500
Epoch 120/150
692/692 [==============================] - 0s 130us/step - loss: 0.5230 - accuracy: 0.7558
Epoch 121/150
692/692 [==============================] - 0s 120us/step - loss: 0.5267 - accuracy: 0.7486
Epoch 122/150
692/692 [==============================] - 0s 125us/step - loss: 0.5222 - accuracy: 0.7442
Epoch 123/150
692/692 [==============================] - 0s 127us/step - loss: 0.5293 - accuracy: 0.7558
Epoch 124/150
692/692 [==============================] - 0s 117us/step - loss: 0.5196 - accuracy: 0.7601
Epoch 125/150
692/692 [==============================] - 0s 117us/step - loss: 0.5251 - accuracy: 0.7529
Epoch 126/150
692/692 [==============================] - 0s 117us/step - loss: 0.5218 - accuracy: 0.7630
Epoch 127/150
692/692 [==============================] - 0s 121us/step - loss: 0.5220 - accuracy: 0.7500
Epoch 128/150
692/692 [==============================] - 0s 112us/step - loss: 0.5182 - accuracy: 0.7558
Epoch 129/150
692/692 [==============================] - 0s 114us/step - loss: 0.5177 - accuracy: 0.7486
Epoch 130/150
692/692 [==============================] - 0s 115us/step - loss: 0.5171 - accuracy: 0.7471
Epoch 131/150
692/692 [==============================] - 0s 114us/step - loss: 0.5161 - accuracy: 0.7543
Epoch 132/150
692/692 [==============================] - 0s 115us/step - loss: 0.5201 - accuracy: 0.7601
Epoch 133/150
692/692 [==============================] - 0s 112us/step - loss: 0.5178 - accuracy: 0.7399
Epoch 134/150
692/692 [==============================] - 0s 120us/step - loss: 0.5397 - accuracy: 0.7471
Epoch 135/150
692/692 [==============================] - 0s 124us/step - loss: 0.5182 - accuracy: 0.7457
Epoch 136/150
692/692 [==============================] - 0s 115us/step - loss: 0.5133 - accuracy: 0.7471
Epoch 137/150
692/692 [==============================] - 0s 114us/step - loss: 0.5325 - accuracy: 0.7370
Epoch 138/150
692/692 [==============================] - 0s 117us/step - loss: 0.5207 - accuracy: 0.7645
Epoch 139/150
692/692 [==============================] - 0s 118us/step - loss: 0.5135 - accuracy: 0.7457
Epoch 140/150
692/692 [==============================] - 0s 127us/step - loss: 0.5132 - accuracy: 0.7442
Epoch 141/150
692/692 [==============================] - 0s 130us/step - loss: 0.5190 - accuracy: 0.7500
Epoch 142/150
692/692 [==============================] - 0s 144us/step - loss: 0.5147 - accuracy: 0.7543
Epoch 143/150
692/692 [==============================] - 0s 104us/step - loss: 0.5127 - accuracy: 0.7442
Epoch 144/150
692/692 [==============================] - 0s 102us/step - loss: 0.5167 - accuracy: 0.7457
Epoch 145/150
692/692 [==============================] - 0s 101us/step - loss: 0.5106 - accuracy: 0.7543
Epoch 146/150
692/692 [==============================] - 0s 102us/step - loss: 0.5130 - accuracy: 0.7486
Epoch 147/150
692/692 [==============================] - 0s 105us/step - loss: 0.5100 - accuracy: 0.7645
Epoch 148/150
692/692 [==============================] - 0s 133us/step - loss: 0.5071 - accuracy: 0.7630
Epoch 149/150
692/692 [==============================] - 0s 143us/step - loss: 0.5054 - accuracy: 0.7558
Epoch 150/150
692/692 [==============================] - 0s 120us/step - loss: 0.5133 - accuracy: 0.7543
76/76 [==============================] - 0s 1ms/step
Epoch 1/150
692/692 [==============================] - 0s 428us/step - loss: 12.5930 - accuracy: 0.3757
Epoch 2/150
692/692 [==============================] - 0s 117us/step - loss: 1.5831 - accuracy: 0.5116
Epoch 3/150
692/692 [==============================] - 0s 138us/step - loss: 0.9895 - accuracy: 0.5867
Epoch 4/150
692/692 [==============================] - 0s 127us/step - loss: 0.8924 - accuracy: 0.5896
Epoch 5/150
692/692 [==============================] - 0s 122us/step - loss: 0.8263 - accuracy: 0.6098
Epoch 6/150
692/692 [==============================] - 0s 125us/step - loss: 0.7896 - accuracy: 0.6098
Epoch 7/150
692/692 [==============================] - 0s 124us/step - loss: 0.7777 - accuracy: 0.6329
Epoch 8/150
692/692 [==============================] - 0s 183us/step - loss: 0.7448 - accuracy: 0.6329
Epoch 9/150
692/692 [==============================] - 0s 140us/step - loss: 0.7365 - accuracy: 0.6402
Epoch 10/150
692/692 [==============================] - 0s 130us/step - loss: 0.7333 - accuracy: 0.6402
Epoch 11/150
692/692 [==============================] - 0s 125us/step - loss: 0.7174 - accuracy: 0.6503
Epoch 12/150
692/692 [==============================] - 0s 115us/step - loss: 0.7076 - accuracy: 0.6546
Epoch 13/150
692/692 [==============================] - 0s 120us/step - loss: 0.7083 - accuracy: 0.6575
Epoch 14/150
692/692 [==============================] - 0s 127us/step - loss: 0.7154 - accuracy: 0.6445
Epoch 15/150
692/692 [==============================] - 0s 128us/step - loss: 0.6840 - accuracy: 0.6633
Epoch 16/150
692/692 [==============================] - 0s 125us/step - loss: 0.6820 - accuracy: 0.6561
Epoch 17/150
692/692 [==============================] - 0s 176us/step - loss: 0.7016 - accuracy: 0.6488
Epoch 18/150
692/692 [==============================] - 0s 112us/step - loss: 0.6634 - accuracy: 0.6662
Epoch 19/150
692/692 [==============================] - 0s 118us/step - loss: 0.6461 - accuracy: 0.6763
Epoch 20/150
692/692 [==============================] - 0s 118us/step - loss: 0.6580 - accuracy: 0.6604
Epoch 21/150
692/692 [==============================] - 0s 121us/step - loss: 0.6706 - accuracy: 0.6734
Epoch 22/150
692/692 [==============================] - ETA: 0s - loss: 0.7103 - accuracy: 0.62 - 0s 138us/step - loss: 0.6779 - accuracy: 0.6474
Epoch 23/150
692/692 [==============================] - 0s 123us/step - loss: 0.6501 - accuracy: 0.66910s - loss: 0.6604 - accuracy: 0.66
Epoch 24/150
692/692 [==============================] - 0s 135us/step - loss: 0.6354 - accuracy: 0.6792
Epoch 25/150
692/692 [==============================] - 0s 112us/step - loss: 0.6452 - accuracy: 0.6647
Epoch 26/150
692/692 [==============================] - 0s 108us/step - loss: 0.6364 - accuracy: 0.6691
Epoch 27/150
692/692 [==============================] - 0s 104us/step - loss: 0.6308 - accuracy: 0.6734
Epoch 28/150
692/692 [==============================] - 0s 108us/step - loss: 0.6216 - accuracy: 0.6734
Epoch 29/150
692/692 [==============================] - 0s 115us/step - loss: 0.6500 - accuracy: 0.6575
Epoch 30/150
692/692 [==============================] - 0s 114us/step - loss: 0.6253 - accuracy: 0.6777
Epoch 31/150
692/692 [==============================] - 0s 110us/step - loss: 0.6321 - accuracy: 0.6777
Epoch 32/150
692/692 [==============================] - 0s 112us/step - loss: 0.6275 - accuracy: 0.6835
Epoch 33/150
692/692 [==============================] - 0s 111us/step - loss: 0.6199 - accuracy: 0.6908
Epoch 34/150
692/692 [==============================] - 0s 115us/step - loss: 0.6327 - accuracy: 0.6604
Epoch 35/150
692/692 [==============================] - 0s 118us/step - loss: 0.6267 - accuracy: 0.6676
Epoch 36/150
692/692 [==============================] - 0s 108us/step - loss: 0.6113 - accuracy: 0.6806
Epoch 37/150
692/692 [==============================] - 0s 110us/step - loss: 0.6233 - accuracy: 0.6676
Epoch 38/150
692/692 [==============================] - 0s 174us/step - loss: 0.6210 - accuracy: 0.6749
Epoch 39/150
692/692 [==============================] - 0s 114us/step - loss: 0.6050 - accuracy: 0.6965
Epoch 40/150
692/692 [==============================] - 0s 123us/step - loss: 0.6455 - accuracy: 0.6633
Epoch 41/150
692/692 [==============================] - 0s 131us/step - loss: 0.6150 - accuracy: 0.6806
Epoch 42/150
692/692 [==============================] - 0s 133us/step - loss: 0.6514 - accuracy: 0.6604
Epoch 43/150
692/692 [==============================] - 0s 133us/step - loss: 0.6106 - accuracy: 0.6879
Epoch 44/150
692/692 [==============================] - 0s 120us/step - loss: 0.6064 - accuracy: 0.6792
Epoch 45/150
692/692 [==============================] - 0s 125us/step - loss: 0.6259 - accuracy: 0.6749
Epoch 46/150
692/692 [==============================] - 0s 110us/step - loss: 0.6301 - accuracy: 0.6777
Epoch 47/150
692/692 [==============================] - 0s 107us/step - loss: 0.5995 - accuracy: 0.6936
Epoch 48/150
692/692 [==============================] - 0s 111us/step - loss: 0.6262 - accuracy: 0.6705
Epoch 49/150
692/692 [==============================] - 0s 120us/step - loss: 0.6152 - accuracy: 0.6806
Epoch 50/150
692/692 [==============================] - 0s 125us/step - loss: 0.6634 - accuracy: 0.6691
Epoch 51/150
692/692 [==============================] - 0s 120us/step - loss: 0.6626 - accuracy: 0.6662
Epoch 52/150
692/692 [==============================] - 0s 110us/step - loss: 0.5993 - accuracy: 0.6965
Epoch 53/150
692/692 [==============================] - 0s 118us/step - loss: 0.5968 - accuracy: 0.6965
Epoch 54/150
692/692 [==============================] - 0s 160us/step - loss: 0.6026 - accuracy: 0.6922
Epoch 55/150
692/692 [==============================] - 0s 121us/step - loss: 0.5907 - accuracy: 0.6908
Epoch 56/150
692/692 [==============================] - 0s 110us/step - loss: 0.5960 - accuracy: 0.7009
Epoch 57/150
692/692 [==============================] - 0s 123us/step - loss: 0.5997 - accuracy: 0.6850
Epoch 58/150
692/692 [==============================] - 0s 117us/step - loss: 0.5915 - accuracy: 0.6980
Epoch 59/150
692/692 [==============================] - 0s 120us/step - loss: 0.5909 - accuracy: 0.6879
Epoch 60/150
692/692 [==============================] - 0s 124us/step - loss: 0.5843 - accuracy: 0.7023
Epoch 61/150
692/692 [==============================] - 0s 125us/step - loss: 0.6064 - accuracy: 0.6879
Epoch 62/150
692/692 [==============================] - 0s 120us/step - loss: 0.5980 - accuracy: 0.6864
Epoch 63/150
692/692 [==============================] - 0s 117us/step - loss: 0.5982 - accuracy: 0.6965
Epoch 64/150
692/692 [==============================] - 0s 105us/step - loss: 0.6044 - accuracy: 0.6864
Epoch 65/150
692/692 [==============================] - 0s 110us/step - loss: 0.6421 - accuracy: 0.6835
Epoch 66/150
692/692 [==============================] - 0s 110us/step - loss: 0.6079 - accuracy: 0.6821
Epoch 67/150
692/692 [==============================] - 0s 107us/step - loss: 0.5934 - accuracy: 0.6936
Epoch 68/150
692/692 [==============================] - 0s 102us/step - loss: 0.5955 - accuracy: 0.6980
Epoch 69/150
692/692 [==============================] - 0s 104us/step - loss: 0.5969 - accuracy: 0.6965
Epoch 70/150
692/692 [==============================] - 0s 104us/step - loss: 0.6041 - accuracy: 0.6908
Epoch 71/150
692/692 [==============================] - 0s 105us/step - loss: 0.5993 - accuracy: 0.6821
Epoch 72/150
692/692 [==============================] - 0s 105us/step - loss: 0.6078 - accuracy: 0.6749
Epoch 73/150
692/692 [==============================] - 0s 104us/step - loss: 0.5979 - accuracy: 0.6936
Epoch 74/150
692/692 [==============================] - 0s 104us/step - loss: 0.6012 - accuracy: 0.6806
Epoch 75/150
692/692 [==============================] - 0s 107us/step - loss: 0.6133 - accuracy: 0.6792
Epoch 76/150
692/692 [==============================] - 0s 104us/step - loss: 0.6468 - accuracy: 0.6676
Epoch 77/150
692/692 [==============================] - 0s 107us/step - loss: 0.6570 - accuracy: 0.6720
Epoch 78/150
692/692 [==============================] - 0s 104us/step - loss: 0.6347 - accuracy: 0.6908
Epoch 79/150
692/692 [==============================] - 0s 105us/step - loss: 0.6012 - accuracy: 0.6965
Epoch 80/150
692/692 [==============================] - 0s 105us/step - loss: 0.5924 - accuracy: 0.6936
Epoch 81/150
692/692 [==============================] - 0s 105us/step - loss: 0.6088 - accuracy: 0.6922
Epoch 82/150
692/692 [==============================] - 0s 107us/step - loss: 0.6000 - accuracy: 0.6879
Epoch 83/150
692/692 [==============================] - 0s 104us/step - loss: 0.5937 - accuracy: 0.6922
Epoch 84/150
692/692 [==============================] - 0s 105us/step - loss: 0.6176 - accuracy: 0.6806
Epoch 85/150
692/692 [==============================] - 0s 104us/step - loss: 0.5923 - accuracy: 0.6980
Epoch 86/150
692/692 [==============================] - 0s 108us/step - loss: 0.6047 - accuracy: 0.7038
Epoch 87/150
692/692 [==============================] - 0s 105us/step - loss: 0.6134 - accuracy: 0.6835
Epoch 88/150
692/692 [==============================] - 0s 105us/step - loss: 0.6132 - accuracy: 0.6806
Epoch 89/150
692/692 [==============================] - 0s 104us/step - loss: 0.6078 - accuracy: 0.7009
Epoch 90/150
692/692 [==============================] - 0s 107us/step - loss: 0.5970 - accuracy: 0.6879
Epoch 91/150
692/692 [==============================] - 0s 107us/step - loss: 0.6143 - accuracy: 0.6922
Epoch 92/150
692/692 [==============================] - 0s 107us/step - loss: 0.5940 - accuracy: 0.6893
Epoch 93/150
692/692 [==============================] - 0s 107us/step - loss: 0.5907 - accuracy: 0.7052
Epoch 94/150
692/692 [==============================] - 0s 105us/step - loss: 0.5889 - accuracy: 0.6980
Epoch 95/150
692/692 [==============================] - 0s 104us/step - loss: 0.5837 - accuracy: 0.7009
Epoch 96/150
692/692 [==============================] - 0s 105us/step - loss: 0.5865 - accuracy: 0.7081
Epoch 97/150
692/692 [==============================] - 0s 105us/step - loss: 0.5869 - accuracy: 0.6879
Epoch 98/150
692/692 [==============================] - 0s 105us/step - loss: 0.5957 - accuracy: 0.6893
Epoch 99/150
692/692 [==============================] - 0s 107us/step - loss: 0.5809 - accuracy: 0.7052
Epoch 100/150
692/692 [==============================] - 0s 104us/step - loss: 0.6108 - accuracy: 0.6821
Epoch 101/150
692/692 [==============================] - 0s 105us/step - loss: 0.6229 - accuracy: 0.6879
Epoch 102/150
692/692 [==============================] - 0s 104us/step - loss: 0.5846 - accuracy: 0.6922
Epoch 103/150
692/692 [==============================] - 0s 105us/step - loss: 0.5790 - accuracy: 0.6980
Epoch 104/150
692/692 [==============================] - 0s 107us/step - loss: 0.5908 - accuracy: 0.7023
Epoch 105/150
692/692 [==============================] - 0s 105us/step - loss: 0.5959 - accuracy: 0.6965
Epoch 106/150
692/692 [==============================] - 0s 111us/step - loss: 0.5904 - accuracy: 0.7023
Epoch 107/150
692/692 [==============================] - 0s 114us/step - loss: 0.5798 - accuracy: 0.7139
Epoch 108/150
692/692 [==============================] - 0s 135us/step - loss: 0.5933 - accuracy: 0.6922
Epoch 109/150
692/692 [==============================] - 0s 133us/step - loss: 0.6045 - accuracy: 0.69510s - loss: 0.6084 - accuracy: 0.67
Epoch 110/150
692/692 [==============================] - 0s 114us/step - loss: 0.5979 - accuracy: 0.6749
Epoch 111/150
692/692 [==============================] - 0s 105us/step - loss: 0.5767 - accuracy: 0.7066
Epoch 112/150
692/692 [==============================] - 0s 105us/step - loss: 0.5897 - accuracy: 0.7110
Epoch 113/150
692/692 [==============================] - 0s 110us/step - loss: 0.5987 - accuracy: 0.6879
Epoch 114/150
692/692 [==============================] - 0s 110us/step - loss: 0.6154 - accuracy: 0.6821
Epoch 115/150
692/692 [==============================] - 0s 104us/step - loss: 0.5856 - accuracy: 0.7081
Epoch 116/150
692/692 [==============================] - 0s 111us/step - loss: 0.5790 - accuracy: 0.7038
Epoch 117/150
692/692 [==============================] - 0s 164us/step - loss: 0.5912 - accuracy: 0.7009
Epoch 118/150
692/692 [==============================] - 0s 166us/step - loss: 0.5934 - accuracy: 0.7023
Epoch 119/150
692/692 [==============================] - 0s 150us/step - loss: 0.5829 - accuracy: 0.7009
Epoch 120/150
692/692 [==============================] - 0s 137us/step - loss: 0.5856 - accuracy: 0.6951
Epoch 121/150
692/692 [==============================] - 0s 131us/step - loss: 0.5925 - accuracy: 0.6980
Epoch 122/150
692/692 [==============================] - 0s 134us/step - loss: 0.5831 - accuracy: 0.6994
Epoch 123/150
692/692 [==============================] - 0s 133us/step - loss: 0.5840 - accuracy: 0.6994
Epoch 124/150
692/692 [==============================] - 0s 134us/step - loss: 0.5848 - accuracy: 0.7052
Epoch 125/150
692/692 [==============================] - 0s 135us/step - loss: 0.5770 - accuracy: 0.7066
Epoch 126/150
692/692 [==============================] - 0s 131us/step - loss: 0.5788 - accuracy: 0.7182
Epoch 127/150
692/692 [==============================] - 0s 137us/step - loss: 0.5912 - accuracy: 0.6980
Epoch 128/150
692/692 [==============================] - 0s 137us/step - loss: 0.5875 - accuracy: 0.6936
Epoch 129/150
692/692 [==============================] - 0s 223us/step - loss: 0.5866 - accuracy: 0.6879
Epoch 130/150
692/692 [==============================] - 0s 186us/step - loss: 0.5780 - accuracy: 0.7168
Epoch 131/150
692/692 [==============================] - 0s 157us/step - loss: 0.5710 - accuracy: 0.7110
Epoch 132/150
692/692 [==============================] - 0s 133us/step - loss: 0.5898 - accuracy: 0.6994
Epoch 133/150
692/692 [==============================] - 0s 146us/step - loss: 0.5789 - accuracy: 0.6936
Epoch 134/150
692/692 [==============================] - 0s 209us/step - loss: 0.5771 - accuracy: 0.6994
Epoch 135/150
692/692 [==============================] - 0s 170us/step - loss: 0.5798 - accuracy: 0.6980
Epoch 136/150
692/692 [==============================] - 0s 163us/step - loss: 0.5886 - accuracy: 0.69510s - loss: 0.5854 - accuracy: 0.69
Epoch 137/150
692/692 [==============================] - 0s 209us/step - loss: 0.5970 - accuracy: 0.6922
Epoch 138/150
692/692 [==============================] - 0s 182us/step - loss: 0.5782 - accuracy: 0.7023
Epoch 139/150
692/692 [==============================] - 0s 131us/step - loss: 0.5836 - accuracy: 0.6994
Epoch 140/150
692/692 [==============================] - 0s 180us/step - loss: 0.5976 - accuracy: 0.6980
Epoch 141/150
692/692 [==============================] - 0s 208us/step - loss: 0.6003 - accuracy: 0.7023
Epoch 142/150
692/692 [==============================] - 0s 114us/step - loss: 0.5791 - accuracy: 0.7066
Epoch 143/150
692/692 [==============================] - 0s 114us/step - loss: 0.5743 - accuracy: 0.7066
Epoch 144/150
692/692 [==============================] - 0s 157us/step - loss: 0.6039 - accuracy: 0.6893
Epoch 145/150
692/692 [==============================] - 0s 115us/step - loss: 0.5884 - accuracy: 0.6908
Epoch 146/150
692/692 [==============================] - 0s 118us/step - loss: 0.5706 - accuracy: 0.7139
Epoch 147/150
692/692 [==============================] - 0s 135us/step - loss: 0.5836 - accuracy: 0.6994
Epoch 148/150
692/692 [==============================] - 0s 120us/step - loss: 0.5697 - accuracy: 0.7168
Epoch 149/150
692/692 [==============================] - 0s 108us/step - loss: 0.5726 - accuracy: 0.7052
Epoch 150/150
692/692 [==============================] - 0s 110us/step - loss: 0.5721 - accuracy: 0.7052
76/76 [==============================] - 0s 1ms/step
0.7382946014404297
In [11]:
# 对数据进行3、5、7交叉验证,比较结果。
# 3 交叉验证
kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
512/512 [==============================] - 0s 545us/step - loss: 23.6238 - accuracy: 0.3594
Epoch 2/150
512/512 [==============================] - 0s 117us/step - loss: 4.0281 - accuracy: 0.4492
Epoch 3/150
512/512 [==============================] - 0s 121us/step - loss: 2.1792 - accuracy: 0.4668
Epoch 4/150
512/512 [==============================] - 0s 113us/step - loss: 1.6859 - accuracy: 0.5293
Epoch 5/150
512/512 [==============================] - 0s 101us/step - loss: 1.4855 - accuracy: 0.5566
Epoch 6/150
512/512 [==============================] - 0s 107us/step - loss: 1.3034 - accuracy: 0.5723
Epoch 7/150
512/512 [==============================] - 0s 101us/step - loss: 1.1557 - accuracy: 0.5918
Epoch 8/150
512/512 [==============================] - 0s 105us/step - loss: 1.0777 - accuracy: 0.5664
Epoch 9/150
512/512 [==============================] - 0s 101us/step - loss: 0.9637 - accuracy: 0.6133
Epoch 10/150
512/512 [==============================] - 0s 119us/step - loss: 0.8685 - accuracy: 0.6191
Epoch 11/150
512/512 [==============================] - 0s 113us/step - loss: 0.8713 - accuracy: 0.5820
Epoch 12/150
512/512 [==============================] - 0s 162us/step - loss: 0.8636 - accuracy: 0.6328
Epoch 13/150
512/512 [==============================] - 0s 179us/step - loss: 0.7912 - accuracy: 0.6211
Epoch 14/150
512/512 [==============================] - 0s 160us/step - loss: 0.8425 - accuracy: 0.6230
Epoch 15/150
512/512 [==============================] - 0s 115us/step - loss: 0.7526 - accuracy: 0.6250
Epoch 16/150
512/512 [==============================] - 0s 121us/step - loss: 0.7215 - accuracy: 0.6367
Epoch 17/150
512/512 [==============================] - 0s 109us/step - loss: 0.8030 - accuracy: 0.6250
Epoch 18/150
512/512 [==============================] - 0s 111us/step - loss: 0.7334 - accuracy: 0.6211
Epoch 19/150
512/512 [==============================] - 0s 117us/step - loss: 0.7986 - accuracy: 0.6152
Epoch 20/150
512/512 [==============================] - 0s 130us/step - loss: 0.8254 - accuracy: 0.6191
Epoch 21/150
512/512 [==============================] - 0s 131us/step - loss: 0.7717 - accuracy: 0.6035
Epoch 22/150
512/512 [==============================] - 0s 129us/step - loss: 0.6862 - accuracy: 0.6504
Epoch 23/150
512/512 [==============================] - 0s 119us/step - loss: 0.6780 - accuracy: 0.6582
Epoch 24/150
512/512 [==============================] - 0s 129us/step - loss: 0.6735 - accuracy: 0.6426
Epoch 25/150
512/512 [==============================] - 0s 113us/step - loss: 0.6753 - accuracy: 0.6465
Epoch 26/150
512/512 [==============================] - 0s 113us/step - loss: 0.6864 - accuracy: 0.6484
Epoch 27/150
512/512 [==============================] - 0s 127us/step - loss: 0.6641 - accuracy: 0.6504
Epoch 28/150
512/512 [==============================] - 0s 119us/step - loss: 0.6456 - accuracy: 0.6543
Epoch 29/150
512/512 [==============================] - 0s 113us/step - loss: 0.6324 - accuracy: 0.6934
Epoch 30/150
512/512 [==============================] - 0s 115us/step - loss: 0.6514 - accuracy: 0.6465
Epoch 31/150
512/512 [==============================] - 0s 127us/step - loss: 0.6914 - accuracy: 0.6738
Epoch 32/150
512/512 [==============================] - 0s 117us/step - loss: 0.6631 - accuracy: 0.6621
Epoch 33/150
512/512 [==============================] - 0s 117us/step - loss: 0.6932 - accuracy: 0.6699
Epoch 34/150
512/512 [==============================] - 0s 123us/step - loss: 0.6645 - accuracy: 0.6621
Epoch 35/150
512/512 [==============================] - 0s 119us/step - loss: 0.6337 - accuracy: 0.6914
Epoch 36/150
512/512 [==============================] - 0s 117us/step - loss: 0.6415 - accuracy: 0.6680
Epoch 37/150
512/512 [==============================] - 0s 129us/step - loss: 0.6437 - accuracy: 0.6855
Epoch 38/150
512/512 [==============================] - 0s 115us/step - loss: 0.7320 - accuracy: 0.6387
Epoch 39/150
512/512 [==============================] - 0s 117us/step - loss: 0.6505 - accuracy: 0.6895
Epoch 40/150
512/512 [==============================] - 0s 134us/step - loss: 0.7977 - accuracy: 0.6367
Epoch 41/150
512/512 [==============================] - 0s 115us/step - loss: 0.6143 - accuracy: 0.7012
Epoch 42/150
512/512 [==============================] - 0s 117us/step - loss: 0.6219 - accuracy: 0.6934
Epoch 43/150
512/512 [==============================] - 0s 123us/step - loss: 0.5968 - accuracy: 0.7031
Epoch 44/150
512/512 [==============================] - 0s 119us/step - loss: 0.6155 - accuracy: 0.6914
Epoch 45/150
512/512 [==============================] - 0s 111us/step - loss: 0.6471 - accuracy: 0.6816
Epoch 46/150
512/512 [==============================] - 0s 107us/step - loss: 0.6115 - accuracy: 0.6914
Epoch 47/150
512/512 [==============================] - 0s 111us/step - loss: 0.6111 - accuracy: 0.6934
Epoch 48/150
512/512 [==============================] - 0s 127us/step - loss: 0.6068 - accuracy: 0.6777
Epoch 49/150
512/512 [==============================] - ETA: 0s - loss: 0.6448 - accuracy: 0.68 - 0s 115us/step - loss: 0.6442 - accuracy: 0.6895
Epoch 50/150
512/512 [==============================] - 0s 113us/step - loss: 0.6332 - accuracy: 0.6816
Epoch 51/150
512/512 [==============================] - 0s 109us/step - loss: 0.6244 - accuracy: 0.6855
Epoch 52/150
512/512 [==============================] - 0s 111us/step - loss: 0.6050 - accuracy: 0.6836
Epoch 53/150
512/512 [==============================] - 0s 113us/step - loss: 0.6018 - accuracy: 0.6562
Epoch 54/150
512/512 [==============================] - 0s 109us/step - loss: 0.5549 - accuracy: 0.7207
Epoch 55/150
512/512 [==============================] - 0s 113us/step - loss: 0.5848 - accuracy: 0.6953
Epoch 56/150
512/512 [==============================] - 0s 107us/step - loss: 0.5882 - accuracy: 0.7188
Epoch 57/150
512/512 [==============================] - 0s 111us/step - loss: 0.5927 - accuracy: 0.7246
Epoch 58/150
512/512 [==============================] - 0s 109us/step - loss: 0.5673 - accuracy: 0.7246
Epoch 59/150
512/512 [==============================] - 0s 125us/step - loss: 0.5904 - accuracy: 0.7129
Epoch 60/150
512/512 [==============================] - 0s 115us/step - loss: 0.5809 - accuracy: 0.7012
Epoch 61/150
512/512 [==============================] - 0s 107us/step - loss: 0.5682 - accuracy: 0.7441
Epoch 62/150
512/512 [==============================] - 0s 103us/step - loss: 0.6141 - accuracy: 0.6973
Epoch 63/150
512/512 [==============================] - 0s 109us/step - loss: 0.6300 - accuracy: 0.6777
Epoch 64/150
512/512 [==============================] - 0s 107us/step - loss: 0.5839 - accuracy: 0.7031
Epoch 65/150
512/512 [==============================] - 0s 109us/step - loss: 0.6316 - accuracy: 0.6855
Epoch 66/150
512/512 [==============================] - 0s 107us/step - loss: 0.6069 - accuracy: 0.7051
Epoch 67/150
512/512 [==============================] - 0s 113us/step - loss: 0.5539 - accuracy: 0.7324
Epoch 68/150
512/512 [==============================] - 0s 111us/step - loss: 0.5769 - accuracy: 0.7227
Epoch 69/150
512/512 [==============================] - 0s 119us/step - loss: 0.7344 - accuracy: 0.6621
Epoch 70/150
512/512 [==============================] - 0s 117us/step - loss: 0.5951 - accuracy: 0.7266
Epoch 71/150
512/512 [==============================] - 0s 115us/step - loss: 0.5448 - accuracy: 0.7285
Epoch 72/150
512/512 [==============================] - 0s 117us/step - loss: 0.5706 - accuracy: 0.7188
Epoch 73/150
512/512 [==============================] - 0s 119us/step - loss: 0.5576 - accuracy: 0.7207
Epoch 74/150
512/512 [==============================] - 0s 117us/step - loss: 0.5629 - accuracy: 0.6934
Epoch 75/150
512/512 [==============================] - 0s 119us/step - loss: 0.5738 - accuracy: 0.7227
Epoch 76/150
512/512 [==============================] - 0s 117us/step - loss: 0.6059 - accuracy: 0.7168
Epoch 77/150
512/512 [==============================] - 0s 113us/step - loss: 0.5421 - accuracy: 0.7266
Epoch 78/150
512/512 [==============================] - 0s 113us/step - loss: 0.6688 - accuracy: 0.6719
Epoch 79/150
512/512 [==============================] - 0s 136us/step - loss: 0.5791 - accuracy: 0.7305
Epoch 80/150
512/512 [==============================] - 0s 156us/step - loss: 0.5625 - accuracy: 0.7148
Epoch 81/150
512/512 [==============================] - 0s 152us/step - loss: 0.5779 - accuracy: 0.6992
Epoch 82/150
512/512 [==============================] - 0s 144us/step - loss: 0.5766 - accuracy: 0.7148
Epoch 83/150
512/512 [==============================] - 0s 123us/step - loss: 0.5613 - accuracy: 0.7266
Epoch 84/150
512/512 [==============================] - 0s 131us/step - loss: 0.7255 - accuracy: 0.6484
Epoch 85/150
512/512 [==============================] - 0s 129us/step - loss: 0.5707 - accuracy: 0.7148
Epoch 86/150
512/512 [==============================] - 0s 146us/step - loss: 0.5435 - accuracy: 0.7129
Epoch 87/150
512/512 [==============================] - 0s 140us/step - loss: 0.5679 - accuracy: 0.7324
Epoch 88/150
512/512 [==============================] - 0s 130us/step - loss: 0.5970 - accuracy: 0.7148
Epoch 89/150
512/512 [==============================] - 0s 129us/step - loss: 0.5404 - accuracy: 0.7559
Epoch 90/150
512/512 [==============================] - 0s 123us/step - loss: 0.6025 - accuracy: 0.7129
Epoch 91/150
512/512 [==============================] - 0s 136us/step - loss: 0.5929 - accuracy: 0.7227
Epoch 92/150
512/512 [==============================] - 0s 119us/step - loss: 0.6483 - accuracy: 0.6934
Epoch 93/150
512/512 [==============================] - 0s 119us/step - loss: 0.5706 - accuracy: 0.7168
Epoch 94/150
512/512 [==============================] - 0s 127us/step - loss: 0.5371 - accuracy: 0.7422
Epoch 95/150
512/512 [==============================] - 0s 107us/step - loss: 0.5391 - accuracy: 0.7441
Epoch 96/150
512/512 [==============================] - 0s 113us/step - loss: 0.5507 - accuracy: 0.7285
Epoch 97/150
512/512 [==============================] - 0s 107us/step - loss: 0.5261 - accuracy: 0.76560s - loss: 0.5281 - accuracy: 0.76
Epoch 98/150
512/512 [==============================] - 0s 103us/step - loss: 0.5899 - accuracy: 0.7207
Epoch 99/150
512/512 [==============================] - 0s 115us/step - loss: 0.5874 - accuracy: 0.7090
Epoch 100/150
512/512 [==============================] - 0s 129us/step - loss: 0.5357 - accuracy: 0.7402
Epoch 101/150
512/512 [==============================] - 0s 121us/step - loss: 0.5639 - accuracy: 0.7090
Epoch 102/150
512/512 [==============================] - 0s 113us/step - loss: 0.5581 - accuracy: 0.7461
Epoch 103/150
512/512 [==============================] - 0s 117us/step - loss: 0.5767 - accuracy: 0.7383
Epoch 104/150
512/512 [==============================] - 0s 127us/step - loss: 0.5279 - accuracy: 0.7676
Epoch 105/150
512/512 [==============================] - 0s 129us/step - loss: 0.5287 - accuracy: 0.7422
Epoch 106/150
512/512 [==============================] - 0s 134us/step - loss: 0.5366 - accuracy: 0.7559
Epoch 107/150
512/512 [==============================] - 0s 136us/step - loss: 0.5590 - accuracy: 0.7305
Epoch 108/150
512/512 [==============================] - 0s 117us/step - loss: 0.5420 - accuracy: 0.7305
Epoch 109/150
512/512 [==============================] - 0s 123us/step - loss: 0.5709 - accuracy: 0.7168
Epoch 110/150
512/512 [==============================] - 0s 109us/step - loss: 0.5435 - accuracy: 0.7285
Epoch 111/150
512/512 [==============================] - 0s 109us/step - loss: 0.5203 - accuracy: 0.7598
Epoch 112/150
512/512 [==============================] - 0s 131us/step - loss: 0.5431 - accuracy: 0.7285
Epoch 113/150
512/512 [==============================] - 0s 226us/step - loss: 0.5279 - accuracy: 0.7480
Epoch 114/150
512/512 [==============================] - 0s 140us/step - loss: 0.5387 - accuracy: 0.7480
Epoch 115/150
512/512 [==============================] - 0s 131us/step - loss: 0.5388 - accuracy: 0.7324
Epoch 116/150
512/512 [==============================] - 0s 129us/step - loss: 0.5430 - accuracy: 0.7363
Epoch 117/150
512/512 [==============================] - 0s 127us/step - loss: 0.4996 - accuracy: 0.7832
Epoch 118/150
512/512 [==============================] - 0s 123us/step - loss: 0.5338 - accuracy: 0.7383
Epoch 119/150
512/512 [==============================] - 0s 132us/step - loss: 0.5232 - accuracy: 0.7480
Epoch 120/150
512/512 [==============================] - 0s 117us/step - loss: 0.5350 - accuracy: 0.7461
Epoch 121/150
512/512 [==============================] - 0s 129us/step - loss: 0.5287 - accuracy: 0.7539
Epoch 122/150
512/512 [==============================] - 0s 125us/step - loss: 0.5216 - accuracy: 0.7559
Epoch 123/150
512/512 [==============================] - 0s 164us/step - loss: 0.5157 - accuracy: 0.7578
Epoch 124/150
512/512 [==============================] - 0s 127us/step - loss: 0.5124 - accuracy: 0.7559
Epoch 125/150
512/512 [==============================] - 0s 107us/step - loss: 0.5325 - accuracy: 0.7305
Epoch 126/150
512/512 [==============================] - 0s 103us/step - loss: 0.5370 - accuracy: 0.7461
Epoch 127/150
512/512 [==============================] - 0s 111us/step - loss: 0.5358 - accuracy: 0.7598
Epoch 128/150
512/512 [==============================] - 0s 107us/step - loss: 0.5078 - accuracy: 0.7539
Epoch 129/150
512/512 [==============================] - 0s 103us/step - loss: 0.5144 - accuracy: 0.7539
Epoch 130/150
512/512 [==============================] - 0s 107us/step - loss: 0.5626 - accuracy: 0.7168
Epoch 131/150
512/512 [==============================] - 0s 109us/step - loss: 0.6564 - accuracy: 0.6934
Epoch 132/150
512/512 [==============================] - 0s 109us/step - loss: 0.5232 - accuracy: 0.7500
Epoch 133/150
512/512 [==============================] - 0s 103us/step - loss: 0.5278 - accuracy: 0.7539
Epoch 134/150
512/512 [==============================] - 0s 109us/step - loss: 0.5275 - accuracy: 0.74410s - loss: 0.5286 - accuracy: 0.74
Epoch 135/150
512/512 [==============================] - 0s 101us/step - loss: 0.5869 - accuracy: 0.6992
Epoch 136/150
512/512 [==============================] - 0s 109us/step - loss: 0.5506 - accuracy: 0.7363
Epoch 137/150
512/512 [==============================] - 0s 113us/step - loss: 0.5125 - accuracy: 0.7578
Epoch 138/150
512/512 [==============================] - 0s 107us/step - loss: 0.5558 - accuracy: 0.7500
Epoch 139/150
512/512 [==============================] - 0s 109us/step - loss: 0.5251 - accuracy: 0.7520
Epoch 140/150
512/512 [==============================] - 0s 109us/step - loss: 0.5168 - accuracy: 0.7520
Epoch 141/150
512/512 [==============================] - 0s 107us/step - loss: 0.5460 - accuracy: 0.7422
Epoch 142/150
512/512 [==============================] - 0s 107us/step - loss: 0.5134 - accuracy: 0.7676
Epoch 143/150
512/512 [==============================] - 0s 107us/step - loss: 0.5245 - accuracy: 0.7656
Epoch 144/150
512/512 [==============================] - 0s 109us/step - loss: 0.5704 - accuracy: 0.7363
Epoch 145/150
512/512 [==============================] - 0s 107us/step - loss: 0.5414 - accuracy: 0.7227
Epoch 146/150
512/512 [==============================] - 0s 109us/step - loss: 0.5390 - accuracy: 0.7363
Epoch 147/150
512/512 [==============================] - 0s 134us/step - loss: 0.4978 - accuracy: 0.7656
Epoch 148/150
512/512 [==============================] - 0s 127us/step - loss: 0.4931 - accuracy: 0.7637
Epoch 149/150
512/512 [==============================] - 0s 123us/step - loss: 0.5575 - accuracy: 0.7148
Epoch 150/150
512/512 [==============================] - 0s 111us/step - loss: 0.5161 - accuracy: 0.7695
256/256 [==============================] - 0s 393us/step
Epoch 1/150
512/512 [==============================] - 0s 506us/step - loss: 14.7339 - accuracy: 0.3477
Epoch 2/150
512/512 [==============================] - 0s 123us/step - loss: 2.0325 - accuracy: 0.4570
Epoch 3/150
512/512 [==============================] - 0s 107us/step - loss: 0.9442 - accuracy: 0.5273
Epoch 4/150
512/512 [==============================] - 0s 111us/step - loss: 0.7781 - accuracy: 0.5684
Epoch 5/150
512/512 [==============================] - 0s 115us/step - loss: 0.7477 - accuracy: 0.6211
Epoch 6/150
512/512 [==============================] - 0s 121us/step - loss: 0.7139 - accuracy: 0.6172
Epoch 7/150
512/512 [==============================] - 0s 121us/step - loss: 0.6921 - accuracy: 0.6191
Epoch 8/150
512/512 [==============================] - 0s 119us/step - loss: 0.6939 - accuracy: 0.6406
Epoch 9/150
512/512 [==============================] - 0s 121us/step - loss: 0.6891 - accuracy: 0.6133
Epoch 10/150
512/512 [==============================] - 0s 119us/step - loss: 0.6792 - accuracy: 0.6191
Epoch 11/150
512/512 [==============================] - 0s 117us/step - loss: 0.6767 - accuracy: 0.6484
Epoch 12/150
512/512 [==============================] - 0s 123us/step - loss: 0.6742 - accuracy: 0.6328
Epoch 13/150
512/512 [==============================] - 0s 132us/step - loss: 0.6736 - accuracy: 0.6270
Epoch 14/150
512/512 [==============================] - 0s 142us/step - loss: 0.6563 - accuracy: 0.6230
Epoch 15/150
512/512 [==============================] - 0s 129us/step - loss: 0.6632 - accuracy: 0.6270
Epoch 16/150
512/512 [==============================] - 0s 127us/step - loss: 0.6539 - accuracy: 0.6152
Epoch 17/150
512/512 [==============================] - 0s 123us/step - loss: 0.6707 - accuracy: 0.6211
Epoch 18/150
512/512 [==============================] - 0s 175us/step - loss: 0.6567 - accuracy: 0.6211
Epoch 19/150
512/512 [==============================] - 0s 169us/step - loss: 0.6577 - accuracy: 0.6328
Epoch 20/150
512/512 [==============================] - 0s 134us/step - loss: 0.6517 - accuracy: 0.6465
Epoch 21/150
512/512 [==============================] - 0s 132us/step - loss: 0.6420 - accuracy: 0.6641
Epoch 22/150
512/512 [==============================] - 0s 127us/step - loss: 0.6558 - accuracy: 0.6484
Epoch 23/150
512/512 [==============================] - 0s 121us/step - loss: 0.6548 - accuracy: 0.6445
Epoch 24/150
512/512 [==============================] - 0s 121us/step - loss: 0.6351 - accuracy: 0.6562
Epoch 25/150
512/512 [==============================] - 0s 121us/step - loss: 0.6521 - accuracy: 0.6230
Epoch 26/150
512/512 [==============================] - 0s 129us/step - loss: 0.6459 - accuracy: 0.6484
Epoch 27/150
512/512 [==============================] - 0s 127us/step - loss: 0.6353 - accuracy: 0.6328
Epoch 28/150
512/512 [==============================] - 0s 129us/step - loss: 0.6345 - accuracy: 0.6504
Epoch 29/150
512/512 [==============================] - 0s 134us/step - loss: 0.6411 - accuracy: 0.6504
Epoch 30/150
512/512 [==============================] - 0s 127us/step - loss: 0.6305 - accuracy: 0.6562
Epoch 31/150
512/512 [==============================] - 0s 129us/step - loss: 0.6269 - accuracy: 0.6484
Epoch 32/150
512/512 [==============================] - 0s 131us/step - loss: 0.6335 - accuracy: 0.6777
Epoch 33/150
512/512 [==============================] - 0s 136us/step - loss: 0.6271 - accuracy: 0.6621
Epoch 34/150
512/512 [==============================] - 0s 129us/step - loss: 0.6343 - accuracy: 0.6699
Epoch 35/150
512/512 [==============================] - 0s 134us/step - loss: 0.6285 - accuracy: 0.6562
Epoch 36/150
512/512 [==============================] - 0s 131us/step - loss: 0.6293 - accuracy: 0.6621
Epoch 37/150
512/512 [==============================] - 0s 131us/step - loss: 0.6204 - accuracy: 0.6602
Epoch 38/150
512/512 [==============================] - 0s 129us/step - loss: 0.6162 - accuracy: 0.6426
Epoch 39/150
512/512 [==============================] - 0s 127us/step - loss: 0.6252 - accuracy: 0.6680
Epoch 40/150
512/512 [==============================] - 0s 132us/step - loss: 0.6175 - accuracy: 0.6680
Epoch 41/150
512/512 [==============================] - 0s 132us/step - loss: 0.6229 - accuracy: 0.6465
Epoch 42/150
512/512 [==============================] - 0s 129us/step - loss: 0.6172 - accuracy: 0.6523
Epoch 43/150
512/512 [==============================] - 0s 129us/step - loss: 0.6242 - accuracy: 0.6641
Epoch 44/150
512/512 [==============================] - 0s 125us/step - loss: 0.6130 - accuracy: 0.6523
Epoch 45/150
512/512 [==============================] - 0s 129us/step - loss: 0.6195 - accuracy: 0.6777
Epoch 46/150
512/512 [==============================] - 0s 131us/step - loss: 0.6367 - accuracy: 0.6484
Epoch 47/150
512/512 [==============================] - 0s 129us/step - loss: 0.6143 - accuracy: 0.6680
Epoch 48/150
512/512 [==============================] - 0s 132us/step - loss: 0.6311 - accuracy: 0.6719
Epoch 49/150
512/512 [==============================] - 0s 125us/step - loss: 0.6087 - accuracy: 0.6777
Epoch 50/150
512/512 [==============================] - 0s 119us/step - loss: 0.6083 - accuracy: 0.6777
Epoch 51/150
512/512 [==============================] - 0s 119us/step - loss: 0.6103 - accuracy: 0.6836
Epoch 52/150
512/512 [==============================] - 0s 121us/step - loss: 0.6081 - accuracy: 0.6660
Epoch 53/150
512/512 [==============================] - 0s 119us/step - loss: 0.6028 - accuracy: 0.6836
Epoch 54/150
512/512 [==============================] - 0s 115us/step - loss: 0.5956 - accuracy: 0.6914
Epoch 55/150
512/512 [==============================] - 0s 132us/step - loss: 0.5928 - accuracy: 0.6855
Epoch 56/150
512/512 [==============================] - 0s 129us/step - loss: 0.6075 - accuracy: 0.6797
Epoch 57/150
512/512 [==============================] - 0s 131us/step - loss: 0.6054 - accuracy: 0.6719
Epoch 58/150
512/512 [==============================] - 0s 125us/step - loss: 0.6075 - accuracy: 0.6680
Epoch 59/150
512/512 [==============================] - 0s 129us/step - loss: 0.5937 - accuracy: 0.6855
Epoch 60/150
512/512 [==============================] - 0s 150us/step - loss: 0.5904 - accuracy: 0.7207
Epoch 61/150
512/512 [==============================] - 0s 152us/step - loss: 0.5886 - accuracy: 0.6973
Epoch 62/150
512/512 [==============================] - 0s 150us/step - loss: 0.6006 - accuracy: 0.7051
Epoch 63/150
512/512 [==============================] - 0s 152us/step - loss: 0.6051 - accuracy: 0.6738
Epoch 64/150
512/512 [==============================] - 0s 140us/step - loss: 0.5877 - accuracy: 0.7051
Epoch 65/150
512/512 [==============================] - 0s 146us/step - loss: 0.5850 - accuracy: 0.7148
Epoch 66/150
512/512 [==============================] - 0s 140us/step - loss: 0.5816 - accuracy: 0.7285
Epoch 67/150
512/512 [==============================] - 0s 129us/step - loss: 0.5823 - accuracy: 0.7129
Epoch 68/150
512/512 [==============================] - 0s 134us/step - loss: 0.5826 - accuracy: 0.7227
Epoch 69/150
512/512 [==============================] - 0s 142us/step - loss: 0.5802 - accuracy: 0.7207
Epoch 70/150
512/512 [==============================] - 0s 134us/step - loss: 0.6003 - accuracy: 0.6914
Epoch 71/150
512/512 [==============================] - 0s 136us/step - loss: 0.5779 - accuracy: 0.7012
Epoch 72/150
512/512 [==============================] - 0s 148us/step - loss: 0.5709 - accuracy: 0.7188
Epoch 73/150
512/512 [==============================] - 0s 171us/step - loss: 0.5693 - accuracy: 0.7363
Epoch 74/150
512/512 [==============================] - 0s 160us/step - loss: 0.5789 - accuracy: 0.7051
Epoch 75/150
512/512 [==============================] - 0s 134us/step - loss: 0.5631 - accuracy: 0.7305
Epoch 76/150
512/512 [==============================] - 0s 134us/step - loss: 0.5615 - accuracy: 0.7363
Epoch 77/150
512/512 [==============================] - 0s 136us/step - loss: 0.5635 - accuracy: 0.7324
Epoch 78/150
512/512 [==============================] - 0s 127us/step - loss: 0.5533 - accuracy: 0.7520
Epoch 79/150
512/512 [==============================] - 0s 121us/step - loss: 0.5530 - accuracy: 0.7402
Epoch 80/150
512/512 [==============================] - 0s 127us/step - loss: 0.5493 - accuracy: 0.7461
Epoch 81/150
512/512 [==============================] - 0s 123us/step - loss: 0.5666 - accuracy: 0.7070
Epoch 82/150
512/512 [==============================] - 0s 131us/step - loss: 0.5433 - accuracy: 0.73050s - loss: 0.5482 - accuracy: 0.72
Epoch 83/150
512/512 [==============================] - 0s 140us/step - loss: 0.5452 - accuracy: 0.7500
Epoch 84/150
512/512 [==============================] - 0s 156us/step - loss: 0.5473 - accuracy: 0.7441
Epoch 85/150
512/512 [==============================] - 0s 152us/step - loss: 0.5412 - accuracy: 0.7402
Epoch 86/150
512/512 [==============================] - 0s 140us/step - loss: 0.5471 - accuracy: 0.7480
Epoch 87/150
512/512 [==============================] - 0s 152us/step - loss: 0.5515 - accuracy: 0.7520
Epoch 88/150
512/512 [==============================] - 0s 144us/step - loss: 0.5400 - accuracy: 0.7539
Epoch 89/150
512/512 [==============================] - 0s 162us/step - loss: 0.5385 - accuracy: 0.7598
Epoch 90/150
512/512 [==============================] - 0s 134us/step - loss: 0.5354 - accuracy: 0.7402
Epoch 91/150
512/512 [==============================] - 0s 129us/step - loss: 0.5380 - accuracy: 0.7500
Epoch 92/150
512/512 [==============================] - 0s 119us/step - loss: 0.5388 - accuracy: 0.7559
Epoch 93/150
512/512 [==============================] - 0s 119us/step - loss: 0.5373 - accuracy: 0.7500
Epoch 94/150
512/512 [==============================] - 0s 123us/step - loss: 0.5389 - accuracy: 0.7344
Epoch 95/150
512/512 [==============================] - 0s 121us/step - loss: 0.5382 - accuracy: 0.7402
Epoch 96/150
512/512 [==============================] - 0s 127us/step - loss: 0.5429 - accuracy: 0.7305
Epoch 97/150
512/512 [==============================] - 0s 121us/step - loss: 0.5344 - accuracy: 0.7598
Epoch 98/150
512/512 [==============================] - 0s 123us/step - loss: 0.5283 - accuracy: 0.7539
Epoch 99/150
512/512 [==============================] - 0s 121us/step - loss: 0.5291 - accuracy: 0.7578
Epoch 100/150
512/512 [==============================] - 0s 125us/step - loss: 0.5224 - accuracy: 0.7734
Epoch 101/150
512/512 [==============================] - 0s 123us/step - loss: 0.5206 - accuracy: 0.7617
Epoch 102/150
512/512 [==============================] - 0s 125us/step - loss: 0.5323 - accuracy: 0.7324
Epoch 103/150
512/512 [==============================] - 0s 125us/step - loss: 0.5305 - accuracy: 0.7441
Epoch 104/150
512/512 [==============================] - 0s 131us/step - loss: 0.5118 - accuracy: 0.7656
Epoch 105/150
512/512 [==============================] - 0s 123us/step - loss: 0.5216 - accuracy: 0.7617
Epoch 106/150
512/512 [==============================] - 0s 113us/step - loss: 0.5133 - accuracy: 0.7676
Epoch 107/150
512/512 [==============================] - 0s 109us/step - loss: 0.5157 - accuracy: 0.7715
Epoch 108/150
512/512 [==============================] - 0s 121us/step - loss: 0.5131 - accuracy: 0.7871
Epoch 109/150
512/512 [==============================] - 0s 111us/step - loss: 0.5100 - accuracy: 0.7715
Epoch 110/150
512/512 [==============================] - 0s 111us/step - loss: 0.5113 - accuracy: 0.7598
Epoch 111/150
512/512 [==============================] - 0s 121us/step - loss: 0.5062 - accuracy: 0.7773
Epoch 112/150
512/512 [==============================] - 0s 121us/step - loss: 0.5125 - accuracy: 0.7617
Epoch 113/150
512/512 [==============================] - 0s 121us/step - loss: 0.5128 - accuracy: 0.7734
Epoch 114/150
512/512 [==============================] - 0s 134us/step - loss: 0.5133 - accuracy: 0.7734
Epoch 115/150
512/512 [==============================] - 0s 121us/step - loss: 0.5116 - accuracy: 0.7812
Epoch 116/150
512/512 [==============================] - 0s 125us/step - loss: 0.5153 - accuracy: 0.7559
Epoch 117/150
512/512 [==============================] - 0s 123us/step - loss: 0.5078 - accuracy: 0.7715
Epoch 118/150
512/512 [==============================] - 0s 119us/step - loss: 0.5111 - accuracy: 0.7617
Epoch 119/150
512/512 [==============================] - 0s 119us/step - loss: 0.5016 - accuracy: 0.7734
Epoch 120/150
512/512 [==============================] - 0s 121us/step - loss: 0.4965 - accuracy: 0.7754
Epoch 121/150
512/512 [==============================] - 0s 119us/step - loss: 0.4952 - accuracy: 0.7793
Epoch 122/150
512/512 [==============================] - 0s 127us/step - loss: 0.5002 - accuracy: 0.7754
Epoch 123/150
512/512 [==============================] - 0s 119us/step - loss: 0.4933 - accuracy: 0.7832
Epoch 124/150
512/512 [==============================] - 0s 121us/step - loss: 0.4945 - accuracy: 0.7734
Epoch 125/150
512/512 [==============================] - 0s 123us/step - loss: 0.4924 - accuracy: 0.7754
Epoch 126/150
512/512 [==============================] - 0s 125us/step - loss: 0.4939 - accuracy: 0.7578
Epoch 127/150
512/512 [==============================] - 0s 123us/step - loss: 0.4960 - accuracy: 0.7676
Epoch 128/150
512/512 [==============================] - 0s 123us/step - loss: 0.4874 - accuracy: 0.7734
Epoch 129/150
512/512 [==============================] - 0s 123us/step - loss: 0.4848 - accuracy: 0.7773
Epoch 130/150
512/512 [==============================] - 0s 123us/step - loss: 0.4863 - accuracy: 0.7852
Epoch 131/150
512/512 [==============================] - 0s 121us/step - loss: 0.4910 - accuracy: 0.7793
Epoch 132/150
512/512 [==============================] - 0s 121us/step - loss: 0.4850 - accuracy: 0.7734
Epoch 133/150
512/512 [==============================] - 0s 121us/step - loss: 0.4844 - accuracy: 0.7793
Epoch 134/150
512/512 [==============================] - 0s 121us/step - loss: 0.4849 - accuracy: 0.7715
Epoch 135/150
512/512 [==============================] - 0s 125us/step - loss: 0.4880 - accuracy: 0.7891
Epoch 136/150
512/512 [==============================] - 0s 115us/step - loss: 0.4861 - accuracy: 0.7852
Epoch 137/150
512/512 [==============================] - 0s 113us/step - loss: 0.4852 - accuracy: 0.7773
Epoch 138/150
512/512 [==============================] - 0s 111us/step - loss: 0.4793 - accuracy: 0.7773
Epoch 139/150
512/512 [==============================] - 0s 109us/step - loss: 0.4793 - accuracy: 0.7773
Epoch 140/150
512/512 [==============================] - 0s 113us/step - loss: 0.4783 - accuracy: 0.7832
Epoch 141/150
512/512 [==============================] - 0s 123us/step - loss: 0.4727 - accuracy: 0.7871
Epoch 142/150
512/512 [==============================] - 0s 121us/step - loss: 0.4748 - accuracy: 0.7852
Epoch 143/150
512/512 [==============================] - 0s 132us/step - loss: 0.4776 - accuracy: 0.7754
Epoch 144/150
512/512 [==============================] - 0s 123us/step - loss: 0.4728 - accuracy: 0.7754
Epoch 145/150
512/512 [==============================] - 0s 121us/step - loss: 0.4714 - accuracy: 0.7969
Epoch 146/150
512/512 [==============================] - 0s 121us/step - loss: 0.4669 - accuracy: 0.7852
Epoch 147/150
512/512 [==============================] - 0s 125us/step - loss: 0.4652 - accuracy: 0.7812
Epoch 148/150
512/512 [==============================] - 0s 125us/step - loss: 0.4617 - accuracy: 0.7891
Epoch 149/150
512/512 [==============================] - 0s 121us/step - loss: 0.4611 - accuracy: 0.7793
Epoch 150/150
512/512 [==============================] - 0s 121us/step - loss: 0.4603 - accuracy: 0.7891
256/256 [==============================] - 0s 471us/step
Epoch 1/150
512/512 [==============================] - 0s 584us/step - loss: 2.1117 - accuracy: 0.5859
Epoch 2/150
512/512 [==============================] - 0s 129us/step - loss: 1.3068 - accuracy: 0.6230
Epoch 3/150
512/512 [==============================] - 0s 127us/step - loss: 0.9606 - accuracy: 0.6270
Epoch 4/150
512/512 [==============================] - 0s 129us/step - loss: 0.8114 - accuracy: 0.6289
Epoch 5/150
512/512 [==============================] - 0s 123us/step - loss: 0.7729 - accuracy: 0.6543
Epoch 6/150
512/512 [==============================] - 0s 121us/step - loss: 0.7258 - accuracy: 0.6387
Epoch 7/150
512/512 [==============================] - 0s 121us/step - loss: 0.7080 - accuracy: 0.6328
Epoch 8/150
512/512 [==============================] - 0s 142us/step - loss: 0.7246 - accuracy: 0.6543
Epoch 9/150
512/512 [==============================] - 0s 140us/step - loss: 0.7118 - accuracy: 0.6523
Epoch 10/150
512/512 [==============================] - 0s 134us/step - loss: 0.7134 - accuracy: 0.6582
Epoch 11/150
512/512 [==============================] - 0s 136us/step - loss: 0.6831 - accuracy: 0.6738
Epoch 12/150
512/512 [==============================] - 0s 130us/step - loss: 0.6770 - accuracy: 0.6523
Epoch 13/150
512/512 [==============================] - 0s 123us/step - loss: 0.6591 - accuracy: 0.6641
Epoch 14/150
512/512 [==============================] - 0s 123us/step - loss: 0.6892 - accuracy: 0.6484
Epoch 15/150
512/512 [==============================] - 0s 140us/step - loss: 0.6637 - accuracy: 0.6562
Epoch 16/150
512/512 [==============================] - 0s 125us/step - loss: 0.6303 - accuracy: 0.6719
Epoch 17/150
512/512 [==============================] - 0s 125us/step - loss: 0.6277 - accuracy: 0.6777
Epoch 18/150
512/512 [==============================] - 0s 117us/step - loss: 0.6294 - accuracy: 0.6953
Epoch 19/150
512/512 [==============================] - 0s 117us/step - loss: 0.6302 - accuracy: 0.6680
Epoch 20/150
512/512 [==============================] - 0s 117us/step - loss: 0.6330 - accuracy: 0.6816
Epoch 21/150
512/512 [==============================] - 0s 117us/step - loss: 0.6323 - accuracy: 0.6797
Epoch 22/150
512/512 [==============================] - 0s 123us/step - loss: 0.6195 - accuracy: 0.6934
Epoch 23/150
512/512 [==============================] - 0s 131us/step - loss: 0.6166 - accuracy: 0.6914
Epoch 24/150
512/512 [==============================] - 0s 131us/step - loss: 0.6138 - accuracy: 0.6934
Epoch 25/150
512/512 [==============================] - 0s 132us/step - loss: 0.6286 - accuracy: 0.6680
Epoch 26/150
512/512 [==============================] - 0s 123us/step - loss: 0.6481 - accuracy: 0.6797
Epoch 27/150
512/512 [==============================] - 0s 154us/step - loss: 0.6078 - accuracy: 0.7070
Epoch 28/150
512/512 [==============================] - 0s 134us/step - loss: 0.6261 - accuracy: 0.6973
Epoch 29/150
512/512 [==============================] - 0s 125us/step - loss: 0.6089 - accuracy: 0.7012
Epoch 30/150
512/512 [==============================] - 0s 245us/step - loss: 0.6022 - accuracy: 0.7090
Epoch 31/150
512/512 [==============================] - 0s 158us/step - loss: 0.5993 - accuracy: 0.7207
Epoch 32/150
512/512 [==============================] - 0s 150us/step - loss: 0.6145 - accuracy: 0.6953
Epoch 33/150
512/512 [==============================] - 0s 169us/step - loss: 0.5859 - accuracy: 0.7168
Epoch 34/150
512/512 [==============================] - 0s 210us/step - loss: 0.6118 - accuracy: 0.7090
Epoch 35/150
512/512 [==============================] - 0s 214us/step - loss: 0.5935 - accuracy: 0.7012
Epoch 36/150
512/512 [==============================] - 0s 197us/step - loss: 0.6083 - accuracy: 0.6992
Epoch 37/150
512/512 [==============================] - 0s 160us/step - loss: 0.5789 - accuracy: 0.7207
Epoch 38/150
512/512 [==============================] - 0s 168us/step - loss: 0.5712 - accuracy: 0.7246
Epoch 39/150
512/512 [==============================] - 0s 171us/step - loss: 0.5879 - accuracy: 0.7344
Epoch 40/150
512/512 [==============================] - 0s 146us/step - loss: 0.6032 - accuracy: 0.6953
Epoch 41/150
512/512 [==============================] - 0s 138us/step - loss: 0.6043 - accuracy: 0.6973
Epoch 42/150
512/512 [==============================] - 0s 142us/step - loss: 0.5943 - accuracy: 0.7188
Epoch 43/150
512/512 [==============================] - 0s 146us/step - loss: 0.5875 - accuracy: 0.7109
Epoch 44/150
512/512 [==============================] - 0s 150us/step - loss: 0.6169 - accuracy: 0.6895
Epoch 45/150
512/512 [==============================] - 0s 131us/step - loss: 0.5594 - accuracy: 0.7246
Epoch 46/150
512/512 [==============================] - 0s 158us/step - loss: 0.5790 - accuracy: 0.7129
Epoch 47/150
512/512 [==============================] - 0s 236us/step - loss: 0.5774 - accuracy: 0.7051
Epoch 48/150
512/512 [==============================] - 0s 129us/step - loss: 0.5620 - accuracy: 0.7188
Epoch 49/150
512/512 [==============================] - 0s 142us/step - loss: 0.5845 - accuracy: 0.7012
Epoch 50/150
512/512 [==============================] - 0s 140us/step - loss: 0.5658 - accuracy: 0.7285
Epoch 51/150
512/512 [==============================] - 0s 138us/step - loss: 0.5743 - accuracy: 0.7129
Epoch 52/150
512/512 [==============================] - 0s 136us/step - loss: 0.5731 - accuracy: 0.7070
Epoch 53/150
512/512 [==============================] - 0s 134us/step - loss: 0.5880 - accuracy: 0.7148
Epoch 54/150
512/512 [==============================] - 0s 140us/step - loss: 0.5524 - accuracy: 0.7344
Epoch 55/150
512/512 [==============================] - 0s 142us/step - loss: 0.5852 - accuracy: 0.6992
Epoch 56/150
512/512 [==============================] - 0s 134us/step - loss: 0.5830 - accuracy: 0.7031
Epoch 57/150
512/512 [==============================] - 0s 138us/step - loss: 0.5600 - accuracy: 0.7188
Epoch 58/150
512/512 [==============================] - 0s 132us/step - loss: 0.5514 - accuracy: 0.7305
Epoch 59/150
512/512 [==============================] - 0s 132us/step - loss: 0.6060 - accuracy: 0.7051
Epoch 60/150
512/512 [==============================] - 0s 127us/step - loss: 0.5642 - accuracy: 0.7168
Epoch 61/150
512/512 [==============================] - 0s 158us/step - loss: 0.5887 - accuracy: 0.7070
Epoch 62/150
512/512 [==============================] - 0s 166us/step - loss: 0.5497 - accuracy: 0.7168
Epoch 63/150
512/512 [==============================] - 0s 152us/step - loss: 0.5605 - accuracy: 0.7246
Epoch 64/150
512/512 [==============================] - 0s 144us/step - loss: 0.5507 - accuracy: 0.7383
Epoch 65/150
512/512 [==============================] - 0s 140us/step - loss: 0.5458 - accuracy: 0.7305
Epoch 66/150
512/512 [==============================] - 0s 129us/step - loss: 0.5483 - accuracy: 0.7168
Epoch 67/150
512/512 [==============================] - 0s 127us/step - loss: 0.5606 - accuracy: 0.6934
Epoch 68/150
512/512 [==============================] - 0s 123us/step - loss: 0.5479 - accuracy: 0.7188
Epoch 69/150
512/512 [==============================] - 0s 117us/step - loss: 0.5450 - accuracy: 0.7422
Epoch 70/150
512/512 [==============================] - 0s 115us/step - loss: 0.5549 - accuracy: 0.7207
Epoch 71/150
512/512 [==============================] - 0s 154us/step - loss: 0.5674 - accuracy: 0.7363
Epoch 72/150
512/512 [==============================] - 0s 162us/step - loss: 0.5676 - accuracy: 0.7188
Epoch 73/150
512/512 [==============================] - 0s 146us/step - loss: 0.5743 - accuracy: 0.7227
Epoch 74/150
512/512 [==============================] - 0s 129us/step - loss: 0.5690 - accuracy: 0.7168
Epoch 75/150
512/512 [==============================] - 0s 125us/step - loss: 0.5699 - accuracy: 0.7227
Epoch 76/150
512/512 [==============================] - 0s 127us/step - loss: 0.5467 - accuracy: 0.7383
Epoch 77/150
512/512 [==============================] - 0s 125us/step - loss: 0.5345 - accuracy: 0.7461
Epoch 78/150
512/512 [==============================] - 0s 127us/step - loss: 0.5432 - accuracy: 0.7285
Epoch 79/150
512/512 [==============================] - 0s 123us/step - loss: 0.5600 - accuracy: 0.7109
Epoch 80/150
512/512 [==============================] - 0s 129us/step - loss: 0.5434 - accuracy: 0.7109
Epoch 81/150
512/512 [==============================] - 0s 132us/step - loss: 0.5474 - accuracy: 0.7402
Epoch 82/150
512/512 [==============================] - 0s 152us/step - loss: 0.5724 - accuracy: 0.7031
Epoch 83/150
512/512 [==============================] - 0s 154us/step - loss: 0.5745 - accuracy: 0.6973
Epoch 84/150
512/512 [==============================] - 0s 152us/step - loss: 0.5338 - accuracy: 0.7363
Epoch 85/150
512/512 [==============================] - 0s 142us/step - loss: 0.5398 - accuracy: 0.7383
Epoch 86/150
512/512 [==============================] - 0s 142us/step - loss: 0.5427 - accuracy: 0.7285
Epoch 87/150
512/512 [==============================] - 0s 129us/step - loss: 0.5348 - accuracy: 0.7344
Epoch 88/150
512/512 [==============================] - 0s 131us/step - loss: 0.5317 - accuracy: 0.7363
Epoch 89/150
512/512 [==============================] - 0s 125us/step - loss: 0.5721 - accuracy: 0.7188
Epoch 90/150
512/512 [==============================] - 0s 129us/step - loss: 0.5620 - accuracy: 0.7246
Epoch 91/150
512/512 [==============================] - 0s 127us/step - loss: 0.5439 - accuracy: 0.7266
Epoch 92/150
512/512 [==============================] - 0s 125us/step - loss: 0.5393 - accuracy: 0.7344
Epoch 93/150
512/512 [==============================] - 0s 129us/step - loss: 0.5310 - accuracy: 0.7363
Epoch 94/150
512/512 [==============================] - 0s 129us/step - loss: 0.5447 - accuracy: 0.7285
Epoch 95/150
512/512 [==============================] - 0s 140us/step - loss: 0.5657 - accuracy: 0.7070
Epoch 96/150
512/512 [==============================] - 0s 117us/step - loss: 0.5478 - accuracy: 0.7207
Epoch 97/150
512/512 [==============================] - 0s 127us/step - loss: 0.5355 - accuracy: 0.7363
Epoch 98/150
512/512 [==============================] - 0s 125us/step - loss: 0.5313 - accuracy: 0.7422
Epoch 99/150
512/512 [==============================] - 0s 121us/step - loss: 0.5142 - accuracy: 0.7598
Epoch 100/150
512/512 [==============================] - 0s 125us/step - loss: 0.5347 - accuracy: 0.7285
Epoch 101/150
512/512 [==============================] - 0s 127us/step - loss: 0.5351 - accuracy: 0.7188
Epoch 102/150
512/512 [==============================] - 0s 138us/step - loss: 0.5254 - accuracy: 0.7480
Epoch 103/150
512/512 [==============================] - 0s 127us/step - loss: 0.5294 - accuracy: 0.7422
Epoch 104/150
512/512 [==============================] - 0s 136us/step - loss: 0.5368 - accuracy: 0.7422
Epoch 105/150
512/512 [==============================] - 0s 136us/step - loss: 0.5238 - accuracy: 0.7461
Epoch 106/150
512/512 [==============================] - 0s 142us/step - loss: 0.5383 - accuracy: 0.7500
Epoch 107/150
512/512 [==============================] - 0s 150us/step - loss: 0.5327 - accuracy: 0.7480
Epoch 108/150
512/512 [==============================] - 0s 144us/step - loss: 0.5332 - accuracy: 0.7402
Epoch 109/150
512/512 [==============================] - 0s 131us/step - loss: 0.5351 - accuracy: 0.7266
Epoch 110/150
512/512 [==============================] - 0s 142us/step - loss: 0.5179 - accuracy: 0.7441
Epoch 111/150
512/512 [==============================] - 0s 138us/step - loss: 0.5180 - accuracy: 0.7344
Epoch 112/150
512/512 [==============================] - 0s 144us/step - loss: 0.5211 - accuracy: 0.7441
Epoch 113/150
512/512 [==============================] - 0s 138us/step - loss: 0.5207 - accuracy: 0.7344
Epoch 114/150
512/512 [==============================] - 0s 144us/step - loss: 0.5361 - accuracy: 0.7500
Epoch 115/150
512/512 [==============================] - 0s 136us/step - loss: 0.5360 - accuracy: 0.7617
Epoch 116/150
512/512 [==============================] - 0s 140us/step - loss: 0.5204 - accuracy: 0.7500
Epoch 117/150
512/512 [==============================] - 0s 129us/step - loss: 0.5367 - accuracy: 0.7422
Epoch 118/150
512/512 [==============================] - 0s 142us/step - loss: 0.5284 - accuracy: 0.7207
Epoch 119/150
512/512 [==============================] - 0s 125us/step - loss: 0.5231 - accuracy: 0.7441
Epoch 120/150
512/512 [==============================] - 0s 136us/step - loss: 0.5099 - accuracy: 0.7617
Epoch 121/150
512/512 [==============================] - 0s 127us/step - loss: 0.5191 - accuracy: 0.7441
Epoch 122/150
512/512 [==============================] - 0s 136us/step - loss: 0.5149 - accuracy: 0.7441
Epoch 123/150
512/512 [==============================] - 0s 127us/step - loss: 0.5180 - accuracy: 0.7539
Epoch 124/150
512/512 [==============================] - 0s 131us/step - loss: 0.5159 - accuracy: 0.7637
Epoch 125/150
512/512 [==============================] - 0s 115us/step - loss: 0.5378 - accuracy: 0.7402
Epoch 126/150
512/512 [==============================] - 0s 115us/step - loss: 0.5164 - accuracy: 0.7402
Epoch 127/150
512/512 [==============================] - 0s 121us/step - loss: 0.5143 - accuracy: 0.7461
Epoch 128/150
512/512 [==============================] - 0s 127us/step - loss: 0.5118 - accuracy: 0.7441
Epoch 129/150
512/512 [==============================] - 0s 127us/step - loss: 0.5199 - accuracy: 0.7598
Epoch 130/150
512/512 [==============================] - 0s 134us/step - loss: 0.5107 - accuracy: 0.7402
Epoch 131/150
512/512 [==============================] - 0s 129us/step - loss: 0.5282 - accuracy: 0.7305
Epoch 132/150
512/512 [==============================] - 0s 129us/step - loss: 0.5221 - accuracy: 0.7402
Epoch 133/150
512/512 [==============================] - 0s 127us/step - loss: 0.5136 - accuracy: 0.7422
Epoch 134/150
512/512 [==============================] - 0s 131us/step - loss: 0.5101 - accuracy: 0.7461
Epoch 135/150
512/512 [==============================] - 0s 138us/step - loss: 0.5307 - accuracy: 0.7461
Epoch 136/150
512/512 [==============================] - 0s 166us/step - loss: 0.5331 - accuracy: 0.7441
Epoch 137/150
512/512 [==============================] - 0s 169us/step - loss: 0.5399 - accuracy: 0.7324
Epoch 138/150
512/512 [==============================] - 0s 132us/step - loss: 0.5151 - accuracy: 0.7520
Epoch 139/150
512/512 [==============================] - 0s 129us/step - loss: 0.5245 - accuracy: 0.7539
Epoch 140/150
512/512 [==============================] - 0s 143us/step - loss: 0.5216 - accuracy: 0.7559
Epoch 141/150
512/512 [==============================] - 0s 129us/step - loss: 0.5055 - accuracy: 0.7520
Epoch 142/150
512/512 [==============================] - 0s 140us/step - loss: 0.5210 - accuracy: 0.7480
Epoch 143/150
512/512 [==============================] - 0s 145us/step - loss: 0.5407 - accuracy: 0.7441
Epoch 144/150
512/512 [==============================] - 0s 153us/step - loss: 0.5128 - accuracy: 0.7461
Epoch 145/150
512/512 [==============================] - 0s 150us/step - loss: 0.5153 - accuracy: 0.7578
Epoch 146/150
512/512 [==============================] - 0s 148us/step - loss: 0.5050 - accuracy: 0.7559
Epoch 147/150
512/512 [==============================] - 0s 142us/step - loss: 0.5120 - accuracy: 0.7461
Epoch 148/150
512/512 [==============================] - 0s 136us/step - loss: 0.5034 - accuracy: 0.7715
Epoch 149/150
512/512 [==============================] - 0s 162us/step - loss: 0.5120 - accuracy: 0.7559
Epoch 150/150
512/512 [==============================] - 0s 169us/step - loss: 0.5069 - accuracy: 0.7559
256/256 [==============================] - 0s 545us/step
0.75
In [12]:
# 5 交叉验证
kfold = StratifiedKFold(n_splits=5, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
614/614 [==============================] - 0s 586us/step - loss: 9.7508 - accuracy: 0.6515
Epoch 2/150
614/614 [==============================] - 0s 148us/step - loss: 1.2700 - accuracy: 0.5537
Epoch 3/150
614/614 [==============================] - 0s 159us/step - loss: 0.9208 - accuracy: 0.6010
Epoch 4/150
614/614 [==============================] - 0s 117us/step - loss: 0.8438 - accuracy: 0.6221
Epoch 5/150
614/614 [==============================] - 0s 109us/step - loss: 0.8136 - accuracy: 0.6189
Epoch 6/150
614/614 [==============================] - 0s 110us/step - loss: 0.7649 - accuracy: 0.6254
Epoch 7/150
614/614 [==============================] - 0s 107us/step - loss: 0.7514 - accuracy: 0.6368
Epoch 8/150
614/614 [==============================] - 0s 107us/step - loss: 0.7323 - accuracy: 0.6417
Epoch 9/150
614/614 [==============================] - 0s 106us/step - loss: 0.6980 - accuracy: 0.6482
Epoch 10/150
614/614 [==============================] - 0s 110us/step - loss: 0.6809 - accuracy: 0.6564
Epoch 11/150
614/614 [==============================] - 0s 114us/step - loss: 0.6630 - accuracy: 0.6775
Epoch 12/150
614/614 [==============================] - 0s 109us/step - loss: 0.6681 - accuracy: 0.6580
Epoch 13/150
614/614 [==============================] - 0s 109us/step - loss: 0.6478 - accuracy: 0.6547
Epoch 14/150
614/614 [==============================] - 0s 115us/step - loss: 0.6282 - accuracy: 0.6645
Epoch 15/150
614/614 [==============================] - 0s 115us/step - loss: 0.6272 - accuracy: 0.6694
Epoch 16/150
614/614 [==============================] - 0s 107us/step - loss: 0.6227 - accuracy: 0.6726
Epoch 17/150
614/614 [==============================] - 0s 114us/step - loss: 0.6216 - accuracy: 0.6678
Epoch 18/150
614/614 [==============================] - 0s 130us/step - loss: 0.6311 - accuracy: 0.6824
Epoch 19/150
614/614 [==============================] - 0s 135us/step - loss: 0.6086 - accuracy: 0.6726
Epoch 20/150
614/614 [==============================] - 0s 133us/step - loss: 0.6211 - accuracy: 0.6645
Epoch 21/150
614/614 [==============================] - 0s 127us/step - loss: 0.6164 - accuracy: 0.6824
Epoch 22/150
614/614 [==============================] - 0s 185us/step - loss: 0.6091 - accuracy: 0.6759
Epoch 23/150
614/614 [==============================] - 0s 177us/step - loss: 0.6113 - accuracy: 0.6906
Epoch 24/150
614/614 [==============================] - 0s 110us/step - loss: 0.5942 - accuracy: 0.6857
Epoch 25/150
614/614 [==============================] - 0s 109us/step - loss: 0.6103 - accuracy: 0.6857
Epoch 26/150
614/614 [==============================] - 0s 107us/step - loss: 0.5972 - accuracy: 0.7020
Epoch 27/150
614/614 [==============================] - 0s 110us/step - loss: 0.6145 - accuracy: 0.6694
Epoch 28/150
614/614 [==============================] - 0s 110us/step - loss: 0.6174 - accuracy: 0.6629
Epoch 29/150
614/614 [==============================] - 0s 132us/step - loss: 0.5819 - accuracy: 0.6938
Epoch 30/150
614/614 [==============================] - 0s 132us/step - loss: 0.5847 - accuracy: 0.7166
Epoch 31/150
614/614 [==============================] - 0s 132us/step - loss: 0.5976 - accuracy: 0.6840
Epoch 32/150
614/614 [==============================] - 0s 123us/step - loss: 0.5978 - accuracy: 0.6906
Epoch 33/150
614/614 [==============================] - 0s 115us/step - loss: 0.5984 - accuracy: 0.7068
Epoch 34/150
614/614 [==============================] - 0s 119us/step - loss: 0.6129 - accuracy: 0.6710
Epoch 35/150
614/614 [==============================] - 0s 119us/step - loss: 0.5702 - accuracy: 0.7085
Epoch 36/150
614/614 [==============================] - 0s 120us/step - loss: 0.5756 - accuracy: 0.7068
Epoch 37/150
614/614 [==============================] - 0s 112us/step - loss: 0.5755 - accuracy: 0.7117
Epoch 38/150
614/614 [==============================] - 0s 117us/step - loss: 0.5739 - accuracy: 0.7052
Epoch 39/150
614/614 [==============================] - 0s 148us/step - loss: 0.5830 - accuracy: 0.6971
Epoch 40/150
614/614 [==============================] - 0s 153us/step - loss: 0.5706 - accuracy: 0.7036
Epoch 41/150
614/614 [==============================] - 0s 114us/step - loss: 0.5721 - accuracy: 0.7215
Epoch 42/150
614/614 [==============================] - 0s 114us/step - loss: 0.5600 - accuracy: 0.7166
Epoch 43/150
614/614 [==============================] - 0s 110us/step - loss: 0.5757 - accuracy: 0.7101
Epoch 44/150
614/614 [==============================] - 0s 114us/step - loss: 0.5885 - accuracy: 0.7036
Epoch 45/150
614/614 [==============================] - 0s 107us/step - loss: 0.5629 - accuracy: 0.7166
Epoch 46/150
614/614 [==============================] - 0s 106us/step - loss: 0.5677 - accuracy: 0.7003
Epoch 47/150
614/614 [==============================] - 0s 112us/step - loss: 0.5993 - accuracy: 0.6857
Epoch 48/150
614/614 [==============================] - 0s 110us/step - loss: 0.5646 - accuracy: 0.7117
Epoch 49/150
614/614 [==============================] - 0s 109us/step - loss: 0.5670 - accuracy: 0.7134
Epoch 50/150
614/614 [==============================] - 0s 110us/step - loss: 0.5763 - accuracy: 0.6922
Epoch 51/150
614/614 [==============================] - 0s 112us/step - loss: 0.5565 - accuracy: 0.7231
Epoch 52/150
614/614 [==============================] - 0s 107us/step - loss: 0.6051 - accuracy: 0.6938
Epoch 53/150
614/614 [==============================] - 0s 110us/step - loss: 0.5629 - accuracy: 0.7166
Epoch 54/150
614/614 [==============================] - 0s 127us/step - loss: 0.5545 - accuracy: 0.7280
Epoch 55/150
614/614 [==============================] - 0s 120us/step - loss: 0.5671 - accuracy: 0.7020
Epoch 56/150
614/614 [==============================] - 0s 119us/step - loss: 0.5602 - accuracy: 0.7036
Epoch 57/150
614/614 [==============================] - 0s 120us/step - loss: 0.5540 - accuracy: 0.7296
Epoch 58/150
614/614 [==============================] - 0s 117us/step - loss: 0.5644 - accuracy: 0.7215
Epoch 59/150
614/614 [==============================] - 0s 117us/step - loss: 0.5573 - accuracy: 0.7231
Epoch 60/150
614/614 [==============================] - 0s 119us/step - loss: 0.5531 - accuracy: 0.7329
Epoch 61/150
614/614 [==============================] - 0s 119us/step - loss: 0.5651 - accuracy: 0.6857
Epoch 62/150
614/614 [==============================] - 0s 109us/step - loss: 0.5562 - accuracy: 0.7182
Epoch 63/150
614/614 [==============================] - 0s 107us/step - loss: 0.5561 - accuracy: 0.7264
Epoch 64/150
614/614 [==============================] - 0s 109us/step - loss: 0.5414 - accuracy: 0.7117
Epoch 65/150
614/614 [==============================] - 0s 107us/step - loss: 0.5551 - accuracy: 0.7199
Epoch 66/150
614/614 [==============================] - 0s 107us/step - loss: 0.5705 - accuracy: 0.7264
Epoch 67/150
614/614 [==============================] - 0s 112us/step - loss: 0.5500 - accuracy: 0.7296
Epoch 68/150
614/614 [==============================] - 0s 109us/step - loss: 0.5527 - accuracy: 0.7280
Epoch 69/150
614/614 [==============================] - 0s 110us/step - loss: 0.5366 - accuracy: 0.7231
Epoch 70/150
614/614 [==============================] - 0s 107us/step - loss: 0.5353 - accuracy: 0.7378
Epoch 71/150
614/614 [==============================] - 0s 109us/step - loss: 0.5372 - accuracy: 0.7313
Epoch 72/150
614/614 [==============================] - 0s 114us/step - loss: 0.5407 - accuracy: 0.7182
Epoch 73/150
614/614 [==============================] - 0s 112us/step - loss: 0.5395 - accuracy: 0.7459
Epoch 74/150
614/614 [==============================] - 0s 115us/step - loss: 0.5263 - accuracy: 0.7394
Epoch 75/150
614/614 [==============================] - 0s 111us/step - loss: 0.5392 - accuracy: 0.7296
Epoch 76/150
614/614 [==============================] - 0s 114us/step - loss: 0.5350 - accuracy: 0.7378
Epoch 77/150
614/614 [==============================] - 0s 115us/step - loss: 0.5482 - accuracy: 0.7166
Epoch 78/150
614/614 [==============================] - 0s 114us/step - loss: 0.5369 - accuracy: 0.7329
Epoch 79/150
614/614 [==============================] - 0s 114us/step - loss: 0.5342 - accuracy: 0.7443
Epoch 80/150
614/614 [==============================] - 0s 112us/step - loss: 0.5380 - accuracy: 0.7280
Epoch 81/150
614/614 [==============================] - 0s 115us/step - loss: 0.5234 - accuracy: 0.7476
Epoch 82/150
614/614 [==============================] - 0s 117us/step - loss: 0.5350 - accuracy: 0.7362
Epoch 83/150
614/614 [==============================] - 0s 107us/step - loss: 0.5302 - accuracy: 0.7492
Epoch 84/150
614/614 [==============================] - 0s 107us/step - loss: 0.5335 - accuracy: 0.7166
Epoch 85/150
614/614 [==============================] - 0s 109us/step - loss: 0.5377 - accuracy: 0.7378
Epoch 86/150
614/614 [==============================] - 0s 110us/step - loss: 0.5405 - accuracy: 0.7280
Epoch 87/150
614/614 [==============================] - 0s 117us/step - loss: 0.5490 - accuracy: 0.7215
Epoch 88/150
614/614 [==============================] - 0s 110us/step - loss: 0.5327 - accuracy: 0.7345
Epoch 89/150
614/614 [==============================] - 0s 109us/step - loss: 0.5379 - accuracy: 0.7215
Epoch 90/150
614/614 [==============================] - 0s 110us/step - loss: 0.5311 - accuracy: 0.7443
Epoch 91/150
614/614 [==============================] - 0s 110us/step - loss: 0.5253 - accuracy: 0.7557
Epoch 92/150
614/614 [==============================] - 0s 109us/step - loss: 0.5346 - accuracy: 0.7410
Epoch 93/150
614/614 [==============================] - 0s 136us/step - loss: 0.5228 - accuracy: 0.7508
Epoch 94/150
614/614 [==============================] - 0s 156us/step - loss: 0.5220 - accuracy: 0.7345
Epoch 95/150
614/614 [==============================] - 0s 154us/step - loss: 0.5379 - accuracy: 0.7215
Epoch 96/150
614/614 [==============================] - 0s 158us/step - loss: 0.5252 - accuracy: 0.7280
Epoch 97/150
614/614 [==============================] - 0s 145us/step - loss: 0.5358 - accuracy: 0.7362
Epoch 98/150
614/614 [==============================] - 0s 109us/step - loss: 0.5304 - accuracy: 0.7313
Epoch 99/150
614/614 [==============================] - 0s 109us/step - loss: 0.5252 - accuracy: 0.7394
Epoch 100/150
614/614 [==============================] - 0s 112us/step - loss: 0.5094 - accuracy: 0.7622
Epoch 101/150
614/614 [==============================] - 0s 110us/step - loss: 0.5352 - accuracy: 0.7362
Epoch 102/150
614/614 [==============================] - 0s 107us/step - loss: 0.5143 - accuracy: 0.7443
Epoch 103/150
614/614 [==============================] - 0s 107us/step - loss: 0.5198 - accuracy: 0.7459
Epoch 104/150
614/614 [==============================] - 0s 107us/step - loss: 0.5188 - accuracy: 0.7394
Epoch 105/150
614/614 [==============================] - 0s 138us/step - loss: 0.5167 - accuracy: 0.7476
Epoch 106/150
614/614 [==============================] - 0s 153us/step - loss: 0.5135 - accuracy: 0.7394
Epoch 107/150
614/614 [==============================] - 0s 158us/step - loss: 0.5101 - accuracy: 0.7541
Epoch 108/150
614/614 [==============================] - 0s 125us/step - loss: 0.5181 - accuracy: 0.7492
Epoch 109/150
614/614 [==============================] - 0s 115us/step - loss: 0.5255 - accuracy: 0.7459
Epoch 110/150
614/614 [==============================] - 0s 106us/step - loss: 0.5272 - accuracy: 0.7394
Epoch 111/150
614/614 [==============================] - 0s 109us/step - loss: 0.5196 - accuracy: 0.7443
Epoch 112/150
614/614 [==============================] - 0s 112us/step - loss: 0.5288 - accuracy: 0.7345
Epoch 113/150
614/614 [==============================] - 0s 107us/step - loss: 0.5147 - accuracy: 0.7443
Epoch 114/150
614/614 [==============================] - 0s 110us/step - loss: 0.5496 - accuracy: 0.7134
Epoch 115/150
614/614 [==============================] - 0s 109us/step - loss: 0.5154 - accuracy: 0.7524
Epoch 116/150
614/614 [==============================] - 0s 110us/step - loss: 0.5089 - accuracy: 0.7459
Epoch 117/150
614/614 [==============================] - 0s 119us/step - loss: 0.5153 - accuracy: 0.7606
Epoch 118/150
614/614 [==============================] - 0s 127us/step - loss: 0.5456 - accuracy: 0.7296
Epoch 119/150
614/614 [==============================] - 0s 119us/step - loss: 0.5127 - accuracy: 0.7459
Epoch 120/150
614/614 [==============================] - 0s 112us/step - loss: 0.5171 - accuracy: 0.7378
Epoch 121/150
614/614 [==============================] - 0s 110us/step - loss: 0.5124 - accuracy: 0.7476
Epoch 122/150
614/614 [==============================] - 0s 109us/step - loss: 0.5130 - accuracy: 0.7362
Epoch 123/150
614/614 [==============================] - 0s 114us/step - loss: 0.5139 - accuracy: 0.7378
Epoch 124/150
614/614 [==============================] - 0s 109us/step - loss: 0.5025 - accuracy: 0.7427
Epoch 125/150
614/614 [==============================] - 0s 107us/step - loss: 0.5133 - accuracy: 0.7557
Epoch 126/150
614/614 [==============================] - 0s 106us/step - loss: 0.5183 - accuracy: 0.7492
Epoch 127/150
614/614 [==============================] - 0s 106us/step - loss: 0.5095 - accuracy: 0.7476
Epoch 128/150
614/614 [==============================] - 0s 107us/step - loss: 0.5024 - accuracy: 0.7557
Epoch 129/150
614/614 [==============================] - 0s 110us/step - loss: 0.5092 - accuracy: 0.7362
Epoch 130/150
614/614 [==============================] - 0s 107us/step - loss: 0.5008 - accuracy: 0.7541
Epoch 131/150
614/614 [==============================] - 0s 107us/step - loss: 0.5167 - accuracy: 0.7524
Epoch 132/150
614/614 [==============================] - 0s 106us/step - loss: 0.5036 - accuracy: 0.7590
Epoch 133/150
614/614 [==============================] - 0s 107us/step - loss: 0.5292 - accuracy: 0.7362
Epoch 134/150
614/614 [==============================] - 0s 106us/step - loss: 0.5234 - accuracy: 0.7427
Epoch 135/150
614/614 [==============================] - 0s 107us/step - loss: 0.4945 - accuracy: 0.7541
Epoch 136/150
614/614 [==============================] - 0s 107us/step - loss: 0.5112 - accuracy: 0.7443
Epoch 137/150
614/614 [==============================] - 0s 107us/step - loss: 0.5195 - accuracy: 0.7524
Epoch 138/150
614/614 [==============================] - 0s 107us/step - loss: 0.5030 - accuracy: 0.7573
Epoch 139/150
614/614 [==============================] - 0s 106us/step - loss: 0.5149 - accuracy: 0.7378
Epoch 140/150
614/614 [==============================] - 0s 106us/step - loss: 0.4964 - accuracy: 0.7655
Epoch 141/150
614/614 [==============================] - 0s 106us/step - loss: 0.5012 - accuracy: 0.7671
Epoch 142/150
614/614 [==============================] - 0s 110us/step - loss: 0.4942 - accuracy: 0.7687
Epoch 143/150
614/614 [==============================] - 0s 109us/step - loss: 0.4961 - accuracy: 0.7524
Epoch 144/150
614/614 [==============================] - 0s 112us/step - loss: 0.4978 - accuracy: 0.7443
Epoch 145/150
614/614 [==============================] - 0s 109us/step - loss: 0.5016 - accuracy: 0.7704
Epoch 146/150
614/614 [==============================] - 0s 109us/step - loss: 0.5062 - accuracy: 0.7541
Epoch 147/150
614/614 [==============================] - 0s 110us/step - loss: 0.5066 - accuracy: 0.7443
Epoch 148/150
614/614 [==============================] - 0s 120us/step - loss: 0.5139 - accuracy: 0.7590
Epoch 149/150
614/614 [==============================] - 0s 112us/step - loss: 0.5032 - accuracy: 0.7443
Epoch 150/150
614/614 [==============================] - 0s 110us/step - loss: 0.5062 - accuracy: 0.7606
154/154 [==============================] - 0s 816us/step
Epoch 1/150
614/614 [==============================] - 0s 487us/step - loss: 5.1185 - accuracy: 0.5668
Epoch 2/150
614/614 [==============================] - 0s 115us/step - loss: 2.9149 - accuracy: 0.6450
Epoch 3/150
614/614 [==============================] - 0s 115us/step - loss: 2.1118 - accuracy: 0.6107
Epoch 4/150
614/614 [==============================] - 0s 117us/step - loss: 1.6486 - accuracy: 0.6124
Epoch 5/150
614/614 [==============================] - 0s 117us/step - loss: 1.3275 - accuracy: 0.6173
Epoch 6/150
614/614 [==============================] - 0s 117us/step - loss: 1.0876 - accuracy: 0.6287
Epoch 7/150
614/614 [==============================] - 0s 117us/step - loss: 0.9979 - accuracy: 0.6466
Epoch 8/150
614/614 [==============================] - 0s 117us/step - loss: 0.9087 - accuracy: 0.6221
Epoch 9/150
614/614 [==============================] - 0s 120us/step - loss: 0.8672 - accuracy: 0.6124
Epoch 10/150
614/614 [==============================] - 0s 114us/step - loss: 0.8167 - accuracy: 0.6238
Epoch 11/150
614/614 [==============================] - 0s 115us/step - loss: 0.7910 - accuracy: 0.6450
Epoch 12/150
614/614 [==============================] - 0s 119us/step - loss: 0.8115 - accuracy: 0.6270
Epoch 13/150
614/614 [==============================] - 0s 117us/step - loss: 0.7518 - accuracy: 0.6401
Epoch 14/150
614/614 [==============================] - 0s 117us/step - loss: 0.7700 - accuracy: 0.6564
Epoch 15/150
614/614 [==============================] - 0s 120us/step - loss: 0.7375 - accuracy: 0.6661
Epoch 16/150
614/614 [==============================] - 0s 133us/step - loss: 0.7078 - accuracy: 0.6336
Epoch 17/150
614/614 [==============================] - 0s 127us/step - loss: 0.6857 - accuracy: 0.6612
Epoch 18/150
614/614 [==============================] - 0s 125us/step - loss: 0.6721 - accuracy: 0.6694
Epoch 19/150
614/614 [==============================] - 0s 125us/step - loss: 0.6693 - accuracy: 0.6759
Epoch 20/150
614/614 [==============================] - 0s 125us/step - loss: 0.6756 - accuracy: 0.6808
Epoch 21/150
614/614 [==============================] - 0s 119us/step - loss: 0.6911 - accuracy: 0.6596
Epoch 22/150
614/614 [==============================] - 0s 123us/step - loss: 0.6572 - accuracy: 0.6840
Epoch 23/150
614/614 [==============================] - 0s 127us/step - loss: 0.6577 - accuracy: 0.6857
Epoch 24/150
614/614 [==============================] - 0s 122us/step - loss: 0.6392 - accuracy: 0.6726
Epoch 25/150
614/614 [==============================] - 0s 120us/step - loss: 0.6349 - accuracy: 0.7085
Epoch 26/150
614/614 [==============================] - 0s 119us/step - loss: 0.6470 - accuracy: 0.6775
Epoch 27/150
614/614 [==============================] - 0s 115us/step - loss: 0.6339 - accuracy: 0.7068
Epoch 28/150
614/614 [==============================] - 0s 112us/step - loss: 0.6461 - accuracy: 0.6954
Epoch 29/150
614/614 [==============================] - 0s 119us/step - loss: 0.6223 - accuracy: 0.6987
Epoch 30/150
614/614 [==============================] - 0s 128us/step - loss: 0.6254 - accuracy: 0.7117
Epoch 31/150
614/614 [==============================] - 0s 115us/step - loss: 0.6381 - accuracy: 0.6824
Epoch 32/150
614/614 [==============================] - 0s 127us/step - loss: 0.5975 - accuracy: 0.7134
Epoch 33/150
614/614 [==============================] - 0s 175us/step - loss: 0.6001 - accuracy: 0.7085
Epoch 34/150
614/614 [==============================] - 0s 166us/step - loss: 0.6320 - accuracy: 0.6987
Epoch 35/150
614/614 [==============================] - 0s 162us/step - loss: 0.6214 - accuracy: 0.6906
Epoch 36/150
614/614 [==============================] - 0s 146us/step - loss: 0.6007 - accuracy: 0.7101
Epoch 37/150
614/614 [==============================] - 0s 140us/step - loss: 0.6091 - accuracy: 0.7003
Epoch 38/150
614/614 [==============================] - 0s 114us/step - loss: 0.5868 - accuracy: 0.7166
Epoch 39/150
614/614 [==============================] - 0s 109us/step - loss: 0.5912 - accuracy: 0.7101
Epoch 40/150
614/614 [==============================] - 0s 110us/step - loss: 0.5965 - accuracy: 0.6922
Epoch 41/150
614/614 [==============================] - 0s 109us/step - loss: 0.6044 - accuracy: 0.6987
Epoch 42/150
614/614 [==============================] - 0s 115us/step - loss: 0.5879 - accuracy: 0.7101
Epoch 43/150
614/614 [==============================] - 0s 117us/step - loss: 0.5990 - accuracy: 0.7166
Epoch 44/150
614/614 [==============================] - 0s 125us/step - loss: 0.5789 - accuracy: 0.7280
Epoch 45/150
614/614 [==============================] - 0s 123us/step - loss: 0.5780 - accuracy: 0.7003
Epoch 46/150
614/614 [==============================] - 0s 143us/step - loss: 0.5835 - accuracy: 0.7264
Epoch 47/150
614/614 [==============================] - 0s 154us/step - loss: 0.5950 - accuracy: 0.7101
Epoch 48/150
614/614 [==============================] - 0s 130us/step - loss: 0.5783 - accuracy: 0.7280
Epoch 49/150
614/614 [==============================] - 0s 132us/step - loss: 0.5670 - accuracy: 0.7036
Epoch 50/150
614/614 [==============================] - 0s 133us/step - loss: 0.5752 - accuracy: 0.7215
Epoch 51/150
614/614 [==============================] - 0s 112us/step - loss: 0.5560 - accuracy: 0.7345
Epoch 52/150
614/614 [==============================] - 0s 110us/step - loss: 0.5652 - accuracy: 0.7264
Epoch 53/150
614/614 [==============================] - 0s 107us/step - loss: 0.5815 - accuracy: 0.7166
Epoch 54/150
614/614 [==============================] - 0s 112us/step - loss: 0.5445 - accuracy: 0.7313
Epoch 55/150
614/614 [==============================] - 0s 112us/step - loss: 0.5520 - accuracy: 0.7215
Epoch 56/150
614/614 [==============================] - 0s 110us/step - loss: 0.5663 - accuracy: 0.7085
Epoch 57/150
614/614 [==============================] - 0s 114us/step - loss: 0.5546 - accuracy: 0.7231
Epoch 58/150
614/614 [==============================] - 0s 115us/step - loss: 0.5461 - accuracy: 0.7280
Epoch 59/150
614/614 [==============================] - 0s 112us/step - loss: 0.5612 - accuracy: 0.7150
Epoch 60/150
614/614 [==============================] - 0s 112us/step - loss: 0.5487 - accuracy: 0.7166
Epoch 61/150
614/614 [==============================] - 0s 112us/step - loss: 0.5651 - accuracy: 0.7199
Epoch 62/150
614/614 [==============================] - 0s 112us/step - loss: 0.5539 - accuracy: 0.7150
Epoch 63/150
614/614 [==============================] - 0s 114us/step - loss: 0.5591 - accuracy: 0.7313
Epoch 64/150
614/614 [==============================] - 0s 110us/step - loss: 0.5702 - accuracy: 0.7231
Epoch 65/150
614/614 [==============================] - 0s 112us/step - loss: 0.5535 - accuracy: 0.7085
Epoch 66/150
614/614 [==============================] - 0s 112us/step - loss: 0.5426 - accuracy: 0.7296
Epoch 67/150
614/614 [==============================] - 0s 112us/step - loss: 0.5471 - accuracy: 0.7264
Epoch 68/150
614/614 [==============================] - 0s 110us/step - loss: 0.5562 - accuracy: 0.7345
Epoch 69/150
614/614 [==============================] - 0s 114us/step - loss: 0.5833 - accuracy: 0.7199
Epoch 70/150
614/614 [==============================] - 0s 110us/step - loss: 0.5494 - accuracy: 0.7378
Epoch 71/150
614/614 [==============================] - 0s 110us/step - loss: 0.5413 - accuracy: 0.7345
Epoch 72/150
614/614 [==============================] - 0s 117us/step - loss: 0.5358 - accuracy: 0.7378
Epoch 73/150
614/614 [==============================] - 0s 112us/step - loss: 0.5319 - accuracy: 0.7410
Epoch 74/150
614/614 [==============================] - 0s 117us/step - loss: 0.5415 - accuracy: 0.7508
Epoch 75/150
614/614 [==============================] - 0s 117us/step - loss: 0.5431 - accuracy: 0.7492
Epoch 76/150
614/614 [==============================] - 0s 114us/step - loss: 0.5424 - accuracy: 0.7199
Epoch 77/150
614/614 [==============================] - 0s 115us/step - loss: 0.5256 - accuracy: 0.7345
Epoch 78/150
614/614 [==============================] - 0s 115us/step - loss: 0.5491 - accuracy: 0.7280
Epoch 79/150
614/614 [==============================] - 0s 115us/step - loss: 0.5434 - accuracy: 0.7264
Epoch 80/150
614/614 [==============================] - 0s 114us/step - loss: 0.5410 - accuracy: 0.7313
Epoch 81/150
614/614 [==============================] - 0s 114us/step - loss: 0.5370 - accuracy: 0.7378
Epoch 82/150
614/614 [==============================] - 0s 110us/step - loss: 0.5494 - accuracy: 0.7231
Epoch 83/150
614/614 [==============================] - 0s 112us/step - loss: 0.5394 - accuracy: 0.7313
Epoch 84/150
614/614 [==============================] - 0s 115us/step - loss: 0.5321 - accuracy: 0.7345
Epoch 85/150
614/614 [==============================] - 0s 114us/step - loss: 0.5548 - accuracy: 0.7313
Epoch 86/150
614/614 [==============================] - 0s 114us/step - loss: 0.5241 - accuracy: 0.7378
Epoch 87/150
614/614 [==============================] - 0s 117us/step - loss: 0.5217 - accuracy: 0.7508
Epoch 88/150
614/614 [==============================] - 0s 114us/step - loss: 0.5263 - accuracy: 0.7557
Epoch 89/150
614/614 [==============================] - 0s 110us/step - loss: 0.5224 - accuracy: 0.7394
Epoch 90/150
614/614 [==============================] - 0s 114us/step - loss: 0.5303 - accuracy: 0.7476
Epoch 91/150
614/614 [==============================] - 0s 117us/step - loss: 0.5370 - accuracy: 0.7215
Epoch 92/150
614/614 [==============================] - 0s 114us/step - loss: 0.5275 - accuracy: 0.7264
Epoch 93/150
614/614 [==============================] - 0s 112us/step - loss: 0.5331 - accuracy: 0.7394
Epoch 94/150
614/614 [==============================] - 0s 117us/step - loss: 0.5718 - accuracy: 0.7329
Epoch 95/150
614/614 [==============================] - 0s 119us/step - loss: 0.5148 - accuracy: 0.7459
Epoch 96/150
614/614 [==============================] - 0s 159us/step - loss: 0.5333 - accuracy: 0.7427
Epoch 97/150
614/614 [==============================] - 0s 146us/step - loss: 0.5159 - accuracy: 0.7427
Epoch 98/150
614/614 [==============================] - 0s 135us/step - loss: 0.5207 - accuracy: 0.7394
Epoch 99/150
614/614 [==============================] - 0s 123us/step - loss: 0.5179 - accuracy: 0.7394
Epoch 100/150
614/614 [==============================] - 0s 132us/step - loss: 0.5274 - accuracy: 0.7378
Epoch 101/150
614/614 [==============================] - 0s 136us/step - loss: 0.5284 - accuracy: 0.7410
Epoch 102/150
614/614 [==============================] - 0s 123us/step - loss: 0.5244 - accuracy: 0.7459
Epoch 103/150
614/614 [==============================] - 0s 141us/step - loss: 0.5132 - accuracy: 0.7410
Epoch 104/150
614/614 [==============================] - 0s 162us/step - loss: 0.5178 - accuracy: 0.7476
Epoch 105/150
614/614 [==============================] - 0s 132us/step - loss: 0.5291 - accuracy: 0.7410
Epoch 106/150
614/614 [==============================] - 0s 110us/step - loss: 0.5343 - accuracy: 0.7459
Epoch 107/150
614/614 [==============================] - 0s 112us/step - loss: 0.5257 - accuracy: 0.7329
Epoch 108/150
614/614 [==============================] - 0s 120us/step - loss: 0.5039 - accuracy: 0.7524
Epoch 109/150
614/614 [==============================] - 0s 119us/step - loss: 0.5020 - accuracy: 0.7296
Epoch 110/150
614/614 [==============================] - 0s 112us/step - loss: 0.5120 - accuracy: 0.7573
Epoch 111/150
614/614 [==============================] - 0s 119us/step - loss: 0.5195 - accuracy: 0.7362
Epoch 112/150
614/614 [==============================] - 0s 123us/step - loss: 0.5068 - accuracy: 0.7590
Epoch 113/150
614/614 [==============================] - 0s 125us/step - loss: 0.5252 - accuracy: 0.7476
Epoch 114/150
614/614 [==============================] - 0s 122us/step - loss: 0.5297 - accuracy: 0.7492
Epoch 115/150
614/614 [==============================] - 0s 125us/step - loss: 0.5107 - accuracy: 0.7508
Epoch 116/150
614/614 [==============================] - 0s 122us/step - loss: 0.5309 - accuracy: 0.7508
Epoch 117/150
614/614 [==============================] - 0s 122us/step - loss: 0.5098 - accuracy: 0.7687
Epoch 118/150
614/614 [==============================] - 0s 125us/step - loss: 0.5254 - accuracy: 0.7329
Epoch 119/150
614/614 [==============================] - 0s 132us/step - loss: 0.5006 - accuracy: 0.7443
Epoch 120/150
614/614 [==============================] - 0s 117us/step - loss: 0.4952 - accuracy: 0.7557
Epoch 121/150
614/614 [==============================] - 0s 117us/step - loss: 0.5067 - accuracy: 0.7459
Epoch 122/150
614/614 [==============================] - 0s 117us/step - loss: 0.5029 - accuracy: 0.7541
Epoch 123/150
614/614 [==============================] - 0s 117us/step - loss: 0.5113 - accuracy: 0.7655
Epoch 124/150
614/614 [==============================] - 0s 112us/step - loss: 0.5023 - accuracy: 0.7492
Epoch 125/150
614/614 [==============================] - 0s 112us/step - loss: 0.4962 - accuracy: 0.7524
Epoch 126/150
614/614 [==============================] - 0s 115us/step - loss: 0.4942 - accuracy: 0.7655
Epoch 127/150
614/614 [==============================] - 0s 119us/step - loss: 0.5121 - accuracy: 0.7508
Epoch 128/150
614/614 [==============================] - 0s 125us/step - loss: 0.5297 - accuracy: 0.7410
Epoch 129/150
614/614 [==============================] - 0s 127us/step - loss: 0.5037 - accuracy: 0.7427
Epoch 130/150
614/614 [==============================] - 0s 128us/step - loss: 0.5026 - accuracy: 0.7476
Epoch 131/150
614/614 [==============================] - 0s 123us/step - loss: 0.5019 - accuracy: 0.7573
Epoch 132/150
614/614 [==============================] - 0s 125us/step - loss: 0.4887 - accuracy: 0.7606
Epoch 133/150
614/614 [==============================] - 0s 115us/step - loss: 0.4995 - accuracy: 0.7606
Epoch 134/150
614/614 [==============================] - 0s 135us/step - loss: 0.5048 - accuracy: 0.7329
Epoch 135/150
614/614 [==============================] - 0s 171us/step - loss: 0.4968 - accuracy: 0.7622
Epoch 136/150
614/614 [==============================] - 0s 148us/step - loss: 0.4985 - accuracy: 0.7541
Epoch 137/150
614/614 [==============================] - 0s 114us/step - loss: 0.5057 - accuracy: 0.7524
Epoch 138/150
614/614 [==============================] - ETA: 0s - loss: 0.5032 - accuracy: 0.76 - 0s 117us/step - loss: 0.5027 - accuracy: 0.7590
Epoch 139/150
614/614 [==============================] - 0s 114us/step - loss: 0.4949 - accuracy: 0.7655
Epoch 140/150
614/614 [==============================] - 0s 112us/step - loss: 0.5107 - accuracy: 0.7541
Epoch 141/150
614/614 [==============================] - 0s 114us/step - loss: 0.5002 - accuracy: 0.7573
Epoch 142/150
614/614 [==============================] - 0s 112us/step - loss: 0.4889 - accuracy: 0.7736
Epoch 143/150
614/614 [==============================] - 0s 110us/step - loss: 0.4951 - accuracy: 0.7752
Epoch 144/150
614/614 [==============================] - 0s 127us/step - loss: 0.5052 - accuracy: 0.7573
Epoch 145/150
614/614 [==============================] - 0s 110us/step - loss: 0.5046 - accuracy: 0.7541
Epoch 146/150
614/614 [==============================] - 0s 117us/step - loss: 0.4929 - accuracy: 0.7671
Epoch 147/150
614/614 [==============================] - 0s 120us/step - loss: 0.4978 - accuracy: 0.7557
Epoch 148/150
614/614 [==============================] - 0s 115us/step - loss: 0.4849 - accuracy: 0.7801
Epoch 149/150
614/614 [==============================] - 0s 117us/step - loss: 0.4809 - accuracy: 0.7736
Epoch 150/150
614/614 [==============================] - 0s 115us/step - loss: 0.4788 - accuracy: 0.7752
154/154 [==============================] - 0s 803us/step
Epoch 1/150
614/614 [==============================] - 0s 606us/step - loss: 3.7333 - accuracy: 0.5081
Epoch 2/150
614/614 [==============================] - 0s 136us/step - loss: 0.8582 - accuracy: 0.6010
Epoch 3/150
614/614 [==============================] - 0s 140us/step - loss: 0.7479 - accuracy: 0.6140
Epoch 4/150
614/614 [==============================] - 0s 140us/step - loss: 0.6335 - accuracy: 0.6726
Epoch 5/150
614/614 [==============================] - 0s 153us/step - loss: 0.6511 - accuracy: 0.6564
Epoch 6/150
614/614 [==============================] - 0s 149us/step - loss: 0.6138 - accuracy: 0.6971
Epoch 7/150
614/614 [==============================] - 0s 149us/step - loss: 0.6094 - accuracy: 0.7117
Epoch 8/150
614/614 [==============================] - 0s 148us/step - loss: 0.5932 - accuracy: 0.6889
Epoch 9/150
614/614 [==============================] - 0s 145us/step - loss: 0.5864 - accuracy: 0.6922
Epoch 10/150
614/614 [==============================] - 0s 145us/step - loss: 0.5735 - accuracy: 0.7020
Epoch 11/150
614/614 [==============================] - 0s 138us/step - loss: 0.5793 - accuracy: 0.6938
Epoch 12/150
614/614 [==============================] - 0s 135us/step - loss: 0.5697 - accuracy: 0.7182
Epoch 13/150
614/614 [==============================] - 0s 123us/step - loss: 0.5809 - accuracy: 0.7068
Epoch 14/150
614/614 [==============================] - 0s 130us/step - loss: 0.5624 - accuracy: 0.7085
Epoch 15/150
614/614 [==============================] - 0s 133us/step - loss: 0.5643 - accuracy: 0.7085
Epoch 16/150
614/614 [==============================] - 0s 146us/step - loss: 0.5587 - accuracy: 0.7117
Epoch 17/150
614/614 [==============================] - 0s 149us/step - loss: 0.5500 - accuracy: 0.7068
Epoch 18/150
614/614 [==============================] - 0s 145us/step - loss: 0.5848 - accuracy: 0.7215
Epoch 19/150
614/614 [==============================] - 0s 133us/step - loss: 0.5701 - accuracy: 0.7296
Epoch 20/150
614/614 [==============================] - 0s 133us/step - loss: 0.5648 - accuracy: 0.7085
Epoch 21/150
614/614 [==============================] - 0s 135us/step - loss: 0.5683 - accuracy: 0.7085
Epoch 22/150
614/614 [==============================] - 0s 132us/step - loss: 0.5673 - accuracy: 0.7052
Epoch 23/150
614/614 [==============================] - 0s 136us/step - loss: 0.5768 - accuracy: 0.6906
Epoch 24/150
614/614 [==============================] - 0s 133us/step - loss: 0.5614 - accuracy: 0.7036
Epoch 25/150
614/614 [==============================] - 0s 135us/step - loss: 0.5468 - accuracy: 0.7345
Epoch 26/150
614/614 [==============================] - 0s 132us/step - loss: 0.5592 - accuracy: 0.7362
Epoch 27/150
614/614 [==============================] - 0s 133us/step - loss: 0.6000 - accuracy: 0.6987
Epoch 28/150
614/614 [==============================] - 0s 133us/step - loss: 0.5459 - accuracy: 0.7182
Epoch 29/150
614/614 [==============================] - 0s 143us/step - loss: 0.5978 - accuracy: 0.6971
Epoch 30/150
614/614 [==============================] - 0s 135us/step - loss: 0.5481 - accuracy: 0.7134
Epoch 31/150
614/614 [==============================] - 0s 130us/step - loss: 0.5370 - accuracy: 0.7199
Epoch 32/150
614/614 [==============================] - 0s 130us/step - loss: 0.5604 - accuracy: 0.7020
Epoch 33/150
614/614 [==============================] - 0s 133us/step - loss: 0.5389 - accuracy: 0.7345
Epoch 34/150
614/614 [==============================] - 0s 132us/step - loss: 0.5442 - accuracy: 0.7248
Epoch 35/150
614/614 [==============================] - 0s 119us/step - loss: 0.5504 - accuracy: 0.7166
Epoch 36/150
614/614 [==============================] - 0s 117us/step - loss: 0.5470 - accuracy: 0.7329
Epoch 37/150
614/614 [==============================] - 0s 127us/step - loss: 0.5386 - accuracy: 0.7313
Epoch 38/150
614/614 [==============================] - 0s 125us/step - loss: 0.5473 - accuracy: 0.7410
Epoch 39/150
614/614 [==============================] - 0s 138us/step - loss: 0.5388 - accuracy: 0.7443
Epoch 40/150
614/614 [==============================] - 0s 132us/step - loss: 0.5371 - accuracy: 0.7231
Epoch 41/150
614/614 [==============================] - 0s 135us/step - loss: 0.5302 - accuracy: 0.7394
Epoch 42/150
614/614 [==============================] - 0s 130us/step - loss: 0.5425 - accuracy: 0.7345
Epoch 43/150
614/614 [==============================] - 0s 135us/step - loss: 0.5338 - accuracy: 0.7443
Epoch 44/150
614/614 [==============================] - 0s 138us/step - loss: 0.5642 - accuracy: 0.7313
Epoch 45/150
614/614 [==============================] - 0s 143us/step - loss: 0.5491 - accuracy: 0.7410
Epoch 46/150
614/614 [==============================] - 0s 143us/step - loss: 0.5527 - accuracy: 0.69710s - loss: 0.5434 - accuracy: 0.70
Epoch 47/150
614/614 [==============================] - 0s 146us/step - loss: 0.5625 - accuracy: 0.7231
Epoch 48/150
614/614 [==============================] - 0s 140us/step - loss: 0.5399 - accuracy: 0.7427
Epoch 49/150
614/614 [==============================] - 0s 125us/step - loss: 0.5232 - accuracy: 0.7394
Epoch 50/150
614/614 [==============================] - 0s 128us/step - loss: 0.5241 - accuracy: 0.7362
Epoch 51/150
614/614 [==============================] - 0s 132us/step - loss: 0.5307 - accuracy: 0.7394
Epoch 52/150
614/614 [==============================] - 0s 136us/step - loss: 0.5394 - accuracy: 0.7296
Epoch 53/150
614/614 [==============================] - 0s 132us/step - loss: 0.5337 - accuracy: 0.7378
Epoch 54/150
614/614 [==============================] - 0s 133us/step - loss: 0.5356 - accuracy: 0.7427
Epoch 55/150
614/614 [==============================] - 0s 169us/step - loss: 0.5233 - accuracy: 0.7394
Epoch 56/150
614/614 [==============================] - 0s 179us/step - loss: 0.5432 - accuracy: 0.7264
Epoch 57/150
614/614 [==============================] - 0s 169us/step - loss: 0.5238 - accuracy: 0.7508
Epoch 58/150
614/614 [==============================] - 0s 127us/step - loss: 0.5565 - accuracy: 0.6938
Epoch 59/150
614/614 [==============================] - 0s 128us/step - loss: 0.5379 - accuracy: 0.7248
Epoch 60/150
614/614 [==============================] - 0s 130us/step - loss: 0.5452 - accuracy: 0.7215
Epoch 61/150
614/614 [==============================] - 0s 167us/step - loss: 0.5385 - accuracy: 0.7394
Epoch 62/150
614/614 [==============================] - 0s 164us/step - loss: 0.5230 - accuracy: 0.7362
Epoch 63/150
614/614 [==============================] - 0s 132us/step - loss: 0.5358 - accuracy: 0.7329
Epoch 64/150
614/614 [==============================] - 0s 130us/step - loss: 0.5277 - accuracy: 0.7231
Epoch 65/150
614/614 [==============================] - 0s 128us/step - loss: 0.5104 - accuracy: 0.7362
Epoch 66/150
614/614 [==============================] - 0s 128us/step - loss: 0.5355 - accuracy: 0.7329
Epoch 67/150
614/614 [==============================] - 0s 151us/step - loss: 0.5291 - accuracy: 0.7378
Epoch 68/150
614/614 [==============================] - 0s 179us/step - loss: 0.5196 - accuracy: 0.7410
Epoch 69/150
614/614 [==============================] - 0s 177us/step - loss: 0.5254 - accuracy: 0.7394
Epoch 70/150
614/614 [==============================] - 0s 179us/step - loss: 0.5226 - accuracy: 0.7329
Epoch 71/150
614/614 [==============================] - 0s 180us/step - loss: 0.5350 - accuracy: 0.7329
Epoch 72/150
614/614 [==============================] - 0s 171us/step - loss: 0.5032 - accuracy: 0.7606
Epoch 73/150
614/614 [==============================] - 0s 153us/step - loss: 0.5368 - accuracy: 0.7394
Epoch 74/150
614/614 [==============================] - 0s 127us/step - loss: 0.5150 - accuracy: 0.7492
Epoch 75/150
614/614 [==============================] - 0s 143us/step - loss: 0.5425 - accuracy: 0.7394
Epoch 76/150
614/614 [==============================] - 0s 171us/step - loss: 0.5137 - accuracy: 0.7378
Epoch 77/150
614/614 [==============================] - 0s 175us/step - loss: 0.5108 - accuracy: 0.7541
Epoch 78/150
614/614 [==============================] - 0s 175us/step - loss: 0.5301 - accuracy: 0.7492
Epoch 79/150
614/614 [==============================] - 0s 169us/step - loss: 0.5275 - accuracy: 0.7280
Epoch 80/150
614/614 [==============================] - 0s 161us/step - loss: 0.5295 - accuracy: 0.7557
Epoch 81/150
614/614 [==============================] - 0s 132us/step - loss: 0.5315 - accuracy: 0.7101
Epoch 82/150
614/614 [==============================] - 0s 127us/step - loss: 0.5229 - accuracy: 0.7508
Epoch 83/150
614/614 [==============================] - 0s 128us/step - loss: 0.5160 - accuracy: 0.7394
Epoch 84/150
614/614 [==============================] - 0s 130us/step - loss: 0.5019 - accuracy: 0.7443
Epoch 85/150
614/614 [==============================] - 0s 161us/step - loss: 0.5014 - accuracy: 0.7671
Epoch 86/150
614/614 [==============================] - 0s 141us/step - loss: 0.5117 - accuracy: 0.7524
Epoch 87/150
614/614 [==============================] - 0s 141us/step - loss: 0.5156 - accuracy: 0.7541
Epoch 88/150
614/614 [==============================] - 0s 156us/step - loss: 0.5223 - accuracy: 0.7671
Epoch 89/150
614/614 [==============================] - 0s 161us/step - loss: 0.5042 - accuracy: 0.7492
Epoch 90/150
614/614 [==============================] - 0s 130us/step - loss: 0.5105 - accuracy: 0.7687
Epoch 91/150
614/614 [==============================] - 0s 128us/step - loss: 0.5120 - accuracy: 0.7508
Epoch 92/150
614/614 [==============================] - 0s 133us/step - loss: 0.5080 - accuracy: 0.7541
Epoch 93/150
614/614 [==============================] - 0s 130us/step - loss: 0.5184 - accuracy: 0.7492
Epoch 94/150
614/614 [==============================] - 0s 138us/step - loss: 0.5019 - accuracy: 0.7573
Epoch 95/150
614/614 [==============================] - 0s 141us/step - loss: 0.5013 - accuracy: 0.7606
Epoch 96/150
614/614 [==============================] - 0s 140us/step - loss: 0.5084 - accuracy: 0.7492
Epoch 97/150
614/614 [==============================] - 0s 135us/step - loss: 0.5151 - accuracy: 0.7410
Epoch 98/150
614/614 [==============================] - 0s 138us/step - loss: 0.5097 - accuracy: 0.7410
Epoch 99/150
614/614 [==============================] - 0s 127us/step - loss: 0.5007 - accuracy: 0.7704
Epoch 100/150
614/614 [==============================] - 0s 123us/step - loss: 0.4968 - accuracy: 0.7752
Epoch 101/150
614/614 [==============================] - 0s 128us/step - loss: 0.5382 - accuracy: 0.7378
Epoch 102/150
614/614 [==============================] - 0s 128us/step - loss: 0.5145 - accuracy: 0.7476
Epoch 103/150
614/614 [==============================] - 0s 132us/step - loss: 0.4937 - accuracy: 0.7638
Epoch 104/150
614/614 [==============================] - 0s 133us/step - loss: 0.4971 - accuracy: 0.7443
Epoch 105/150
614/614 [==============================] - 0s 132us/step - loss: 0.4915 - accuracy: 0.7736
Epoch 106/150
614/614 [==============================] - 0s 130us/step - loss: 0.4895 - accuracy: 0.7557
Epoch 107/150
614/614 [==============================] - 0s 132us/step - loss: 0.5014 - accuracy: 0.7541
Epoch 108/150
614/614 [==============================] - 0s 145us/step - loss: 0.4898 - accuracy: 0.7704
Epoch 109/150
614/614 [==============================] - 0s 167us/step - loss: 0.5011 - accuracy: 0.7476
Epoch 110/150
614/614 [==============================] - 0s 167us/step - loss: 0.4886 - accuracy: 0.7622
Epoch 111/150
614/614 [==============================] - 0s 145us/step - loss: 0.4992 - accuracy: 0.7427
Epoch 112/150
614/614 [==============================] - 0s 153us/step - loss: 0.4903 - accuracy: 0.7541
Epoch 113/150
614/614 [==============================] - 0s 200us/step - loss: 0.4871 - accuracy: 0.7622
Epoch 114/150
614/614 [==============================] - 0s 188us/step - loss: 0.4921 - accuracy: 0.7638
Epoch 115/150
614/614 [==============================] - 0s 156us/step - loss: 0.5189 - accuracy: 0.7573
Epoch 116/150
614/614 [==============================] - 0s 128us/step - loss: 0.4943 - accuracy: 0.7573
Epoch 117/150
614/614 [==============================] - 0s 133us/step - loss: 0.4984 - accuracy: 0.7720
Epoch 118/150
614/614 [==============================] - 0s 128us/step - loss: 0.4872 - accuracy: 0.7769
Epoch 119/150
614/614 [==============================] - 0s 127us/step - loss: 0.4963 - accuracy: 0.7638
Epoch 120/150
614/614 [==============================] - 0s 127us/step - loss: 0.4860 - accuracy: 0.7622
Epoch 121/150
614/614 [==============================] - 0s 120us/step - loss: 0.5059 - accuracy: 0.7573
Epoch 122/150
614/614 [==============================] - 0s 115us/step - loss: 0.4970 - accuracy: 0.7524
Epoch 123/150
614/614 [==============================] - 0s 119us/step - loss: 0.4882 - accuracy: 0.7622
Epoch 124/150
614/614 [==============================] - 0s 117us/step - loss: 0.4868 - accuracy: 0.7638
Epoch 125/150
614/614 [==============================] - 0s 127us/step - loss: 0.4999 - accuracy: 0.7313
Epoch 126/150
614/614 [==============================] - 0s 135us/step - loss: 0.4787 - accuracy: 0.7752
Epoch 127/150
614/614 [==============================] - 0s 143us/step - loss: 0.4784 - accuracy: 0.7801
Epoch 128/150
614/614 [==============================] - 0s 140us/step - loss: 0.4895 - accuracy: 0.7655
Epoch 129/150
614/614 [==============================] - 0s 133us/step - loss: 0.4828 - accuracy: 0.7638
Epoch 130/150
614/614 [==============================] - 0s 133us/step - loss: 0.4870 - accuracy: 0.7736
Epoch 131/150
614/614 [==============================] - 0s 132us/step - loss: 0.4845 - accuracy: 0.7541
Epoch 132/150
614/614 [==============================] - 0s 135us/step - loss: 0.4792 - accuracy: 0.7850
Epoch 133/150
614/614 [==============================] - 0s 132us/step - loss: 0.5030 - accuracy: 0.7524
Epoch 134/150
614/614 [==============================] - 0s 128us/step - loss: 0.4912 - accuracy: 0.7590
Epoch 135/150
614/614 [==============================] - 0s 151us/step - loss: 0.5058 - accuracy: 0.7687
Epoch 136/150
614/614 [==============================] - 0s 143us/step - loss: 0.4784 - accuracy: 0.7557
Epoch 137/150
614/614 [==============================] - 0s 161us/step - loss: 0.4855 - accuracy: 0.7573
Epoch 138/150
614/614 [==============================] - 0s 149us/step - loss: 0.4798 - accuracy: 0.7866
Epoch 139/150
614/614 [==============================] - 0s 145us/step - loss: 0.4827 - accuracy: 0.7655
Epoch 140/150
614/614 [==============================] - 0s 141us/step - loss: 0.4959 - accuracy: 0.7638
Epoch 141/150
614/614 [==============================] - 0s 135us/step - loss: 0.4848 - accuracy: 0.7752
Epoch 142/150
614/614 [==============================] - 0s 145us/step - loss: 0.4889 - accuracy: 0.7752
Epoch 143/150
614/614 [==============================] - 0s 138us/step - loss: 0.4913 - accuracy: 0.7541
Epoch 144/150
614/614 [==============================] - 0s 122us/step - loss: 0.4779 - accuracy: 0.7736
Epoch 145/150
614/614 [==============================] - 0s 128us/step - loss: 0.4896 - accuracy: 0.7687
Epoch 146/150
614/614 [==============================] - 0s 130us/step - loss: 0.4924 - accuracy: 0.7557
Epoch 147/150
614/614 [==============================] - 0s 179us/step - loss: 0.4913 - accuracy: 0.7606
Epoch 148/150
614/614 [==============================] - 0s 180us/step - loss: 0.4767 - accuracy: 0.7590
Epoch 149/150
614/614 [==============================] - 0s 179us/step - loss: 0.4916 - accuracy: 0.7590
Epoch 150/150
614/614 [==============================] - 0s 180us/step - loss: 0.4731 - accuracy: 0.7720
154/154 [==============================] - 0s 984us/step
Epoch 1/150
615/615 [==============================] - 0s 584us/step - loss: 4.4854 - accuracy: 0.6341
Epoch 2/150
615/615 [==============================] - 0s 170us/step - loss: 0.8651 - accuracy: 0.6276
Epoch 3/150
615/615 [==============================] - 0s 162us/step - loss: 0.7634 - accuracy: 0.6683
Epoch 4/150
615/615 [==============================] - 0s 156us/step - loss: 0.7549 - accuracy: 0.6764
Epoch 5/150
615/615 [==============================] - 0s 130us/step - loss: 0.6956 - accuracy: 0.6780
Epoch 6/150
615/615 [==============================] - 0s 126us/step - loss: 0.6999 - accuracy: 0.6553
Epoch 7/150
615/615 [==============================] - 0s 139us/step - loss: 0.6842 - accuracy: 0.6618
Epoch 8/150
615/615 [==============================] - 0s 131us/step - loss: 0.6672 - accuracy: 0.6748
Epoch 9/150
615/615 [==============================] - 0s 139us/step - loss: 0.6663 - accuracy: 0.6813
Epoch 10/150
615/615 [==============================] - 0s 146us/step - loss: 0.6362 - accuracy: 0.6829
Epoch 11/150
615/615 [==============================] - 0s 126us/step - loss: 0.6462 - accuracy: 0.6667
Epoch 12/150
615/615 [==============================] - 0s 118us/step - loss: 0.6349 - accuracy: 0.6862
Epoch 13/150
615/615 [==============================] - 0s 130us/step - loss: 0.6540 - accuracy: 0.6748
Epoch 14/150
615/615 [==============================] - 0s 141us/step - loss: 0.6183 - accuracy: 0.6764
Epoch 15/150
615/615 [==============================] - 0s 148us/step - loss: 0.6222 - accuracy: 0.7008
Epoch 16/150
615/615 [==============================] - 0s 149us/step - loss: 0.6145 - accuracy: 0.6894
Epoch 17/150
615/615 [==============================] - 0s 146us/step - loss: 0.6154 - accuracy: 0.6976
Epoch 18/150
615/615 [==============================] - 0s 143us/step - loss: 0.6141 - accuracy: 0.7138
Epoch 19/150
615/615 [==============================] - 0s 144us/step - loss: 0.6169 - accuracy: 0.6894
Epoch 20/150
615/615 [==============================] - 0s 146us/step - loss: 0.6171 - accuracy: 0.6862
Epoch 21/150
615/615 [==============================] - 0s 143us/step - loss: 0.6062 - accuracy: 0.7024
Epoch 22/150
615/615 [==============================] - 0s 135us/step - loss: 0.6007 - accuracy: 0.7089
Epoch 23/150
615/615 [==============================] - 0s 136us/step - loss: 0.6025 - accuracy: 0.6992
Epoch 24/150
615/615 [==============================] - 0s 136us/step - loss: 0.6103 - accuracy: 0.7008
Epoch 25/150
615/615 [==============================] - 0s 135us/step - loss: 0.5933 - accuracy: 0.6911
Epoch 26/150
615/615 [==============================] - 0s 157us/step - loss: 0.5973 - accuracy: 0.6959
Epoch 27/150
615/615 [==============================] - 0s 159us/step - loss: 0.5942 - accuracy: 0.6959
Epoch 28/150
615/615 [==============================] - 0s 143us/step - loss: 0.5753 - accuracy: 0.7138
Epoch 29/150
615/615 [==============================] - 0s 151us/step - loss: 0.5891 - accuracy: 0.7073
Epoch 30/150
615/615 [==============================] - 0s 156us/step - loss: 0.5899 - accuracy: 0.7106
Epoch 31/150
615/615 [==============================] - 0s 135us/step - loss: 0.5761 - accuracy: 0.7154
Epoch 32/150
615/615 [==============================] - 0s 138us/step - loss: 0.6143 - accuracy: 0.6959
Epoch 33/150
615/615 [==============================] - 0s 138us/step - loss: 0.5983 - accuracy: 0.7008
Epoch 34/150
615/615 [==============================] - 0s 135us/step - loss: 0.5764 - accuracy: 0.7089
Epoch 35/150
615/615 [==============================] - 0s 125us/step - loss: 0.5736 - accuracy: 0.7024
Epoch 36/150
615/615 [==============================] - 0s 123us/step - loss: 0.5683 - accuracy: 0.7041
Epoch 37/150
615/615 [==============================] - 0s 130us/step - loss: 0.5743 - accuracy: 0.7220
Epoch 38/150
615/615 [==============================] - 0s 135us/step - loss: 0.5651 - accuracy: 0.7154
Epoch 39/150
615/615 [==============================] - 0s 148us/step - loss: 0.5719 - accuracy: 0.7089
Epoch 40/150
615/615 [==============================] - 0s 146us/step - loss: 0.5791 - accuracy: 0.6927
Epoch 41/150
615/615 [==============================] - 0s 143us/step - loss: 0.5719 - accuracy: 0.7154
Epoch 42/150
615/615 [==============================] - 0s 149us/step - loss: 0.5573 - accuracy: 0.7366
Epoch 43/150
615/615 [==============================] - 0s 164us/step - loss: 0.5783 - accuracy: 0.7154
Epoch 44/150
615/615 [==============================] - 0s 144us/step - loss: 0.6147 - accuracy: 0.7187
Epoch 45/150
615/615 [==============================] - 0s 144us/step - loss: 0.5621 - accuracy: 0.7024
Epoch 46/150
615/615 [==============================] - 0s 131us/step - loss: 0.5627 - accuracy: 0.7154
Epoch 47/150
615/615 [==============================] - 0s 133us/step - loss: 0.5563 - accuracy: 0.7236
Epoch 48/150
615/615 [==============================] - 0s 141us/step - loss: 0.5910 - accuracy: 0.7089
Epoch 49/150
615/615 [==============================] - 0s 133us/step - loss: 0.5700 - accuracy: 0.7171
Epoch 50/150
615/615 [==============================] - 0s 136us/step - loss: 0.5735 - accuracy: 0.7089
Epoch 51/150
615/615 [==============================] - 0s 139us/step - loss: 0.5623 - accuracy: 0.7057
Epoch 52/150
615/615 [==============================] - 0s 156us/step - loss: 0.5423 - accuracy: 0.7220
Epoch 53/150
615/615 [==============================] - 0s 135us/step - loss: 0.5803 - accuracy: 0.7089
Epoch 54/150
615/615 [==============================] - 0s 130us/step - loss: 0.5584 - accuracy: 0.7057
Epoch 55/150
615/615 [==============================] - 0s 133us/step - loss: 0.5434 - accuracy: 0.7317
Epoch 56/150
615/615 [==============================] - 0s 122us/step - loss: 0.5512 - accuracy: 0.7171
Epoch 57/150
615/615 [==============================] - 0s 127us/step - loss: 0.5505 - accuracy: 0.7333
Epoch 58/150
615/615 [==============================] - 0s 123us/step - loss: 0.5400 - accuracy: 0.7268
Epoch 59/150
615/615 [==============================] - 0s 126us/step - loss: 0.5356 - accuracy: 0.7333
Epoch 60/150
615/615 [==============================] - 0s 133us/step - loss: 0.5439 - accuracy: 0.7301
Epoch 61/150
615/615 [==============================] - 0s 136us/step - loss: 0.5463 - accuracy: 0.7220
Epoch 62/150
615/615 [==============================] - 0s 133us/step - loss: 0.5451 - accuracy: 0.7285
Epoch 63/150
615/615 [==============================] - 0s 136us/step - loss: 0.5366 - accuracy: 0.7366
Epoch 64/150
615/615 [==============================] - 0s 135us/step - loss: 0.5438 - accuracy: 0.7301
Epoch 65/150
615/615 [==============================] - 0s 131us/step - loss: 0.5427 - accuracy: 0.7398
Epoch 66/150
615/615 [==============================] - 0s 131us/step - loss: 0.5340 - accuracy: 0.7398
Epoch 67/150
615/615 [==============================] - 0s 133us/step - loss: 0.5519 - accuracy: 0.7350
Epoch 68/150
615/615 [==============================] - 0s 133us/step - loss: 0.5618 - accuracy: 0.7138
Epoch 69/150
615/615 [==============================] - 0s 138us/step - loss: 0.5436 - accuracy: 0.7220
Epoch 70/150
615/615 [==============================] - 0s 131us/step - loss: 0.5294 - accuracy: 0.7431
Epoch 71/150
615/615 [==============================] - 0s 141us/step - loss: 0.5259 - accuracy: 0.7350
Epoch 72/150
615/615 [==============================] - 0s 136us/step - loss: 0.5287 - accuracy: 0.7382
Epoch 73/150
615/615 [==============================] - 0s 135us/step - loss: 0.5576 - accuracy: 0.7138
Epoch 74/150
615/615 [==============================] - 0s 133us/step - loss: 0.5740 - accuracy: 0.7089
Epoch 75/150
615/615 [==============================] - 0s 135us/step - loss: 0.5313 - accuracy: 0.7285
Epoch 76/150
615/615 [==============================] - 0s 135us/step - loss: 0.5390 - accuracy: 0.7252
Epoch 77/150
615/615 [==============================] - 0s 131us/step - loss: 0.5275 - accuracy: 0.7301
Epoch 78/150
615/615 [==============================] - 0s 133us/step - loss: 0.5508 - accuracy: 0.7366
Epoch 79/150
615/615 [==============================] - 0s 125us/step - loss: 0.5486 - accuracy: 0.7089
Epoch 80/150
615/615 [==============================] - 0s 120us/step - loss: 0.5372 - accuracy: 0.7431
Epoch 81/150
615/615 [==============================] - 0s 122us/step - loss: 0.5398 - accuracy: 0.7350
Epoch 82/150
615/615 [==============================] - 0s 126us/step - loss: 0.5920 - accuracy: 0.7138
Epoch 83/150
615/615 [==============================] - 0s 131us/step - loss: 0.5465 - accuracy: 0.7317
Epoch 84/150
615/615 [==============================] - 0s 136us/step - loss: 0.5270 - accuracy: 0.7301
Epoch 85/150
615/615 [==============================] - 0s 131us/step - loss: 0.5192 - accuracy: 0.7431
Epoch 86/150
615/615 [==============================] - 0s 133us/step - loss: 0.5303 - accuracy: 0.7366
Epoch 87/150
615/615 [==============================] - 0s 133us/step - loss: 0.5256 - accuracy: 0.7285
Epoch 88/150
615/615 [==============================] - 0s 133us/step - loss: 0.5374 - accuracy: 0.7268
Epoch 89/150
615/615 [==============================] - 0s 135us/step - loss: 0.5274 - accuracy: 0.7203
Epoch 90/150
615/615 [==============================] - 0s 135us/step - loss: 0.5184 - accuracy: 0.7366
Epoch 91/150
615/615 [==============================] - 0s 136us/step - loss: 0.5194 - accuracy: 0.7480
Epoch 92/150
615/615 [==============================] - 0s 131us/step - loss: 0.5179 - accuracy: 0.7398
Epoch 93/150
615/615 [==============================] - 0s 133us/step - loss: 0.5339 - accuracy: 0.7398
Epoch 94/150
615/615 [==============================] - 0s 133us/step - loss: 0.5226 - accuracy: 0.7447
Epoch 95/150
615/615 [==============================] - 0s 138us/step - loss: 0.5168 - accuracy: 0.7350
Epoch 96/150
615/615 [==============================] - 0s 131us/step - loss: 0.5457 - accuracy: 0.7447
Epoch 97/150
615/615 [==============================] - 0s 133us/step - loss: 0.5341 - accuracy: 0.7285
Epoch 98/150
615/615 [==============================] - 0s 133us/step - loss: 0.5236 - accuracy: 0.7480
Epoch 99/150
615/615 [==============================] - 0s 135us/step - loss: 0.5084 - accuracy: 0.7496
Epoch 100/150
615/615 [==============================] - 0s 131us/step - loss: 0.5281 - accuracy: 0.7382
Epoch 101/150
615/615 [==============================] - 0s 133us/step - loss: 0.5109 - accuracy: 0.7447
Epoch 102/150
615/615 [==============================] - 0s 130us/step - loss: 0.5190 - accuracy: 0.7236
Epoch 103/150
615/615 [==============================] - 0s 123us/step - loss: 0.5277 - accuracy: 0.7317
Epoch 104/150
615/615 [==============================] - 0s 120us/step - loss: 0.5361 - accuracy: 0.7268
Epoch 105/150
615/615 [==============================] - 0s 128us/step - loss: 0.5328 - accuracy: 0.7431
Epoch 106/150
615/615 [==============================] - 0s 128us/step - loss: 0.5222 - accuracy: 0.7252
Epoch 107/150
615/615 [==============================] - 0s 133us/step - loss: 0.5365 - accuracy: 0.7350
Epoch 108/150
615/615 [==============================] - 0s 135us/step - loss: 0.5391 - accuracy: 0.7285
Epoch 109/150
615/615 [==============================] - 0s 131us/step - loss: 0.5300 - accuracy: 0.7415
Epoch 110/150
615/615 [==============================] - 0s 133us/step - loss: 0.5305 - accuracy: 0.7447
Epoch 111/150
615/615 [==============================] - 0s 133us/step - loss: 0.5150 - accuracy: 0.7382
Epoch 112/150
615/615 [==============================] - 0s 130us/step - loss: 0.5195 - accuracy: 0.7480
Epoch 113/150
615/615 [==============================] - 0s 133us/step - loss: 0.5076 - accuracy: 0.7398
Epoch 114/150
615/615 [==============================] - 0s 135us/step - loss: 0.5208 - accuracy: 0.7187
Epoch 115/150
615/615 [==============================] - 0s 133us/step - loss: 0.5067 - accuracy: 0.7431
Epoch 116/150
615/615 [==============================] - 0s 133us/step - loss: 0.5361 - accuracy: 0.7285
Epoch 117/150
615/615 [==============================] - 0s 131us/step - loss: 0.5212 - accuracy: 0.7447
Epoch 118/150
615/615 [==============================] - 0s 131us/step - loss: 0.5571 - accuracy: 0.7236
Epoch 119/150
615/615 [==============================] - 0s 133us/step - loss: 0.5206 - accuracy: 0.7252
Epoch 120/150
615/615 [==============================] - 0s 133us/step - loss: 0.5066 - accuracy: 0.7577
Epoch 121/150
615/615 [==============================] - 0s 131us/step - loss: 0.5142 - accuracy: 0.7431
Epoch 122/150
615/615 [==============================] - 0s 133us/step - loss: 0.5292 - accuracy: 0.7545
Epoch 123/150
615/615 [==============================] - 0s 135us/step - loss: 0.4994 - accuracy: 0.7463
Epoch 124/150
615/615 [==============================] - 0s 130us/step - loss: 0.5059 - accuracy: 0.7561
Epoch 125/150
615/615 [==============================] - 0s 130us/step - loss: 0.5176 - accuracy: 0.7415
Epoch 126/150
615/615 [==============================] - 0s 135us/step - loss: 0.5277 - accuracy: 0.7317
Epoch 127/150
615/615 [==============================] - 0s 120us/step - loss: 0.5040 - accuracy: 0.7496
Epoch 128/150
615/615 [==============================] - 0s 122us/step - loss: 0.5329 - accuracy: 0.7366
Epoch 129/150
615/615 [==============================] - 0s 120us/step - loss: 0.5060 - accuracy: 0.7463
Epoch 130/150
615/615 [==============================] - 0s 123us/step - loss: 0.5092 - accuracy: 0.7301
Epoch 131/150
615/615 [==============================] - 0s 131us/step - loss: 0.5245 - accuracy: 0.7366
Epoch 132/150
615/615 [==============================] - 0s 135us/step - loss: 0.5419 - accuracy: 0.7252
Epoch 133/150
615/615 [==============================] - 0s 135us/step - loss: 0.5110 - accuracy: 0.7496
Epoch 134/150
615/615 [==============================] - 0s 133us/step - loss: 0.5070 - accuracy: 0.7447
Epoch 135/150
615/615 [==============================] - 0s 136us/step - loss: 0.5064 - accuracy: 0.7447
Epoch 136/150
615/615 [==============================] - 0s 175us/step - loss: 0.5035 - accuracy: 0.7545
Epoch 137/150
615/615 [==============================] - 0s 133us/step - loss: 0.5032 - accuracy: 0.7431
Epoch 138/150
615/615 [==============================] - 0s 141us/step - loss: 0.4928 - accuracy: 0.7512
Epoch 139/150
615/615 [==============================] - 0s 139us/step - loss: 0.5207 - accuracy: 0.7268
Epoch 140/150
615/615 [==============================] - 0s 143us/step - loss: 0.5195 - accuracy: 0.7447
Epoch 141/150
615/615 [==============================] - 0s 136us/step - loss: 0.4979 - accuracy: 0.7398
Epoch 142/150
615/615 [==============================] - 0s 138us/step - loss: 0.5410 - accuracy: 0.7301
Epoch 143/150
615/615 [==============================] - 0s 135us/step - loss: 0.5005 - accuracy: 0.7463
Epoch 144/150
615/615 [==============================] - 0s 135us/step - loss: 0.5106 - accuracy: 0.7480
Epoch 145/150
615/615 [==============================] - 0s 135us/step - loss: 0.5028 - accuracy: 0.7463
Epoch 146/150
615/615 [==============================] - 0s 131us/step - loss: 0.5048 - accuracy: 0.7593
Epoch 147/150
615/615 [==============================] - 0s 131us/step - loss: 0.5114 - accuracy: 0.7480
Epoch 148/150
615/615 [==============================] - 0s 133us/step - loss: 0.4833 - accuracy: 0.7626
Epoch 149/150
615/615 [==============================] - 0s 135us/step - loss: 0.5460 - accuracy: 0.7415
Epoch 150/150
615/615 [==============================] - 0s 123us/step - loss: 0.5061 - accuracy: 0.7577
153/153 [==============================] - 0s 1ms/step
Epoch 1/150
615/615 [==============================] - 0s 543us/step - loss: 2.4322 - accuracy: 0.5593
Epoch 2/150
615/615 [==============================] - 0s 138us/step - loss: 1.2243 - accuracy: 0.5528
Epoch 3/150
615/615 [==============================] - 0s 138us/step - loss: 0.9397 - accuracy: 0.5789
Epoch 4/150
615/615 [==============================] - 0s 138us/step - loss: 0.8559 - accuracy: 0.6000
Epoch 5/150
615/615 [==============================] - 0s 141us/step - loss: 0.8065 - accuracy: 0.6114
Epoch 6/150
615/615 [==============================] - 0s 133us/step - loss: 0.7707 - accuracy: 0.6195
Epoch 7/150
615/615 [==============================] - 0s 136us/step - loss: 0.7496 - accuracy: 0.6211
Epoch 8/150
615/615 [==============================] - 0s 135us/step - loss: 0.7356 - accuracy: 0.6211
Epoch 9/150
615/615 [==============================] - 0s 138us/step - loss: 0.7110 - accuracy: 0.6325
Epoch 10/150
615/615 [==============================] - 0s 133us/step - loss: 0.7062 - accuracy: 0.6407
Epoch 11/150
615/615 [==============================] - 0s 136us/step - loss: 0.6974 - accuracy: 0.6537
Epoch 12/150
615/615 [==============================] - 0s 136us/step - loss: 0.6719 - accuracy: 0.6472
Epoch 13/150
615/615 [==============================] - 0s 136us/step - loss: 0.6814 - accuracy: 0.6504
Epoch 14/150
615/615 [==============================] - 0s 136us/step - loss: 0.6747 - accuracy: 0.6553
Epoch 15/150
615/615 [==============================] - 0s 135us/step - loss: 0.6374 - accuracy: 0.6618
Epoch 16/150
615/615 [==============================] - 0s 135us/step - loss: 0.6206 - accuracy: 0.6943
Epoch 17/150
615/615 [==============================] - 0s 141us/step - loss: 0.6169 - accuracy: 0.6829
Epoch 18/150
615/615 [==============================] - 0s 138us/step - loss: 0.6129 - accuracy: 0.6797
Epoch 19/150
615/615 [==============================] - 0s 135us/step - loss: 0.6028 - accuracy: 0.6943
Epoch 20/150
615/615 [==============================] - 0s 128us/step - loss: 0.6031 - accuracy: 0.7008
Epoch 21/150
615/615 [==============================] - 0s 123us/step - loss: 0.6061 - accuracy: 0.6943
Epoch 22/150
615/615 [==============================] - 0s 125us/step - loss: 0.6004 - accuracy: 0.6959
Epoch 23/150
615/615 [==============================] - 0s 123us/step - loss: 0.5939 - accuracy: 0.7073
Epoch 24/150
615/615 [==============================] - 0s 133us/step - loss: 0.5962 - accuracy: 0.7057
Epoch 25/150
615/615 [==============================] - 0s 148us/step - loss: 0.5944 - accuracy: 0.7073
Epoch 26/150
615/615 [==============================] - 0s 148us/step - loss: 0.5867 - accuracy: 0.7089
Epoch 27/150
615/615 [==============================] - 0s 144us/step - loss: 0.5873 - accuracy: 0.7073
Epoch 28/150
615/615 [==============================] - 0s 149us/step - loss: 0.5895 - accuracy: 0.7057
Epoch 29/150
615/615 [==============================] - 0s 148us/step - loss: 0.5887 - accuracy: 0.7024
Epoch 30/150
615/615 [==============================] - 0s 135us/step - loss: 0.5844 - accuracy: 0.7073
Epoch 31/150
615/615 [==============================] - 0s 133us/step - loss: 0.5814 - accuracy: 0.7106
Epoch 32/150
615/615 [==============================] - 0s 133us/step - loss: 0.5831 - accuracy: 0.7106
Epoch 33/150
615/615 [==============================] - 0s 135us/step - loss: 0.5779 - accuracy: 0.7008
Epoch 34/150
615/615 [==============================] - 0s 135us/step - loss: 0.5807 - accuracy: 0.6976
Epoch 35/150
615/615 [==============================] - 0s 133us/step - loss: 0.5762 - accuracy: 0.7154
Epoch 36/150
615/615 [==============================] - 0s 138us/step - loss: 0.5719 - accuracy: 0.7138
Epoch 37/150
615/615 [==============================] - 0s 133us/step - loss: 0.5743 - accuracy: 0.7122
Epoch 38/150
615/615 [==============================] - 0s 135us/step - loss: 0.5755 - accuracy: 0.7203
Epoch 39/150
615/615 [==============================] - 0s 131us/step - loss: 0.5709 - accuracy: 0.7301
Epoch 40/150
615/615 [==============================] - 0s 135us/step - loss: 0.5708 - accuracy: 0.7171
Epoch 41/150
615/615 [==============================] - 0s 135us/step - loss: 0.5697 - accuracy: 0.7089
Epoch 42/150
615/615 [==============================] - 0s 138us/step - loss: 0.5662 - accuracy: 0.7236
Epoch 43/150
615/615 [==============================] - 0s 128us/step - loss: 0.5623 - accuracy: 0.7317
Epoch 44/150
615/615 [==============================] - 0s 123us/step - loss: 0.5637 - accuracy: 0.7252
Epoch 45/150
615/615 [==============================] - 0s 125us/step - loss: 0.5607 - accuracy: 0.7236
Epoch 46/150
615/615 [==============================] - 0s 126us/step - loss: 0.5559 - accuracy: 0.7008
Epoch 47/150
615/615 [==============================] - 0s 146us/step - loss: 0.5687 - accuracy: 0.7122
Epoch 48/150
615/615 [==============================] - 0s 144us/step - loss: 0.5620 - accuracy: 0.7138
Epoch 49/150
615/615 [==============================] - 0s 135us/step - loss: 0.5596 - accuracy: 0.7154
Epoch 50/150
615/615 [==============================] - 0s 135us/step - loss: 0.5662 - accuracy: 0.7236
Epoch 51/150
615/615 [==============================] - 0s 139us/step - loss: 0.5556 - accuracy: 0.7220
Epoch 52/150
615/615 [==============================] - 0s 141us/step - loss: 0.5579 - accuracy: 0.7252
Epoch 53/150
615/615 [==============================] - 0s 136us/step - loss: 0.5599 - accuracy: 0.7285
Epoch 54/150
615/615 [==============================] - 0s 141us/step - loss: 0.5633 - accuracy: 0.7138
Epoch 55/150
615/615 [==============================] - 0s 135us/step - loss: 0.5595 - accuracy: 0.7220
Epoch 56/150
615/615 [==============================] - 0s 141us/step - loss: 0.5539 - accuracy: 0.73500s - loss: 0.5624 - accuracy: 0.72
Epoch 57/150
615/615 [==============================] - 0s 135us/step - loss: 0.5557 - accuracy: 0.7268
Epoch 58/150
615/615 [==============================] - 0s 144us/step - loss: 0.5568 - accuracy: 0.7301
Epoch 59/150
615/615 [==============================] - 0s 146us/step - loss: 0.5656 - accuracy: 0.7285
Epoch 60/150
615/615 [==============================] - 0s 154us/step - loss: 0.5534 - accuracy: 0.7350
Epoch 61/150
615/615 [==============================] - 0s 146us/step - loss: 0.5613 - accuracy: 0.7187
Epoch 62/150
615/615 [==============================] - 0s 135us/step - loss: 0.5707 - accuracy: 0.7122
Epoch 63/150
615/615 [==============================] - 0s 135us/step - loss: 0.5646 - accuracy: 0.7236
Epoch 64/150
615/615 [==============================] - 0s 139us/step - loss: 0.5544 - accuracy: 0.7333
Epoch 65/150
615/615 [==============================] - 0s 143us/step - loss: 0.5518 - accuracy: 0.7285
Epoch 66/150
615/615 [==============================] - 0s 136us/step - loss: 0.5510 - accuracy: 0.7366
Epoch 67/150
615/615 [==============================] - 0s 136us/step - loss: 0.5491 - accuracy: 0.7236
Epoch 68/150
615/615 [==============================] - 0s 125us/step - loss: 0.5485 - accuracy: 0.7301
Epoch 69/150
615/615 [==============================] - 0s 131us/step - loss: 0.5511 - accuracy: 0.7350
Epoch 70/150
615/615 [==============================] - 0s 136us/step - loss: 0.5486 - accuracy: 0.7236
Epoch 71/150
615/615 [==============================] - 0s 139us/step - loss: 0.5477 - accuracy: 0.7350
Epoch 72/150
615/615 [==============================] - 0s 154us/step - loss: 0.5510 - accuracy: 0.7463
Epoch 73/150
615/615 [==============================] - 0s 152us/step - loss: 0.5657 - accuracy: 0.7089
Epoch 74/150
615/615 [==============================] - 0s 138us/step - loss: 0.5516 - accuracy: 0.7317
Epoch 75/150
615/615 [==============================] - 0s 151us/step - loss: 0.5453 - accuracy: 0.7382
Epoch 76/150
615/615 [==============================] - 0s 152us/step - loss: 0.5559 - accuracy: 0.7203
Epoch 77/150
615/615 [==============================] - 0s 156us/step - loss: 0.5454 - accuracy: 0.7431
Epoch 78/150
615/615 [==============================] - 0s 159us/step - loss: 0.5512 - accuracy: 0.7187
Epoch 79/150
615/615 [==============================] - 0s 154us/step - loss: 0.5413 - accuracy: 0.7317
Epoch 80/150
615/615 [==============================] - 0s 152us/step - loss: 0.5455 - accuracy: 0.7252
Epoch 81/150
615/615 [==============================] - 0s 161us/step - loss: 0.5493 - accuracy: 0.7301
Epoch 82/150
615/615 [==============================] - 0s 152us/step - loss: 0.5450 - accuracy: 0.7333
Epoch 83/150
615/615 [==============================] - 0s 146us/step - loss: 0.5529 - accuracy: 0.7301
Epoch 84/150
615/615 [==============================] - 0s 139us/step - loss: 0.5465 - accuracy: 0.7398
Epoch 85/150
615/615 [==============================] - 0s 139us/step - loss: 0.5450 - accuracy: 0.7366
Epoch 86/150
615/615 [==============================] - 0s 143us/step - loss: 0.5488 - accuracy: 0.7431
Epoch 87/150
615/615 [==============================] - 0s 136us/step - loss: 0.5391 - accuracy: 0.7431
Epoch 88/150
615/615 [==============================] - 0s 139us/step - loss: 0.5468 - accuracy: 0.7236
Epoch 89/150
615/615 [==============================] - 0s 136us/step - loss: 0.5411 - accuracy: 0.7415
Epoch 90/150
615/615 [==============================] - 0s 141us/step - loss: 0.5388 - accuracy: 0.7317
Epoch 91/150
615/615 [==============================] - 0s 156us/step - loss: 0.5398 - accuracy: 0.7398
Epoch 92/150
615/615 [==============================] - 0s 151us/step - loss: 0.5395 - accuracy: 0.7447
Epoch 93/150
615/615 [==============================] - 0s 148us/step - loss: 0.5392 - accuracy: 0.7333
Epoch 94/150
615/615 [==============================] - 0s 151us/step - loss: 0.5367 - accuracy: 0.7236
Epoch 95/150
615/615 [==============================] - 0s 151us/step - loss: 0.5466 - accuracy: 0.7496
Epoch 96/150
615/615 [==============================] - 0s 151us/step - loss: 0.5451 - accuracy: 0.7171
Epoch 97/150
615/615 [==============================] - 0s 138us/step - loss: 0.5355 - accuracy: 0.7447
Epoch 98/150
615/615 [==============================] - 0s 170us/step - loss: 0.5392 - accuracy: 0.7398
Epoch 99/150
615/615 [==============================] - 0s 186us/step - loss: 0.5347 - accuracy: 0.7366
Epoch 100/150
615/615 [==============================] - 0s 159us/step - loss: 0.5393 - accuracy: 0.7203
Epoch 101/150
615/615 [==============================] - 0s 138us/step - loss: 0.5345 - accuracy: 0.7577
Epoch 102/150
615/615 [==============================] - 0s 135us/step - loss: 0.5391 - accuracy: 0.7301
Epoch 103/150
615/615 [==============================] - 0s 157us/step - loss: 0.5330 - accuracy: 0.7333
Epoch 104/150
615/615 [==============================] - 0s 180us/step - loss: 0.5393 - accuracy: 0.7415
Epoch 105/150
615/615 [==============================] - 0s 138us/step - loss: 0.5471 - accuracy: 0.7366
Epoch 106/150
615/615 [==============================] - 0s 133us/step - loss: 0.5354 - accuracy: 0.7301
Epoch 107/150
615/615 [==============================] - 0s 135us/step - loss: 0.5397 - accuracy: 0.7496
Epoch 108/150
615/615 [==============================] - 0s 130us/step - loss: 0.5322 - accuracy: 0.7593
Epoch 109/150
615/615 [==============================] - 0s 125us/step - loss: 0.5369 - accuracy: 0.7398
Epoch 110/150
615/615 [==============================] - 0s 126us/step - loss: 0.5466 - accuracy: 0.7382
Epoch 111/150
615/615 [==============================] - 0s 123us/step - loss: 0.5349 - accuracy: 0.7431
Epoch 112/150
615/615 [==============================] - 0s 131us/step - loss: 0.5359 - accuracy: 0.7447
Epoch 113/150
615/615 [==============================] - 0s 131us/step - loss: 0.5281 - accuracy: 0.7382
Epoch 114/150
615/615 [==============================] - 0s 135us/step - loss: 0.5339 - accuracy: 0.7496
Epoch 115/150
615/615 [==============================] - 0s 135us/step - loss: 0.5320 - accuracy: 0.7398
Epoch 116/150
615/615 [==============================] - 0s 144us/step - loss: 0.5291 - accuracy: 0.7415
Epoch 117/150
615/615 [==============================] - 0s 178us/step - loss: 0.5265 - accuracy: 0.7382
Epoch 118/150
615/615 [==============================] - 0s 143us/step - loss: 0.5349 - accuracy: 0.7415
Epoch 119/150
615/615 [==============================] - 0s 138us/step - loss: 0.5313 - accuracy: 0.7610
Epoch 120/150
615/615 [==============================] - 0s 139us/step - loss: 0.5293 - accuracy: 0.7398
Epoch 121/150
615/615 [==============================] - 0s 141us/step - loss: 0.5259 - accuracy: 0.7512
Epoch 122/150
615/615 [==============================] - 0s 139us/step - loss: 0.5222 - accuracy: 0.7480
Epoch 123/150
615/615 [==============================] - 0s 139us/step - loss: 0.5334 - accuracy: 0.7431
Epoch 124/150
615/615 [==============================] - 0s 146us/step - loss: 0.5301 - accuracy: 0.7333
Epoch 125/150
615/615 [==============================] - 0s 141us/step - loss: 0.5289 - accuracy: 0.7382
Epoch 126/150
615/615 [==============================] - 0s 143us/step - loss: 0.5247 - accuracy: 0.7593
Epoch 127/150
615/615 [==============================] - 0s 148us/step - loss: 0.5228 - accuracy: 0.75120s - loss: 0.5346 - accuracy: 0.74
Epoch 128/150
615/615 [==============================] - 0s 144us/step - loss: 0.5288 - accuracy: 0.7480
Epoch 129/150
615/615 [==============================] - 0s 144us/step - loss: 0.5319 - accuracy: 0.7398
Epoch 130/150
615/615 [==============================] - 0s 139us/step - loss: 0.5249 - accuracy: 0.7333
Epoch 131/150
615/615 [==============================] - 0s 131us/step - loss: 0.5245 - accuracy: 0.7415
Epoch 132/150
615/615 [==============================] - 0s 131us/step - loss: 0.5251 - accuracy: 0.7431
Epoch 133/150
615/615 [==============================] - 0s 138us/step - loss: 0.5239 - accuracy: 0.7463
Epoch 134/150
615/615 [==============================] - 0s 139us/step - loss: 0.5233 - accuracy: 0.7528
Epoch 135/150
615/615 [==============================] - 0s 143us/step - loss: 0.5283 - accuracy: 0.7480
Epoch 136/150
615/615 [==============================] - 0s 144us/step - loss: 0.5294 - accuracy: 0.7447
Epoch 137/150
615/615 [==============================] - 0s 144us/step - loss: 0.5231 - accuracy: 0.7512
Epoch 138/150
615/615 [==============================] - 0s 143us/step - loss: 0.5187 - accuracy: 0.7545
Epoch 139/150
615/615 [==============================] - 0s 144us/step - loss: 0.5197 - accuracy: 0.7496
Epoch 140/150
615/615 [==============================] - 0s 141us/step - loss: 0.5203 - accuracy: 0.7480
Epoch 141/150
615/615 [==============================] - 0s 144us/step - loss: 0.5305 - accuracy: 0.7382
Epoch 142/150
615/615 [==============================] - 0s 141us/step - loss: 0.5173 - accuracy: 0.7512
Epoch 143/150
615/615 [==============================] - 0s 146us/step - loss: 0.5217 - accuracy: 0.7463
Epoch 144/150
615/615 [==============================] - 0s 143us/step - loss: 0.5272 - accuracy: 0.7398
Epoch 145/150
615/615 [==============================] - 0s 144us/step - loss: 0.5162 - accuracy: 0.7561
Epoch 146/150
615/615 [==============================] - 0s 143us/step - loss: 0.5152 - accuracy: 0.7610
Epoch 147/150
615/615 [==============================] - 0s 139us/step - loss: 0.5296 - accuracy: 0.7593
Epoch 148/150
615/615 [==============================] - 0s 141us/step - loss: 0.5138 - accuracy: 0.7577
Epoch 149/150
615/615 [==============================] - 0s 143us/step - loss: 0.5176 - accuracy: 0.7350
Epoch 150/150
615/615 [==============================] - 0s 143us/step - loss: 0.5240 - accuracy: 0.7528
153/153 [==============================] - 0s 971us/step
0.7252864837646484
In [13]:
# 7 交叉验证
kfold = StratifiedKFold(n_splits=7, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
658/658 [==============================] - 0s 573us/step - loss: 4.1017 - accuracy: 0.3480
Epoch 2/150
658/658 [==============================] - 0s 146us/step - loss: 0.9249 - accuracy: 0.4362
Epoch 3/150
658/658 [==============================] - 0s 153us/step - loss: 0.7240 - accuracy: 0.5608
Epoch 4/150
658/658 [==============================] - 0s 152us/step - loss: 0.6877 - accuracy: 0.6292
Epoch 5/150
658/658 [==============================] - 0s 150us/step - loss: 0.6768 - accuracy: 0.6459
Epoch 6/150
658/658 [==============================] - 0s 149us/step - loss: 0.6691 - accuracy: 0.6535
Epoch 7/150
658/658 [==============================] - 0s 153us/step - loss: 0.6614 - accuracy: 0.6611
Epoch 8/150
658/658 [==============================] - 0s 146us/step - loss: 0.6508 - accuracy: 0.6626
Epoch 9/150
658/658 [==============================] - 0s 139us/step - loss: 0.6454 - accuracy: 0.6641
Epoch 10/150
658/658 [==============================] - 0s 141us/step - loss: 0.6401 - accuracy: 0.6687
Epoch 11/150
658/658 [==============================] - 0s 142us/step - loss: 0.6345 - accuracy: 0.6717
Epoch 12/150
658/658 [==============================] - 0s 144us/step - loss: 0.6309 - accuracy: 0.6869
Epoch 13/150
658/658 [==============================] - 0s 141us/step - loss: 0.6297 - accuracy: 0.6717
Epoch 14/150
658/658 [==============================] - 0s 144us/step - loss: 0.6246 - accuracy: 0.6991
Epoch 15/150
658/658 [==============================] - 0s 142us/step - loss: 0.6189 - accuracy: 0.6900
Epoch 16/150
658/658 [==============================] - 0s 142us/step - loss: 0.6213 - accuracy: 0.6793
Epoch 17/150
658/658 [==============================] - 0s 135us/step - loss: 0.6181 - accuracy: 0.6930
Epoch 18/150
658/658 [==============================] - 0s 133us/step - loss: 0.6137 - accuracy: 0.6991
Epoch 19/150
658/658 [==============================] - 0s 139us/step - loss: 0.6097 - accuracy: 0.7006
Epoch 20/150
658/658 [==============================] - 0s 142us/step - loss: 0.6059 - accuracy: 0.7173
Epoch 21/150
658/658 [==============================] - 0s 141us/step - loss: 0.6015 - accuracy: 0.7295
Epoch 22/150
658/658 [==============================] - 0s 144us/step - loss: 0.5970 - accuracy: 0.7356
Epoch 23/150
658/658 [==============================] - 0s 147us/step - loss: 0.5996 - accuracy: 0.6884
Epoch 24/150
658/658 [==============================] - 0s 150us/step - loss: 0.5950 - accuracy: 0.7143
Epoch 25/150
658/658 [==============================] - 0s 146us/step - loss: 0.5926 - accuracy: 0.7204
Epoch 26/150
658/658 [==============================] - 0s 141us/step - loss: 0.5882 - accuracy: 0.7280
Epoch 27/150
658/658 [==============================] - 0s 165us/step - loss: 0.5879 - accuracy: 0.7173
Epoch 28/150
658/658 [==============================] - 0s 170us/step - loss: 0.5836 - accuracy: 0.7280
Epoch 29/150
658/658 [==============================] - 0s 153us/step - loss: 0.5809 - accuracy: 0.7477
Epoch 30/150
658/658 [==============================] - 0s 149us/step - loss: 0.5802 - accuracy: 0.7280
Epoch 31/150
658/658 [==============================] - 0s 176us/step - loss: 0.5755 - accuracy: 0.7280
Epoch 32/150
658/658 [==============================] - 0s 191us/step - loss: 0.5753 - accuracy: 0.7356
Epoch 33/150
658/658 [==============================] - 0s 173us/step - loss: 0.5718 - accuracy: 0.73710s - loss: 0.5712 - accuracy: 0.73
Epoch 34/150
658/658 [==============================] - 0s 152us/step - loss: 0.5707 - accuracy: 0.7432
Epoch 35/150
658/658 [==============================] - 0s 186us/step - loss: 0.5714 - accuracy: 0.7249
Epoch 36/150
658/658 [==============================] - 0s 186us/step - loss: 0.5678 - accuracy: 0.7280
Epoch 37/150
658/658 [==============================] - 0s 167us/step - loss: 0.5628 - accuracy: 0.7371
Epoch 38/150
658/658 [==============================] - 0s 165us/step - loss: 0.5564 - accuracy: 0.7432
Epoch 39/150
658/658 [==============================] - 0s 150us/step - loss: 0.5602 - accuracy: 0.7538
Epoch 40/150
658/658 [==============================] - 0s 179us/step - loss: 0.5577 - accuracy: 0.7340
Epoch 41/150
658/658 [==============================] - 0s 182us/step - loss: 0.5556 - accuracy: 0.7325
Epoch 42/150
658/658 [==============================] - 0s 185us/step - loss: 0.5533 - accuracy: 0.7462
Epoch 43/150
658/658 [==============================] - 0s 165us/step - loss: 0.5522 - accuracy: 0.7432
Epoch 44/150
658/658 [==============================] - 0s 149us/step - loss: 0.5505 - accuracy: 0.7447
Epoch 45/150
658/658 [==============================] - 0s 176us/step - loss: 0.5492 - accuracy: 0.7219
Epoch 46/150
658/658 [==============================] - 0s 168us/step - loss: 0.5463 - accuracy: 0.7432
Epoch 47/150
658/658 [==============================] - 0s 173us/step - loss: 0.5456 - accuracy: 0.7447
Epoch 48/150
658/658 [==============================] - 0s 150us/step - loss: 0.5493 - accuracy: 0.7401
Epoch 49/150
658/658 [==============================] - 0s 141us/step - loss: 0.5457 - accuracy: 0.7401
Epoch 50/150
658/658 [==============================] - 0s 146us/step - loss: 0.5461 - accuracy: 0.7401
Epoch 51/150
658/658 [==============================] - 0s 149us/step - loss: 0.5435 - accuracy: 0.7447
Epoch 52/150
658/658 [==============================] - 0s 144us/step - loss: 0.5389 - accuracy: 0.7523
Epoch 53/150
658/658 [==============================] - 0s 150us/step - loss: 0.5421 - accuracy: 0.7447
Epoch 54/150
658/658 [==============================] - 0s 138us/step - loss: 0.5364 - accuracy: 0.7356
Epoch 55/150
658/658 [==============================] - 0s 142us/step - loss: 0.5409 - accuracy: 0.7310
Epoch 56/150
658/658 [==============================] - 0s 144us/step - loss: 0.5348 - accuracy: 0.7584
Epoch 57/150
658/658 [==============================] - 0s 179us/step - loss: 0.5264 - accuracy: 0.7584
Epoch 58/150
658/658 [==============================] - 0s 186us/step - loss: 0.5344 - accuracy: 0.7386
Epoch 59/150
658/658 [==============================] - 0s 167us/step - loss: 0.5315 - accuracy: 0.7386
Epoch 60/150
658/658 [==============================] - 0s 150us/step - loss: 0.5236 - accuracy: 0.7584
Epoch 61/150
658/658 [==============================] - 0s 164us/step - loss: 0.5280 - accuracy: 0.7523
Epoch 62/150
658/658 [==============================] - 0s 126us/step - loss: 0.5268 - accuracy: 0.7523
Epoch 63/150
658/658 [==============================] - 0s 127us/step - loss: 0.5220 - accuracy: 0.7660
Epoch 64/150
658/658 [==============================] - 0s 132us/step - loss: 0.5202 - accuracy: 0.7553
Epoch 65/150
658/658 [==============================] - 0s 133us/step - loss: 0.5219 - accuracy: 0.7568
Epoch 66/150
658/658 [==============================] - 0s 130us/step - loss: 0.5270 - accuracy: 0.7538
Epoch 67/150
658/658 [==============================] - 0s 129us/step - loss: 0.5210 - accuracy: 0.7614
Epoch 68/150
658/658 [==============================] - 0s 149us/step - loss: 0.5284 - accuracy: 0.7447
Epoch 69/150
658/658 [==============================] - 0s 167us/step - loss: 0.5201 - accuracy: 0.7477
Epoch 70/150
658/658 [==============================] - 0s 132us/step - loss: 0.5169 - accuracy: 0.7553
Epoch 71/150
658/658 [==============================] - 0s 133us/step - loss: 0.5191 - accuracy: 0.7584
Epoch 72/150
658/658 [==============================] - 0s 136us/step - loss: 0.5155 - accuracy: 0.7675
Epoch 73/150
658/658 [==============================] - 0s 135us/step - loss: 0.5191 - accuracy: 0.7432
Epoch 74/150
658/658 [==============================] - 0s 130us/step - loss: 0.5136 - accuracy: 0.7492
Epoch 75/150
658/658 [==============================] - 0s 130us/step - loss: 0.5120 - accuracy: 0.7599
Epoch 76/150
658/658 [==============================] - 0s 142us/step - loss: 0.5125 - accuracy: 0.7599
Epoch 77/150
658/658 [==============================] - 0s 179us/step - loss: 0.5108 - accuracy: 0.7538
Epoch 78/150
658/658 [==============================] - 0s 176us/step - loss: 0.5148 - accuracy: 0.7568
Epoch 79/150
658/658 [==============================] - 0s 194us/step - loss: 0.5111 - accuracy: 0.7568
Epoch 80/150
658/658 [==============================] - 0s 156us/step - loss: 0.5129 - accuracy: 0.7599
Epoch 81/150
658/658 [==============================] - 0s 155us/step - loss: 0.5090 - accuracy: 0.7705
Epoch 82/150
658/658 [==============================] - 0s 138us/step - loss: 0.5089 - accuracy: 0.7675
Epoch 83/150
658/658 [==============================] - 0s 147us/step - loss: 0.5099 - accuracy: 0.7690
Epoch 84/150
658/658 [==============================] - 0s 146us/step - loss: 0.5073 - accuracy: 0.7508
Epoch 85/150
658/658 [==============================] - 0s 135us/step - loss: 0.5083 - accuracy: 0.7553
Epoch 86/150
658/658 [==============================] - 0s 144us/step - loss: 0.5092 - accuracy: 0.7614
Epoch 87/150
658/658 [==============================] - 0s 177us/step - loss: 0.5147 - accuracy: 0.7553
Epoch 88/150
658/658 [==============================] - 0s 180us/step - loss: 0.5083 - accuracy: 0.7553
Epoch 89/150
658/658 [==============================] - 0s 183us/step - loss: 0.5125 - accuracy: 0.7614
Epoch 90/150
658/658 [==============================] - 0s 144us/step - loss: 0.5028 - accuracy: 0.7568
Epoch 91/150
658/658 [==============================] - 0s 144us/step - loss: 0.5047 - accuracy: 0.7751
Epoch 92/150
658/658 [==============================] - 0s 135us/step - loss: 0.5053 - accuracy: 0.7584
Epoch 93/150
658/658 [==============================] - 0s 139us/step - loss: 0.5006 - accuracy: 0.7705
Epoch 94/150
658/658 [==============================] - 0s 138us/step - loss: 0.5040 - accuracy: 0.7751
Epoch 95/150
658/658 [==============================] - 0s 132us/step - loss: 0.5020 - accuracy: 0.7660
Epoch 96/150
658/658 [==============================] - 0s 141us/step - loss: 0.5006 - accuracy: 0.7644
Epoch 97/150
658/658 [==============================] - 0s 144us/step - loss: 0.5094 - accuracy: 0.7599
Epoch 98/150
658/658 [==============================] - 0s 142us/step - loss: 0.5034 - accuracy: 0.7705
Epoch 99/150
658/658 [==============================] - 0s 141us/step - loss: 0.4964 - accuracy: 0.7568
Epoch 100/150
658/658 [==============================] - 0s 139us/step - loss: 0.5012 - accuracy: 0.7584
Epoch 101/150
658/658 [==============================] - 0s 142us/step - loss: 0.5012 - accuracy: 0.7705
Epoch 102/150
658/658 [==============================] - 0s 141us/step - loss: 0.5019 - accuracy: 0.7675
Epoch 103/150
658/658 [==============================] - 0s 146us/step - loss: 0.4980 - accuracy: 0.7614
Epoch 104/150
658/658 [==============================] - 0s 147us/step - loss: 0.4923 - accuracy: 0.7796
Epoch 105/150
658/658 [==============================] - 0s 142us/step - loss: 0.5018 - accuracy: 0.7675
Epoch 106/150
658/658 [==============================] - 0s 139us/step - loss: 0.4994 - accuracy: 0.7736
Epoch 107/150
658/658 [==============================] - 0s 138us/step - loss: 0.4981 - accuracy: 0.7629
Epoch 108/150
658/658 [==============================] - 0s 142us/step - loss: 0.4978 - accuracy: 0.7660
Epoch 109/150
658/658 [==============================] - 0s 144us/step - loss: 0.4956 - accuracy: 0.7477
Epoch 110/150
658/658 [==============================] - 0s 144us/step - loss: 0.4970 - accuracy: 0.7705
Epoch 111/150
658/658 [==============================] - 0s 146us/step - loss: 0.5030 - accuracy: 0.7644
Epoch 112/150
658/658 [==============================] - 0s 146us/step - loss: 0.4953 - accuracy: 0.7720
Epoch 113/150
658/658 [==============================] - 0s 138us/step - loss: 0.4960 - accuracy: 0.7660
Epoch 114/150
658/658 [==============================] - 0s 129us/step - loss: 0.4988 - accuracy: 0.7584
Epoch 115/150
658/658 [==============================] - 0s 138us/step - loss: 0.4973 - accuracy: 0.7629
Epoch 116/150
658/658 [==============================] - 0s 136us/step - loss: 0.4961 - accuracy: 0.7766
Epoch 117/150
658/658 [==============================] - 0s 139us/step - loss: 0.4965 - accuracy: 0.7599
Epoch 118/150
658/658 [==============================] - 0s 139us/step - loss: 0.4953 - accuracy: 0.7660
Epoch 119/150
658/658 [==============================] - 0s 138us/step - loss: 0.4941 - accuracy: 0.7796
Epoch 120/150
658/658 [==============================] - 0s 144us/step - loss: 0.5003 - accuracy: 0.7553
Epoch 121/150
658/658 [==============================] - 0s 144us/step - loss: 0.4993 - accuracy: 0.7599
Epoch 122/150
658/658 [==============================] - 0s 146us/step - loss: 0.4950 - accuracy: 0.7614
Epoch 123/150
658/658 [==============================] - 0s 150us/step - loss: 0.5008 - accuracy: 0.7538
Epoch 124/150
658/658 [==============================] - 0s 191us/step - loss: 0.4933 - accuracy: 0.7736
Epoch 125/150
658/658 [==============================] - 0s 199us/step - loss: 0.4921 - accuracy: 0.7690
Epoch 126/150
658/658 [==============================] - 0s 132us/step - loss: 0.4923 - accuracy: 0.7751
Epoch 127/150
658/658 [==============================] - 0s 133us/step - loss: 0.4946 - accuracy: 0.7675
Epoch 128/150
658/658 [==============================] - 0s 135us/step - loss: 0.4983 - accuracy: 0.7599
Epoch 129/150
658/658 [==============================] - 0s 155us/step - loss: 0.4887 - accuracy: 0.7660
Epoch 130/150
658/658 [==============================] - 0s 158us/step - loss: 0.4893 - accuracy: 0.7766
Epoch 131/150
658/658 [==============================] - 0s 155us/step - loss: 0.4958 - accuracy: 0.7614
Epoch 132/150
658/658 [==============================] - 0s 173us/step - loss: 0.4869 - accuracy: 0.7751
Epoch 133/150
658/658 [==============================] - 0s 180us/step - loss: 0.4877 - accuracy: 0.7781
Epoch 134/150
658/658 [==============================] - 0s 149us/step - loss: 0.4931 - accuracy: 0.7599
Epoch 135/150
658/658 [==============================] - 0s 139us/step - loss: 0.4926 - accuracy: 0.7736
Epoch 136/150
658/658 [==============================] - 0s 139us/step - loss: 0.4915 - accuracy: 0.7705
Epoch 137/150
658/658 [==============================] - 0s 152us/step - loss: 0.4875 - accuracy: 0.7781
Epoch 138/150
658/658 [==============================] - 0s 139us/step - loss: 0.4890 - accuracy: 0.7766
Epoch 139/150
658/658 [==============================] - 0s 138us/step - loss: 0.4896 - accuracy: 0.7675
Epoch 140/150
658/658 [==============================] - 0s 144us/step - loss: 0.4926 - accuracy: 0.7568
Epoch 141/150
658/658 [==============================] - 0s 146us/step - loss: 0.4875 - accuracy: 0.7675
Epoch 142/150
658/658 [==============================] - 0s 156us/step - loss: 0.4877 - accuracy: 0.7796
Epoch 143/150
658/658 [==============================] - 0s 186us/step - loss: 0.4869 - accuracy: 0.7705
Epoch 144/150
658/658 [==============================] - 0s 162us/step - loss: 0.4844 - accuracy: 0.7812
Epoch 145/150
658/658 [==============================] - 0s 150us/step - loss: 0.4834 - accuracy: 0.7644
Epoch 146/150
658/658 [==============================] - 0s 149us/step - loss: 0.4867 - accuracy: 0.7736
Epoch 147/150
658/658 [==============================] - 0s 135us/step - loss: 0.4854 - accuracy: 0.7629
Epoch 148/150
658/658 [==============================] - 0s 136us/step - loss: 0.4844 - accuracy: 0.7812
Epoch 149/150
658/658 [==============================] - 0s 146us/step - loss: 0.4835 - accuracy: 0.7872
Epoch 150/150
658/658 [==============================] - 0s 141us/step - loss: 0.4866 - accuracy: 0.7675
110/110 [==============================] - 0s 2ms/step
Epoch 1/150
658/658 [==============================] - 0s 550us/step - loss: 5.5107 - accuracy: 0.6201
Epoch 2/150
658/658 [==============================] - 0s 188us/step - loss: 1.0437 - accuracy: 0.5547
Epoch 3/150
658/658 [==============================] - 0s 150us/step - loss: 0.9139 - accuracy: 0.5866
Epoch 4/150
658/658 [==============================] - 0s 136us/step - loss: 0.8300 - accuracy: 0.5821
Epoch 5/150
658/658 [==============================] - 0s 135us/step - loss: 0.8049 - accuracy: 0.5927
Epoch 6/150
658/658 [==============================] - 0s 135us/step - loss: 0.7604 - accuracy: 0.6277
Epoch 7/150
658/658 [==============================] - 0s 136us/step - loss: 0.7529 - accuracy: 0.5988
Epoch 8/150
658/658 [==============================] - 0s 133us/step - loss: 0.7454 - accuracy: 0.6064
Epoch 9/150
658/658 [==============================] - 0s 135us/step - loss: 0.7183 - accuracy: 0.6079
Epoch 10/150
658/658 [==============================] - 0s 144us/step - loss: 0.6959 - accuracy: 0.6246
Epoch 11/150
658/658 [==============================] - 0s 180us/step - loss: 0.6819 - accuracy: 0.6520
Epoch 12/150
658/658 [==============================] - 0s 138us/step - loss: 0.6849 - accuracy: 0.6505
Epoch 13/150
658/658 [==============================] - 0s 132us/step - loss: 0.6658 - accuracy: 0.6383
Epoch 14/150
658/658 [==============================] - 0s 135us/step - loss: 0.6547 - accuracy: 0.6505
Epoch 15/150
658/658 [==============================] - 0s 132us/step - loss: 0.6542 - accuracy: 0.6581
Epoch 16/150
658/658 [==============================] - 0s 136us/step - loss: 0.6542 - accuracy: 0.6763
Epoch 17/150
658/658 [==============================] - 0s 138us/step - loss: 0.6424 - accuracy: 0.6626
Epoch 18/150
658/658 [==============================] - 0s 124us/step - loss: 0.6336 - accuracy: 0.6565
Epoch 19/150
658/658 [==============================] - 0s 124us/step - loss: 0.6465 - accuracy: 0.6505
Epoch 20/150
658/658 [==============================] - 0s 127us/step - loss: 0.6353 - accuracy: 0.6717
Epoch 21/150
658/658 [==============================] - 0s 136us/step - loss: 0.6077 - accuracy: 0.6869
Epoch 22/150
658/658 [==============================] - 0s 141us/step - loss: 0.6078 - accuracy: 0.6763
Epoch 23/150
658/658 [==============================] - 0s 138us/step - loss: 0.6297 - accuracy: 0.6581
Epoch 24/150
658/658 [==============================] - 0s 141us/step - loss: 0.6214 - accuracy: 0.6596
Epoch 25/150
658/658 [==============================] - 0s 142us/step - loss: 0.6130 - accuracy: 0.6930
Epoch 26/150
658/658 [==============================] - 0s 139us/step - loss: 0.6046 - accuracy: 0.6748
Epoch 27/150
658/658 [==============================] - 0s 136us/step - loss: 0.6176 - accuracy: 0.6869
Epoch 28/150
658/658 [==============================] - 0s 139us/step - loss: 0.5940 - accuracy: 0.6809
Epoch 29/150
658/658 [==============================] - 0s 139us/step - loss: 0.5890 - accuracy: 0.6945
Epoch 30/150
658/658 [==============================] - 0s 139us/step - loss: 0.6054 - accuracy: 0.6869
Epoch 31/150
658/658 [==============================] - 0s 139us/step - loss: 0.5963 - accuracy: 0.6884
Epoch 32/150
658/658 [==============================] - 0s 139us/step - loss: 0.5988 - accuracy: 0.6991
Epoch 33/150
658/658 [==============================] - 0s 142us/step - loss: 0.6037 - accuracy: 0.6869
Epoch 34/150
658/658 [==============================] - 0s 139us/step - loss: 0.5919 - accuracy: 0.6884
Epoch 35/150
658/658 [==============================] - 0s 186us/step - loss: 0.5950 - accuracy: 0.6884
Epoch 36/150
658/658 [==============================] - 0s 194us/step - loss: 0.5965 - accuracy: 0.6976
Epoch 37/150
658/658 [==============================] - 0s 177us/step - loss: 0.5911 - accuracy: 0.6824
Epoch 38/150
658/658 [==============================] - 0s 135us/step - loss: 0.6102 - accuracy: 0.6869
Epoch 39/150
658/658 [==============================] - 0s 129us/step - loss: 0.5847 - accuracy: 0.7036
Epoch 40/150
658/658 [==============================] - 0s 171us/step - loss: 0.5868 - accuracy: 0.6717
Epoch 41/150
658/658 [==============================] - 0s 188us/step - loss: 0.5827 - accuracy: 0.6960
Epoch 42/150
658/658 [==============================] - 0s 158us/step - loss: 0.5789 - accuracy: 0.7112
Epoch 43/150
658/658 [==============================] - 0s 144us/step - loss: 0.5724 - accuracy: 0.6976
Epoch 44/150
658/658 [==============================] - 0s 141us/step - loss: 0.5730 - accuracy: 0.7006
Epoch 45/150
658/658 [==============================] - 0s 142us/step - loss: 0.5790 - accuracy: 0.7036
Epoch 46/150
658/658 [==============================] - 0s 138us/step - loss: 0.5793 - accuracy: 0.7036
Epoch 47/150
658/658 [==============================] - 0s 141us/step - loss: 0.5809 - accuracy: 0.7006
Epoch 48/150
658/658 [==============================] - 0s 141us/step - loss: 0.5740 - accuracy: 0.7067
Epoch 49/150
658/658 [==============================] - 0s 141us/step - loss: 0.5755 - accuracy: 0.7021
Epoch 50/150
658/658 [==============================] - 0s 142us/step - loss: 0.5862 - accuracy: 0.7036
Epoch 51/150
658/658 [==============================] - 0s 139us/step - loss: 0.5653 - accuracy: 0.7082
Epoch 52/150
658/658 [==============================] - 0s 189us/step - loss: 0.5648 - accuracy: 0.7234
Epoch 53/150
658/658 [==============================] - 0s 183us/step - loss: 0.5750 - accuracy: 0.6976
Epoch 54/150
658/658 [==============================] - 0s 226us/step - loss: 0.5678 - accuracy: 0.7036
Epoch 55/150
658/658 [==============================] - 0s 208us/step - loss: 0.5663 - accuracy: 0.7143
Epoch 56/150
658/658 [==============================] - 0s 192us/step - loss: 0.5825 - accuracy: 0.7067
Epoch 57/150
658/658 [==============================] - 0s 176us/step - loss: 0.5633 - accuracy: 0.6991
Epoch 58/150
658/658 [==============================] - 0s 130us/step - loss: 0.5762 - accuracy: 0.7112
Epoch 59/150
658/658 [==============================] - 0s 139us/step - loss: 0.5538 - accuracy: 0.7249
Epoch 60/150
658/658 [==============================] - 0s 174us/step - loss: 0.5582 - accuracy: 0.7234
Epoch 61/150
658/658 [==============================] - 0s 176us/step - loss: 0.5571 - accuracy: 0.7112
Epoch 62/150
658/658 [==============================] - 0s 171us/step - loss: 0.5557 - accuracy: 0.7188
Epoch 63/150
658/658 [==============================] - 0s 164us/step - loss: 0.5626 - accuracy: 0.7158
Epoch 64/150
658/658 [==============================] - 0s 153us/step - loss: 0.5553 - accuracy: 0.7204
Epoch 65/150
658/658 [==============================] - 0s 164us/step - loss: 0.5712 - accuracy: 0.7021
Epoch 66/150
658/658 [==============================] - 0s 142us/step - loss: 0.5613 - accuracy: 0.7067
Epoch 67/150
658/658 [==============================] - 0s 141us/step - loss: 0.5796 - accuracy: 0.7021
Epoch 68/150
658/658 [==============================] - 0s 139us/step - loss: 0.5501 - accuracy: 0.7158
Epoch 69/150
658/658 [==============================] - 0s 142us/step - loss: 0.5589 - accuracy: 0.7173
Epoch 70/150
658/658 [==============================] - 0s 142us/step - loss: 0.5594 - accuracy: 0.7204
Epoch 71/150
658/658 [==============================] - 0s 141us/step - loss: 0.5533 - accuracy: 0.6991
Epoch 72/150
658/658 [==============================] - 0s 139us/step - loss: 0.5520 - accuracy: 0.7204
Epoch 73/150
658/658 [==============================] - 0s 142us/step - loss: 0.5692 - accuracy: 0.7112
Epoch 74/150
658/658 [==============================] - 0s 141us/step - loss: 0.5490 - accuracy: 0.7234
Epoch 75/150
658/658 [==============================] - 0s 144us/step - loss: 0.5455 - accuracy: 0.7249
Epoch 76/150
658/658 [==============================] - 0s 130us/step - loss: 0.5608 - accuracy: 0.7188
Epoch 77/150
658/658 [==============================] - ETA: 0s - loss: 0.5622 - accuracy: 0.71 - 0s 132us/step - loss: 0.5584 - accuracy: 0.7128
Epoch 78/150
658/658 [==============================] - 0s 141us/step - loss: 0.5538 - accuracy: 0.7082
Epoch 79/150
658/658 [==============================] - 0s 194us/step - loss: 0.5508 - accuracy: 0.7143
Epoch 80/150
658/658 [==============================] - 0s 171us/step - loss: 0.5425 - accuracy: 0.7416
Epoch 81/150
658/658 [==============================] - 0s 147us/step - loss: 0.5430 - accuracy: 0.7432
Epoch 82/150
658/658 [==============================] - 0s 152us/step - loss: 0.5464 - accuracy: 0.7310
Epoch 83/150
658/658 [==============================] - 0s 177us/step - loss: 0.5504 - accuracy: 0.7234
Epoch 84/150
658/658 [==============================] - 0s 188us/step - loss: 0.5439 - accuracy: 0.7264
Epoch 85/150
658/658 [==============================] - 0s 167us/step - loss: 0.5592 - accuracy: 0.7234
Epoch 86/150
658/658 [==============================] - 0s 147us/step - loss: 0.5475 - accuracy: 0.7036
Epoch 87/150
658/658 [==============================] - 0s 149us/step - loss: 0.5422 - accuracy: 0.7280
Epoch 88/150
658/658 [==============================] - 0s 147us/step - loss: 0.5450 - accuracy: 0.7234
Epoch 89/150
658/658 [==============================] - 0s 149us/step - loss: 0.5532 - accuracy: 0.7310
Epoch 90/150
658/658 [==============================] - 0s 185us/step - loss: 0.5423 - accuracy: 0.7158
Epoch 91/150
658/658 [==============================] - 0s 155us/step - loss: 0.5398 - accuracy: 0.7325
Epoch 92/150
658/658 [==============================] - 0s 150us/step - loss: 0.5484 - accuracy: 0.7325
Epoch 93/150
658/658 [==============================] - 0s 182us/step - loss: 0.5364 - accuracy: 0.7432
Epoch 94/150
658/658 [==============================] - 0s 194us/step - loss: 0.5378 - accuracy: 0.7386
Epoch 95/150
658/658 [==============================] - 0s 183us/step - loss: 0.5372 - accuracy: 0.7173
Epoch 96/150
658/658 [==============================] - 0s 192us/step - loss: 0.5501 - accuracy: 0.7340
Epoch 97/150
658/658 [==============================] - 0s 180us/step - loss: 0.5403 - accuracy: 0.7264
Epoch 98/150
658/658 [==============================] - 0s 192us/step - loss: 0.5440 - accuracy: 0.7204
Epoch 99/150
658/658 [==============================] - 0s 194us/step - loss: 0.5384 - accuracy: 0.7249
Epoch 100/150
658/658 [==============================] - 0s 170us/step - loss: 0.5382 - accuracy: 0.7462
Epoch 101/150
658/658 [==============================] - 0s 161us/step - loss: 0.5369 - accuracy: 0.7356
Epoch 102/150
658/658 [==============================] - 0s 176us/step - loss: 0.5365 - accuracy: 0.7219
Epoch 103/150
658/658 [==============================] - 0s 155us/step - loss: 0.5333 - accuracy: 0.7371
Epoch 104/150
658/658 [==============================] - 0s 170us/step - loss: 0.5466 - accuracy: 0.7219
Epoch 105/150
658/658 [==============================] - 0s 185us/step - loss: 0.5415 - accuracy: 0.7447
Epoch 106/150
658/658 [==============================] - 0s 183us/step - loss: 0.5412 - accuracy: 0.7280
Epoch 107/150
658/658 [==============================] - 0s 165us/step - loss: 0.5350 - accuracy: 0.7249
Epoch 108/150
658/658 [==============================] - 0s 182us/step - loss: 0.5225 - accuracy: 0.7492
Epoch 109/150
658/658 [==============================] - 0s 146us/step - loss: 0.5298 - accuracy: 0.7310
Epoch 110/150
658/658 [==============================] - 0s 135us/step - loss: 0.5276 - accuracy: 0.7477
Epoch 111/150
658/658 [==============================] - 0s 136us/step - loss: 0.5321 - accuracy: 0.7310
Epoch 112/150
658/658 [==============================] - 0s 147us/step - loss: 0.5278 - accuracy: 0.7432
Epoch 113/150
658/658 [==============================] - 0s 158us/step - loss: 0.5221 - accuracy: 0.7386
Epoch 114/150
658/658 [==============================] - 0s 194us/step - loss: 0.5230 - accuracy: 0.7553
Epoch 115/150
658/658 [==============================] - 0s 144us/step - loss: 0.5211 - accuracy: 0.7386
Epoch 116/150
658/658 [==============================] - 0s 150us/step - loss: 0.5312 - accuracy: 0.7508
Epoch 117/150
658/658 [==============================] - 0s 186us/step - loss: 0.5243 - accuracy: 0.7371
Epoch 118/150
658/658 [==============================] - 0s 186us/step - loss: 0.5244 - accuracy: 0.7416
Epoch 119/150
658/658 [==============================] - 0s 152us/step - loss: 0.5346 - accuracy: 0.7310
Epoch 120/150
658/658 [==============================] - 0s 141us/step - loss: 0.5292 - accuracy: 0.7371
Epoch 121/150
658/658 [==============================] - 0s 138us/step - loss: 0.5224 - accuracy: 0.7447
Epoch 122/150
658/658 [==============================] - 0s 138us/step - loss: 0.5226 - accuracy: 0.7492
Epoch 123/150
658/658 [==============================] - 0s 141us/step - loss: 0.5114 - accuracy: 0.7523
Epoch 124/150
658/658 [==============================] - 0s 138us/step - loss: 0.5350 - accuracy: 0.7325
Epoch 125/150
658/658 [==============================] - 0s 168us/step - loss: 0.5178 - accuracy: 0.7477
Epoch 126/150
658/658 [==============================] - 0s 186us/step - loss: 0.5172 - accuracy: 0.7447
Epoch 127/150
658/658 [==============================] - 0s 192us/step - loss: 0.5207 - accuracy: 0.7523
Epoch 128/150
658/658 [==============================] - 0s 156us/step - loss: 0.5204 - accuracy: 0.7447
Epoch 129/150
658/658 [==============================] - 0s 144us/step - loss: 0.5229 - accuracy: 0.7508
Epoch 130/150
658/658 [==============================] - 0s 136us/step - loss: 0.5270 - accuracy: 0.7584
Epoch 131/150
658/658 [==============================] - 0s 133us/step - loss: 0.5182 - accuracy: 0.7462
Epoch 132/150
658/658 [==============================] - 0s 135us/step - loss: 0.5209 - accuracy: 0.7523
Epoch 133/150
658/658 [==============================] - 0s 141us/step - loss: 0.5214 - accuracy: 0.7432
Epoch 134/150
658/658 [==============================] - 0s 141us/step - loss: 0.5134 - accuracy: 0.7492
Epoch 135/150
658/658 [==============================] - 0s 138us/step - loss: 0.5183 - accuracy: 0.7447
Epoch 136/150
658/658 [==============================] - 0s 156us/step - loss: 0.5239 - accuracy: 0.7584
Epoch 137/150
658/658 [==============================] - 0s 192us/step - loss: 0.5134 - accuracy: 0.7553
Epoch 138/150
658/658 [==============================] - 0s 141us/step - loss: 0.5116 - accuracy: 0.7614
Epoch 139/150
658/658 [==============================] - 0s 139us/step - loss: 0.5270 - accuracy: 0.7492
Epoch 140/150
658/658 [==============================] - 0s 139us/step - loss: 0.5128 - accuracy: 0.7508
Epoch 141/150
658/658 [==============================] - 0s 144us/step - loss: 0.5184 - accuracy: 0.7553
Epoch 142/150
658/658 [==============================] - 0s 141us/step - loss: 0.5192 - accuracy: 0.7416
Epoch 143/150
658/658 [==============================] - 0s 138us/step - loss: 0.5257 - accuracy: 0.7371
Epoch 144/150
658/658 [==============================] - 0s 141us/step - loss: 0.5157 - accuracy: 0.7508
Epoch 145/150
658/658 [==============================] - 0s 142us/step - loss: 0.5107 - accuracy: 0.7462
Epoch 146/150
658/658 [==============================] - 0s 139us/step - loss: 0.5135 - accuracy: 0.7553
Epoch 147/150
658/658 [==============================] - 0s 141us/step - loss: 0.5043 - accuracy: 0.7568
Epoch 148/150
658/658 [==============================] - 0s 141us/step - loss: 0.5077 - accuracy: 0.7492
Epoch 149/150
658/658 [==============================] - 0s 153us/step - loss: 0.5099 - accuracy: 0.7492
Epoch 150/150
658/658 [==============================] - 0s 170us/step - loss: 0.5170 - accuracy: 0.7477
110/110 [==============================] - 0s 2ms/step
Epoch 1/150
658/658 [==============================] - 0s 574us/step - loss: 16.8350 - accuracy: 0.4894
Epoch 2/150
658/658 [==============================] - 0s 152us/step - loss: 4.1707 - accuracy: 0.6231
Epoch 3/150
658/658 [==============================] - 0s 144us/step - loss: 1.9774 - accuracy: 0.6459
Epoch 4/150
658/658 [==============================] - 0s 144us/step - loss: 1.2492 - accuracy: 0.6459
Epoch 5/150
658/658 [==============================] - 0s 146us/step - loss: 0.9656 - accuracy: 0.6474
Epoch 6/150
658/658 [==============================] - 0s 142us/step - loss: 0.8862 - accuracy: 0.6383
Epoch 7/150
658/658 [==============================] - 0s 141us/step - loss: 0.7816 - accuracy: 0.6398
Epoch 8/150
658/658 [==============================] - 0s 142us/step - loss: 0.7155 - accuracy: 0.6429
Epoch 9/150
658/658 [==============================] - 0s 147us/step - loss: 0.6900 - accuracy: 0.6657
Epoch 10/150
658/658 [==============================] - 0s 165us/step - loss: 0.6916 - accuracy: 0.6505
Epoch 11/150
658/658 [==============================] - 0s 168us/step - loss: 0.6591 - accuracy: 0.6611
Epoch 12/150
658/658 [==============================] - 0s 174us/step - loss: 0.6529 - accuracy: 0.6489
Epoch 13/150
658/658 [==============================] - 0s 150us/step - loss: 0.6389 - accuracy: 0.6702
Epoch 14/150
658/658 [==============================] - 0s 129us/step - loss: 0.6321 - accuracy: 0.6641
Epoch 15/150
658/658 [==============================] - 0s 130us/step - loss: 0.6310 - accuracy: 0.6702
Epoch 16/150
658/658 [==============================] - 0s 150us/step - loss: 0.6345 - accuracy: 0.6581
Epoch 17/150
658/658 [==============================] - 0s 141us/step - loss: 0.6200 - accuracy: 0.6596
Epoch 18/150
658/658 [==============================] - 0s 135us/step - loss: 0.6253 - accuracy: 0.6778
Epoch 19/150
658/658 [==============================] - 0s 136us/step - loss: 0.6325 - accuracy: 0.6672
Epoch 20/150
658/658 [==============================] - 0s 138us/step - loss: 0.6195 - accuracy: 0.6611
Epoch 21/150
658/658 [==============================] - 0s 141us/step - loss: 0.6091 - accuracy: 0.6733
Epoch 22/150
658/658 [==============================] - 0s 138us/step - loss: 0.6070 - accuracy: 0.6702
Epoch 23/150
658/658 [==============================] - 0s 159us/step - loss: 0.6334 - accuracy: 0.6565
Epoch 24/150
658/658 [==============================] - 0s 189us/step - loss: 0.6178 - accuracy: 0.6702
Epoch 25/150
658/658 [==============================] - 0s 173us/step - loss: 0.6182 - accuracy: 0.6657
Epoch 26/150
658/658 [==============================] - 0s 141us/step - loss: 0.6074 - accuracy: 0.6778
Epoch 27/150
658/658 [==============================] - 0s 146us/step - loss: 0.6055 - accuracy: 0.6748
Epoch 28/150
658/658 [==============================] - 0s 139us/step - loss: 0.5977 - accuracy: 0.6763
Epoch 29/150
658/658 [==============================] - 0s 183us/step - loss: 0.5948 - accuracy: 0.6930
Epoch 30/150
658/658 [==============================] - 0s 202us/step - loss: 0.5949 - accuracy: 0.6839
Epoch 31/150
658/658 [==============================] - 0s 153us/step - loss: 0.5986 - accuracy: 0.6778
Epoch 32/150
658/658 [==============================] - 0s 174us/step - loss: 0.5968 - accuracy: 0.6717
Epoch 33/150
658/658 [==============================] - 0s 142us/step - loss: 0.6108 - accuracy: 0.6702
Epoch 34/150
658/658 [==============================] - 0s 144us/step - loss: 0.6004 - accuracy: 0.6900
Epoch 35/150
658/658 [==============================] - 0s 133us/step - loss: 0.6162 - accuracy: 0.6687
Epoch 36/150
658/658 [==============================] - 0s 136us/step - loss: 0.5960 - accuracy: 0.6748
Epoch 37/150
658/658 [==============================] - 0s 141us/step - loss: 0.5967 - accuracy: 0.6702
Epoch 38/150
658/658 [==============================] - 0s 136us/step - loss: 0.5886 - accuracy: 0.6793
Epoch 39/150
658/658 [==============================] - 0s 136us/step - loss: 0.5949 - accuracy: 0.6854
Epoch 40/150
658/658 [==============================] - 0s 139us/step - loss: 0.6025 - accuracy: 0.6702
Epoch 41/150
658/658 [==============================] - 0s 136us/step - loss: 0.6025 - accuracy: 0.6641
Epoch 42/150
658/658 [==============================] - 0s 141us/step - loss: 0.5998 - accuracy: 0.6717
Epoch 43/150
658/658 [==============================] - 0s 186us/step - loss: 0.5900 - accuracy: 0.6809
Epoch 44/150
658/658 [==============================] - 0s 183us/step - loss: 0.5911 - accuracy: 0.6763
Epoch 45/150
658/658 [==============================] - 0s 183us/step - loss: 0.5866 - accuracy: 0.6839
Epoch 46/150
658/658 [==============================] - 0s 173us/step - loss: 0.5848 - accuracy: 0.6884
Epoch 47/150
658/658 [==============================] - 0s 153us/step - loss: 0.5855 - accuracy: 0.6793
Epoch 48/150
658/658 [==============================] - 0s 139us/step - loss: 0.5898 - accuracy: 0.6733
Epoch 49/150
658/658 [==============================] - 0s 142us/step - loss: 0.5816 - accuracy: 0.6733
Epoch 50/150
658/658 [==============================] - 0s 138us/step - loss: 0.5911 - accuracy: 0.6900
Epoch 51/150
658/658 [==============================] - 0s 136us/step - loss: 0.5853 - accuracy: 0.6839
Epoch 52/150
658/658 [==============================] - 0s 135us/step - loss: 0.6036 - accuracy: 0.6869
Epoch 53/150
658/658 [==============================] - 0s 127us/step - loss: 0.6146 - accuracy: 0.6748
Epoch 54/150
658/658 [==============================] - 0s 129us/step - loss: 0.5856 - accuracy: 0.6839
Epoch 55/150
658/658 [==============================] - 0s 127us/step - loss: 0.5903 - accuracy: 0.6717
Epoch 56/150
658/658 [==============================] - 0s 188us/step - loss: 0.5818 - accuracy: 0.6809
Epoch 57/150
658/658 [==============================] - 0s 177us/step - loss: 0.6115 - accuracy: 0.6702
Epoch 58/150
658/658 [==============================] - 0s 168us/step - loss: 0.5890 - accuracy: 0.6824
Epoch 59/150
658/658 [==============================] - 0s 165us/step - loss: 0.5787 - accuracy: 0.6839
Epoch 60/150
658/658 [==============================] - 0s 177us/step - loss: 0.5880 - accuracy: 0.6793
Epoch 61/150
658/658 [==============================] - 0s 179us/step - loss: 0.5839 - accuracy: 0.6839
Epoch 62/150
658/658 [==============================] - 0s 158us/step - loss: 0.5954 - accuracy: 0.6824
Epoch 63/150
658/658 [==============================] - 0s 165us/step - loss: 0.5875 - accuracy: 0.6717
Epoch 64/150
658/658 [==============================] - 0s 179us/step - loss: 0.5830 - accuracy: 0.6809
Epoch 65/150
658/658 [==============================] - 0s 144us/step - loss: 0.5862 - accuracy: 0.6839
Epoch 66/150
658/658 [==============================] - 0s 144us/step - loss: 0.5966 - accuracy: 0.6611
Epoch 67/150
658/658 [==============================] - 0s 146us/step - loss: 0.6151 - accuracy: 0.6505
Epoch 68/150
658/658 [==============================] - 0s 146us/step - loss: 0.5890 - accuracy: 0.6763
Epoch 69/150
658/658 [==============================] - 0s 144us/step - loss: 0.5859 - accuracy: 0.6793
Epoch 70/150
658/658 [==============================] - 0s 149us/step - loss: 0.6004 - accuracy: 0.6657
Epoch 71/150
658/658 [==============================] - 0s 138us/step - loss: 0.5933 - accuracy: 0.6733
Epoch 72/150
658/658 [==============================] - 0s 142us/step - loss: 0.5925 - accuracy: 0.6717
Epoch 73/150
658/658 [==============================] - 0s 139us/step - loss: 0.5834 - accuracy: 0.6793
Epoch 74/150
658/658 [==============================] - 0s 144us/step - loss: 0.5868 - accuracy: 0.6793
Epoch 75/150
658/658 [==============================] - 0s 152us/step - loss: 0.5865 - accuracy: 0.6717
Epoch 76/150
658/658 [==============================] - 0s 152us/step - loss: 0.5916 - accuracy: 0.6687
Epoch 77/150
658/658 [==============================] - 0s 149us/step - loss: 0.5941 - accuracy: 0.6596
Epoch 78/150
658/658 [==============================] - 0s 150us/step - loss: 0.5867 - accuracy: 0.6763
Epoch 79/150
658/658 [==============================] - 0s 153us/step - loss: 0.5841 - accuracy: 0.6717
Epoch 80/150
658/658 [==============================] - 0s 147us/step - loss: 0.5745 - accuracy: 0.6884
Epoch 81/150
658/658 [==============================] - 0s 142us/step - loss: 0.5771 - accuracy: 0.6733
Epoch 82/150
658/658 [==============================] - 0s 139us/step - loss: 0.5811 - accuracy: 0.6809
Epoch 83/150
658/658 [==============================] - 0s 139us/step - loss: 0.5772 - accuracy: 0.6748
Epoch 84/150
658/658 [==============================] - 0s 142us/step - loss: 0.6108 - accuracy: 0.6733
Epoch 85/150
658/658 [==============================] - 0s 139us/step - loss: 0.5802 - accuracy: 0.6778
Epoch 86/150
658/658 [==============================] - 0s 153us/step - loss: 0.5824 - accuracy: 0.6839
Epoch 87/150
658/658 [==============================] - 0s 149us/step - loss: 0.5717 - accuracy: 0.6839
Epoch 88/150
658/658 [==============================] - 0s 142us/step - loss: 0.5789 - accuracy: 0.6839
Epoch 89/150
658/658 [==============================] - 0s 147us/step - loss: 0.5738 - accuracy: 0.6824
Epoch 90/150
658/658 [==============================] - 0s 139us/step - loss: 0.5764 - accuracy: 0.6869
Epoch 91/150
658/658 [==============================] - 0s 177us/step - loss: 0.5754 - accuracy: 0.6809
Epoch 92/150
658/658 [==============================] - 0s 168us/step - loss: 0.5805 - accuracy: 0.6793
Epoch 93/150
658/658 [==============================] - 0s 192us/step - loss: 0.5775 - accuracy: 0.6702
Epoch 94/150
658/658 [==============================] - 0s 183us/step - loss: 0.5727 - accuracy: 0.6733
Epoch 95/150
658/658 [==============================] - 0s 149us/step - loss: 0.5693 - accuracy: 0.6839
Epoch 96/150
658/658 [==============================] - 0s 147us/step - loss: 0.5779 - accuracy: 0.6824
Epoch 97/150
658/658 [==============================] - 0s 149us/step - loss: 0.5682 - accuracy: 0.6960
Epoch 98/150
658/658 [==============================] - 0s 147us/step - loss: 0.5696 - accuracy: 0.6763
Epoch 99/150
658/658 [==============================] - 0s 144us/step - loss: 0.6059 - accuracy: 0.6687
Epoch 100/150
658/658 [==============================] - 0s 144us/step - loss: 0.5672 - accuracy: 0.6778
Epoch 101/150
658/658 [==============================] - 0s 150us/step - loss: 0.5802 - accuracy: 0.6672
Epoch 102/150
658/658 [==============================] - 0s 142us/step - loss: 0.5731 - accuracy: 0.6900
Epoch 103/150
658/658 [==============================] - 0s 144us/step - loss: 0.5686 - accuracy: 0.6824
Epoch 104/150
658/658 [==============================] - 0s 146us/step - loss: 0.5774 - accuracy: 0.6687
Epoch 105/150
658/658 [==============================] - 0s 146us/step - loss: 0.5830 - accuracy: 0.6733
Epoch 106/150
658/658 [==============================] - 0s 146us/step - loss: 0.5836 - accuracy: 0.6657
Epoch 107/150
658/658 [==============================] - 0s 147us/step - loss: 0.5719 - accuracy: 0.6839
Epoch 108/150
658/658 [==============================] - 0s 144us/step - loss: 0.5703 - accuracy: 0.6839
Epoch 109/150
658/658 [==============================] - 0s 144us/step - loss: 0.5665 - accuracy: 0.6839
Epoch 110/150
658/658 [==============================] - 0s 141us/step - loss: 0.5731 - accuracy: 0.6778
Epoch 111/150
658/658 [==============================] - 0s 138us/step - loss: 0.5876 - accuracy: 0.6778
Epoch 112/150
658/658 [==============================] - 0s 136us/step - loss: 0.5716 - accuracy: 0.6809
Epoch 113/150
658/658 [==============================] - 0s 135us/step - loss: 0.5732 - accuracy: 0.6884
Epoch 114/150
658/658 [==============================] - 0s 147us/step - loss: 0.5846 - accuracy: 0.6778
Epoch 115/150
658/658 [==============================] - 0s 149us/step - loss: 0.5680 - accuracy: 0.6869
Epoch 116/150
658/658 [==============================] - 0s 149us/step - loss: 0.5891 - accuracy: 0.6793
Epoch 117/150
658/658 [==============================] - 0s 156us/step - loss: 0.5651 - accuracy: 0.6976
Epoch 118/150
658/658 [==============================] - 0s 194us/step - loss: 0.5767 - accuracy: 0.6763
Epoch 119/150
658/658 [==============================] - 0s 153us/step - loss: 0.5805 - accuracy: 0.6702
Epoch 120/150
658/658 [==============================] - 0s 153us/step - loss: 0.5584 - accuracy: 0.6915
Epoch 121/150
658/658 [==============================] - 0s 146us/step - loss: 0.5718 - accuracy: 0.6763
Epoch 122/150
658/658 [==============================] - 0s 144us/step - loss: 0.5765 - accuracy: 0.6748
Epoch 123/150
658/658 [==============================] - 0s 156us/step - loss: 0.5709 - accuracy: 0.6793
Epoch 124/150
658/658 [==============================] - 0s 158us/step - loss: 0.5689 - accuracy: 0.6748
Epoch 125/150
658/658 [==============================] - 0s 173us/step - loss: 0.5777 - accuracy: 0.6733
Epoch 126/150
658/658 [==============================] - 0s 150us/step - loss: 0.5658 - accuracy: 0.6884
Epoch 127/150
658/658 [==============================] - 0s 155us/step - loss: 0.6081 - accuracy: 0.6763
Epoch 128/150
658/658 [==============================] - 0s 150us/step - loss: 0.5713 - accuracy: 0.6778
Epoch 129/150
658/658 [==============================] - 0s 147us/step - loss: 0.5643 - accuracy: 0.7188
Epoch 130/150
658/658 [==============================] - 0s 141us/step - loss: 0.5640 - accuracy: 0.7128
Epoch 131/150
658/658 [==============================] - 0s 144us/step - loss: 0.5447 - accuracy: 0.7158
Epoch 132/150
658/658 [==============================] - 0s 142us/step - loss: 0.5845 - accuracy: 0.6976
Epoch 133/150
658/658 [==============================] - 0s 146us/step - loss: 0.5557 - accuracy: 0.7158
Epoch 134/150
658/658 [==============================] - 0s 152us/step - loss: 0.5494 - accuracy: 0.7188
Epoch 135/150
658/658 [==============================] - 0s 177us/step - loss: 0.5600 - accuracy: 0.6991
Epoch 136/150
658/658 [==============================] - 0s 170us/step - loss: 0.5528 - accuracy: 0.7249
Epoch 137/150
658/658 [==============================] - 0s 174us/step - loss: 0.5609 - accuracy: 0.7158
Epoch 138/150
658/658 [==============================] - 0s 189us/step - loss: 0.5552 - accuracy: 0.7173
Epoch 139/150
658/658 [==============================] - 0s 165us/step - loss: 0.5460 - accuracy: 0.7173
Epoch 140/150
658/658 [==============================] - 0s 159us/step - loss: 0.5603 - accuracy: 0.7021
Epoch 141/150
658/658 [==============================] - 0s 149us/step - loss: 0.5493 - accuracy: 0.7295
Epoch 142/150
658/658 [==============================] - 0s 146us/step - loss: 0.5439 - accuracy: 0.7097
Epoch 143/150
658/658 [==============================] - 0s 150us/step - loss: 0.5701 - accuracy: 0.7021
Epoch 144/150
658/658 [==============================] - 0s 162us/step - loss: 0.5399 - accuracy: 0.7401
Epoch 145/150
658/658 [==============================] - 0s 167us/step - loss: 0.5591 - accuracy: 0.7234
Epoch 146/150
658/658 [==============================] - 0s 164us/step - loss: 0.5393 - accuracy: 0.7310
Epoch 147/150
658/658 [==============================] - 0s 168us/step - loss: 0.5433 - accuracy: 0.7340
Epoch 148/150
658/658 [==============================] - 0s 162us/step - loss: 0.5477 - accuracy: 0.7219
Epoch 149/150
658/658 [==============================] - 0s 155us/step - loss: 0.5398 - accuracy: 0.7325
Epoch 150/150
658/658 [==============================] - 0s 153us/step - loss: 0.5582 - accuracy: 0.7097
110/110 [==============================] - 0s 2ms/step
Epoch 1/150
658/658 [==============================] - 0s 600us/step - loss: 14.9856 - accuracy: 0.6505
Epoch 2/150
658/658 [==============================] - 0s 161us/step - loss: 3.3202 - accuracy: 0.5426
Epoch 3/150
658/658 [==============================] - 0s 149us/step - loss: 1.2770 - accuracy: 0.5441
Epoch 4/150
658/658 [==============================] - 0s 142us/step - loss: 0.9511 - accuracy: 0.6094
Epoch 5/150
658/658 [==============================] - 0s 147us/step - loss: 0.8568 - accuracy: 0.6231
Epoch 6/150
658/658 [==============================] - 0s 146us/step - loss: 0.8051 - accuracy: 0.6246
Epoch 7/150
658/658 [==============================] - 0s 147us/step - loss: 0.7589 - accuracy: 0.6383
Epoch 8/150
658/658 [==============================] - 0s 152us/step - loss: 0.7714 - accuracy: 0.6155
Epoch 9/150
658/658 [==============================] - 0s 149us/step - loss: 0.7056 - accuracy: 0.6611
Epoch 10/150
658/658 [==============================] - 0s 147us/step - loss: 0.6807 - accuracy: 0.6535
Epoch 11/150
658/658 [==============================] - 0s 147us/step - loss: 0.6742 - accuracy: 0.6489
Epoch 12/150
658/658 [==============================] - 0s 144us/step - loss: 0.6614 - accuracy: 0.6581
Epoch 13/150
658/658 [==============================] - 0s 146us/step - loss: 0.6633 - accuracy: 0.6581
Epoch 14/150
658/658 [==============================] - 0s 168us/step - loss: 0.6434 - accuracy: 0.6611
Epoch 15/150
658/658 [==============================] - 0s 197us/step - loss: 0.6442 - accuracy: 0.6809
Epoch 16/150
658/658 [==============================] - 0s 182us/step - loss: 0.6449 - accuracy: 0.6778
Epoch 17/150
658/658 [==============================] - 0s 185us/step - loss: 0.6354 - accuracy: 0.6793
Epoch 18/150
658/658 [==============================] - 0s 196us/step - loss: 0.6219 - accuracy: 0.6763
Epoch 19/150
658/658 [==============================] - 0s 179us/step - loss: 0.6191 - accuracy: 0.6839
Epoch 20/150
658/658 [==============================] - 0s 174us/step - loss: 0.6044 - accuracy: 0.7067
Epoch 21/150
658/658 [==============================] - 0s 168us/step - loss: 0.6236 - accuracy: 0.6915
Epoch 22/150
658/658 [==============================] - 0s 147us/step - loss: 0.5937 - accuracy: 0.6945
Epoch 23/150
658/658 [==============================] - 0s 139us/step - loss: 0.5895 - accuracy: 0.7097
Epoch 24/150
658/658 [==============================] - 0s 138us/step - loss: 0.6257 - accuracy: 0.6763
Epoch 25/150
658/658 [==============================] - 0s 155us/step - loss: 0.5988 - accuracy: 0.6976
Epoch 26/150
658/658 [==============================] - 0s 176us/step - loss: 0.5866 - accuracy: 0.6976
Epoch 27/150
658/658 [==============================] - 0s 197us/step - loss: 0.5842 - accuracy: 0.7036
Epoch 28/150
658/658 [==============================] - 0s 197us/step - loss: 0.5782 - accuracy: 0.6991
Epoch 29/150
658/658 [==============================] - 0s 189us/step - loss: 0.5789 - accuracy: 0.7052
Epoch 30/150
658/658 [==============================] - 0s 153us/step - loss: 0.5673 - accuracy: 0.7067
Epoch 31/150
658/658 [==============================] - 0s 126us/step - loss: 0.5869 - accuracy: 0.6991
Epoch 32/150
658/658 [==============================] - 0s 138us/step - loss: 0.5715 - accuracy: 0.7082
Epoch 33/150
658/658 [==============================] - 0s 138us/step - loss: 0.5646 - accuracy: 0.7234
Epoch 34/150
658/658 [==============================] - 0s 138us/step - loss: 0.5559 - accuracy: 0.7188
Epoch 35/150
658/658 [==============================] - 0s 141us/step - loss: 0.5606 - accuracy: 0.7052
Epoch 36/150
658/658 [==============================] - 0s 191us/step - loss: 0.5556 - accuracy: 0.7234
Epoch 37/150
658/658 [==============================] - 0s 165us/step - loss: 0.5595 - accuracy: 0.7112
Epoch 38/150
658/658 [==============================] - 0s 177us/step - loss: 0.5546 - accuracy: 0.7280
Epoch 39/150
658/658 [==============================] - 0s 149us/step - loss: 0.5592 - accuracy: 0.7264
Epoch 40/150
658/658 [==============================] - 0s 142us/step - loss: 0.5655 - accuracy: 0.7158
Epoch 41/150
658/658 [==============================] - 0s 138us/step - loss: 0.5481 - accuracy: 0.7310
Epoch 42/150
658/658 [==============================] - 0s 138us/step - loss: 0.5449 - accuracy: 0.7219
Epoch 43/150
658/658 [==============================] - 0s 141us/step - loss: 0.5474 - accuracy: 0.7143
Epoch 44/150
658/658 [==============================] - 0s 141us/step - loss: 0.5440 - accuracy: 0.7356
Epoch 45/150
658/658 [==============================] - 0s 141us/step - loss: 0.5538 - accuracy: 0.7143
Epoch 46/150
658/658 [==============================] - 0s 152us/step - loss: 0.5493 - accuracy: 0.7128
Epoch 47/150
658/658 [==============================] - 0s 164us/step - loss: 0.5467 - accuracy: 0.7325
Epoch 48/150
658/658 [==============================] - 0s 153us/step - loss: 0.5345 - accuracy: 0.7477
Epoch 49/150
658/658 [==============================] - 0s 127us/step - loss: 0.5373 - accuracy: 0.7325
Epoch 50/150
658/658 [==============================] - 0s 129us/step - loss: 0.5380 - accuracy: 0.7204
Epoch 51/150
658/658 [==============================] - 0s 126us/step - loss: 0.5459 - accuracy: 0.7204
Epoch 52/150
658/658 [==============================] - 0s 138us/step - loss: 0.5514 - accuracy: 0.7280
Epoch 53/150
658/658 [==============================] - 0s 146us/step - loss: 0.5514 - accuracy: 0.7158
Epoch 54/150
658/658 [==============================] - 0s 139us/step - loss: 0.5308 - accuracy: 0.7386
Epoch 55/150
658/658 [==============================] - 0s 141us/step - loss: 0.5357 - accuracy: 0.7477
Epoch 56/150
658/658 [==============================] - 0s 141us/step - loss: 0.5224 - accuracy: 0.7340
Epoch 57/150
658/658 [==============================] - 0s 138us/step - loss: 0.5411 - accuracy: 0.7204
Epoch 58/150
658/658 [==============================] - 0s 141us/step - loss: 0.5307 - accuracy: 0.7356
Epoch 59/150
658/658 [==============================] - 0s 141us/step - loss: 0.5374 - accuracy: 0.7401
Epoch 60/150
658/658 [==============================] - 0s 139us/step - loss: 0.5196 - accuracy: 0.7508
Epoch 61/150
658/658 [==============================] - 0s 139us/step - loss: 0.5330 - accuracy: 0.7492
Epoch 62/150
658/658 [==============================] - 0s 138us/step - loss: 0.5228 - accuracy: 0.7477
Epoch 63/150
658/658 [==============================] - 0s 138us/step - loss: 0.5395 - accuracy: 0.7128
Epoch 64/150
658/658 [==============================] - 0s 139us/step - loss: 0.5287 - accuracy: 0.7386
Epoch 65/150
658/658 [==============================] - 0s 139us/step - loss: 0.5362 - accuracy: 0.7416
Epoch 66/150
658/658 [==============================] - 0s 152us/step - loss: 0.5335 - accuracy: 0.7295
Epoch 67/150
658/658 [==============================] - 0s 139us/step - loss: 0.5245 - accuracy: 0.7523
Epoch 68/150
658/658 [==============================] - 0s 149us/step - loss: 0.5291 - accuracy: 0.7295
Epoch 69/150
658/658 [==============================] - 0s 152us/step - loss: 0.5194 - accuracy: 0.7416
Epoch 70/150
658/658 [==============================] - 0s 141us/step - loss: 0.5233 - accuracy: 0.7538
Epoch 71/150
658/658 [==============================] - 0s 144us/step - loss: 0.5223 - accuracy: 0.7477
Epoch 72/150
658/658 [==============================] - 0s 142us/step - loss: 0.5267 - accuracy: 0.7371
Epoch 73/150
658/658 [==============================] - 0s 155us/step - loss: 0.5166 - accuracy: 0.7553
Epoch 74/150
658/658 [==============================] - 0s 155us/step - loss: 0.5102 - accuracy: 0.7599
Epoch 75/150
658/658 [==============================] - 0s 152us/step - loss: 0.5154 - accuracy: 0.7280
Epoch 76/150
658/658 [==============================] - 0s 155us/step - loss: 0.5115 - accuracy: 0.7462
Epoch 77/150
658/658 [==============================] - 0s 147us/step - loss: 0.5201 - accuracy: 0.7401
Epoch 78/150
658/658 [==============================] - 0s 141us/step - loss: 0.5194 - accuracy: 0.7553
Epoch 79/150
658/658 [==============================] - 0s 152us/step - loss: 0.5310 - accuracy: 0.7310
Epoch 80/150
658/658 [==============================] - 0s 146us/step - loss: 0.5272 - accuracy: 0.7340
Epoch 81/150
658/658 [==============================] - 0s 144us/step - loss: 0.5281 - accuracy: 0.7432
Epoch 82/150
658/658 [==============================] - 0s 142us/step - loss: 0.5098 - accuracy: 0.7340
Epoch 83/150
658/658 [==============================] - 0s 149us/step - loss: 0.5229 - accuracy: 0.7477
Epoch 84/150
658/658 [==============================] - 0s 167us/step - loss: 0.5172 - accuracy: 0.7401
Epoch 85/150
658/658 [==============================] - 0s 158us/step - loss: 0.5018 - accuracy: 0.7492
Epoch 86/150
658/658 [==============================] - 0s 144us/step - loss: 0.5142 - accuracy: 0.7492
Epoch 87/150
658/658 [==============================] - 0s 144us/step - loss: 0.5069 - accuracy: 0.7477
Epoch 88/150
658/658 [==============================] - 0s 144us/step - loss: 0.5141 - accuracy: 0.7553
Epoch 89/150
658/658 [==============================] - 0s 136us/step - loss: 0.5108 - accuracy: 0.7690
Epoch 90/150
658/658 [==============================] - 0s 126us/step - loss: 0.5062 - accuracy: 0.7492
Epoch 91/150
658/658 [==============================] - 0s 129us/step - loss: 0.5046 - accuracy: 0.7568
Epoch 92/150
658/658 [==============================] - 0s 129us/step - loss: 0.5062 - accuracy: 0.7568
Epoch 93/150
658/658 [==============================] - 0s 141us/step - loss: 0.5070 - accuracy: 0.7477
Epoch 94/150
658/658 [==============================] - 0s 141us/step - loss: 0.5028 - accuracy: 0.7538
Epoch 95/150
658/658 [==============================] - 0s 139us/step - loss: 0.5146 - accuracy: 0.7584
Epoch 96/150
658/658 [==============================] - 0s 141us/step - loss: 0.5133 - accuracy: 0.7492
Epoch 97/150
658/658 [==============================] - 0s 142us/step - loss: 0.5221 - accuracy: 0.7538
Epoch 98/150
658/658 [==============================] - 0s 139us/step - loss: 0.4906 - accuracy: 0.7720
Epoch 99/150
658/658 [==============================] - 0s 136us/step - loss: 0.5014 - accuracy: 0.7538
Epoch 100/150
658/658 [==============================] - 0s 136us/step - loss: 0.5002 - accuracy: 0.7432
Epoch 101/150
658/658 [==============================] - 0s 144us/step - loss: 0.4972 - accuracy: 0.7553
Epoch 102/150
658/658 [==============================] - 0s 152us/step - loss: 0.5023 - accuracy: 0.7492
Epoch 103/150
658/658 [==============================] - 0s 177us/step - loss: 0.5069 - accuracy: 0.7599
Epoch 104/150
658/658 [==============================] - 0s 150us/step - loss: 0.4946 - accuracy: 0.7568
Epoch 105/150
658/658 [==============================] - 0s 173us/step - loss: 0.4893 - accuracy: 0.7599
Epoch 106/150
658/658 [==============================] - 0s 168us/step - loss: 0.5125 - accuracy: 0.7538
Epoch 107/150
658/658 [==============================] - 0s 186us/step - loss: 0.4971 - accuracy: 0.7599
Epoch 108/150
658/658 [==============================] - 0s 180us/step - loss: 0.5056 - accuracy: 0.7523
Epoch 109/150
658/658 [==============================] - 0s 132us/step - loss: 0.4878 - accuracy: 0.7720
Epoch 110/150
658/658 [==============================] - 0s 126us/step - loss: 0.5058 - accuracy: 0.7584
Epoch 111/150
658/658 [==============================] - 0s 129us/step - loss: 0.4885 - accuracy: 0.7599
Epoch 112/150
658/658 [==============================] - 0s 129us/step - loss: 0.4858 - accuracy: 0.7690
Epoch 113/150
658/658 [==============================] - 0s 139us/step - loss: 0.4917 - accuracy: 0.7553
Epoch 114/150
658/658 [==============================] - 0s 138us/step - loss: 0.5046 - accuracy: 0.7416
Epoch 115/150
658/658 [==============================] - 0s 139us/step - loss: 0.4938 - accuracy: 0.7553
Epoch 116/150
658/658 [==============================] - 0s 138us/step - loss: 0.5058 - accuracy: 0.7553
Epoch 117/150
658/658 [==============================] - 0s 141us/step - loss: 0.4898 - accuracy: 0.7568
Epoch 118/150
658/658 [==============================] - 0s 138us/step - loss: 0.4881 - accuracy: 0.7568
Epoch 119/150
658/658 [==============================] - 0s 142us/step - loss: 0.4945 - accuracy: 0.7644
Epoch 120/150
658/658 [==============================] - 0s 155us/step - loss: 0.4842 - accuracy: 0.7492
Epoch 121/150
658/658 [==============================] - 0s 153us/step - loss: 0.4943 - accuracy: 0.7660
Epoch 122/150
658/658 [==============================] - 0s 155us/step - loss: 0.4883 - accuracy: 0.7629
Epoch 123/150
658/658 [==============================] - 0s 150us/step - loss: 0.4950 - accuracy: 0.7553
Epoch 124/150
658/658 [==============================] - 0s 144us/step - loss: 0.4876 - accuracy: 0.7827
Epoch 125/150
658/658 [==============================] - 0s 141us/step - loss: 0.4793 - accuracy: 0.7660
Epoch 126/150
658/658 [==============================] - 0s 158us/step - loss: 0.4814 - accuracy: 0.7644
Epoch 127/150
658/658 [==============================] - 0s 159us/step - loss: 0.4813 - accuracy: 0.7720
Epoch 128/150
658/658 [==============================] - 0s 212us/step - loss: 0.4899 - accuracy: 0.7538
Epoch 129/150
658/658 [==============================] - 0s 191us/step - loss: 0.4833 - accuracy: 0.7675
Epoch 130/150
658/658 [==============================] - 0s 152us/step - loss: 0.4893 - accuracy: 0.7553
Epoch 131/150
658/658 [==============================] - 0s 149us/step - loss: 0.4783 - accuracy: 0.7766
Epoch 132/150
658/658 [==============================] - 0s 146us/step - loss: 0.4878 - accuracy: 0.7720
Epoch 133/150
658/658 [==============================] - 0s 149us/step - loss: 0.4925 - accuracy: 0.7599
Epoch 134/150
658/658 [==============================] - 0s 200us/step - loss: 0.4757 - accuracy: 0.7736
Epoch 135/150
658/658 [==============================] - 0s 191us/step - loss: 0.4790 - accuracy: 0.7644
Epoch 136/150
658/658 [==============================] - 0s 146us/step - loss: 0.4839 - accuracy: 0.7705
Epoch 137/150
658/658 [==============================] - 0s 142us/step - loss: 0.4892 - accuracy: 0.78420s - loss: 0.4730 - accuracy: 0.79
Epoch 138/150
658/658 [==============================] - 0s 152us/step - loss: 0.4711 - accuracy: 0.7675
Epoch 139/150
658/658 [==============================] - 0s 152us/step - loss: 0.4727 - accuracy: 0.7675
Epoch 140/150
658/658 [==============================] - 0s 153us/step - loss: 0.4663 - accuracy: 0.7781
Epoch 141/150
658/658 [==============================] - 0s 153us/step - loss: 0.4671 - accuracy: 0.7690
Epoch 142/150
658/658 [==============================] - 0s 149us/step - loss: 0.4668 - accuracy: 0.7766
Epoch 143/150
658/658 [==============================] - 0s 142us/step - loss: 0.4847 - accuracy: 0.7766
Epoch 144/150
658/658 [==============================] - 0s 138us/step - loss: 0.4662 - accuracy: 0.7736
Epoch 145/150
658/658 [==============================] - 0s 147us/step - loss: 0.4783 - accuracy: 0.7751
Epoch 146/150
658/658 [==============================] - ETA: 0s - loss: 0.4811 - accuracy: 0.75 - 0s 196us/step - loss: 0.4703 - accuracy: 0.7568
Epoch 147/150
658/658 [==============================] - 0s 176us/step - loss: 0.4664 - accuracy: 0.7842
Epoch 148/150
658/658 [==============================] - 0s 153us/step - loss: 0.4672 - accuracy: 0.7614
Epoch 149/150
658/658 [==============================] - 0s 146us/step - loss: 0.4669 - accuracy: 0.7766
Epoch 150/150
658/658 [==============================] - 0s 142us/step - loss: 0.4754 - accuracy: 0.7614
110/110 [==============================] - 0s 2ms/step
Epoch 1/150
658/658 [==============================] - 0s 600us/step - loss: 3.4402 - accuracy: 0.6459
Epoch 2/150
658/658 [==============================] - 0s 153us/step - loss: 0.7865 - accuracy: 0.5836
Epoch 3/150
658/658 [==============================] - 0s 147us/step - loss: 0.6906 - accuracy: 0.5410
Epoch 4/150
658/658 [==============================] - 0s 149us/step - loss: 0.6723 - accuracy: 0.5578
Epoch 5/150
658/658 [==============================] - 0s 179us/step - loss: 0.6610 - accuracy: 0.5699
Epoch 6/150
658/658 [==============================] - 0s 179us/step - loss: 0.6526 - accuracy: 0.6033
Epoch 7/150
658/658 [==============================] - 0s 159us/step - loss: 0.6419 - accuracy: 0.6505
Epoch 8/150
658/658 [==============================] - 0s 149us/step - loss: 0.6381 - accuracy: 0.6505
Epoch 9/150
658/658 [==============================] - 0s 144us/step - loss: 0.6383 - accuracy: 0.6505
Epoch 10/150
658/658 [==============================] - 0s 139us/step - loss: 0.6294 - accuracy: 0.6505
Epoch 11/150
658/658 [==============================] - 0s 142us/step - loss: 0.6258 - accuracy: 0.6505
Epoch 12/150
658/658 [==============================] - 0s 149us/step - loss: 0.6242 - accuracy: 0.6505
Epoch 13/150
658/658 [==============================] - 0s 156us/step - loss: 0.6218 - accuracy: 0.6505
Epoch 14/150
658/658 [==============================] - 0s 147us/step - loss: 0.6225 - accuracy: 0.6505
Epoch 15/150
658/658 [==============================] - 0s 158us/step - loss: 0.6164 - accuracy: 0.6505
Epoch 16/150
658/658 [==============================] - 0s 191us/step - loss: 0.6124 - accuracy: 0.6505
Epoch 17/150
658/658 [==============================] - 0s 199us/step - loss: 0.6124 - accuracy: 0.6505
Epoch 18/150
658/658 [==============================] - 0s 203us/step - loss: 0.6060 - accuracy: 0.6505
Epoch 19/150
658/658 [==============================] - 0s 202us/step - loss: 0.6008 - accuracy: 0.6505
Epoch 20/150
658/658 [==============================] - 0s 202us/step - loss: 0.5979 - accuracy: 0.6505
Epoch 21/150
658/658 [==============================] - 0s 192us/step - loss: 0.5962 - accuracy: 0.6505
Epoch 22/150
658/658 [==============================] - 0s 189us/step - loss: 0.5944 - accuracy: 0.6505
Epoch 23/150
658/658 [==============================] - 0s 194us/step - loss: 0.5942 - accuracy: 0.6505
Epoch 24/150
658/658 [==============================] - 0s 196us/step - loss: 0.5932 - accuracy: 0.6505
Epoch 25/150
658/658 [==============================] - 0s 170us/step - loss: 0.5907 - accuracy: 0.6505
Epoch 26/150
658/658 [==============================] - 0s 142us/step - loss: 0.5914 - accuracy: 0.6505
Epoch 27/150
658/658 [==============================] - 0s 180us/step - loss: 0.5951 - accuracy: 0.6505
Epoch 28/150
658/658 [==============================] - 0s 205us/step - loss: 0.5920 - accuracy: 0.65050s - loss: 0.5715 - accuracy: 0.
Epoch 29/150
658/658 [==============================] - 0s 200us/step - loss: 0.5980 - accuracy: 0.6505
Epoch 30/150
658/658 [==============================] - 0s 197us/step - loss: 0.5901 - accuracy: 0.6505
Epoch 31/150
658/658 [==============================] - 0s 194us/step - loss: 0.5868 - accuracy: 0.6505
Epoch 32/150
658/658 [==============================] - 0s 199us/step - loss: 0.6002 - accuracy: 0.6505
Epoch 33/150
658/658 [==============================] - 0s 186us/step - loss: 0.6006 - accuracy: 0.6505
Epoch 34/150
658/658 [==============================] - 0s 152us/step - loss: 0.5880 - accuracy: 0.6505
Epoch 35/150
658/658 [==============================] - 0s 153us/step - loss: 0.5886 - accuracy: 0.6505
Epoch 36/150
658/658 [==============================] - 0s 146us/step - loss: 0.5832 - accuracy: 0.6505
Epoch 37/150
658/658 [==============================] - 0s 162us/step - loss: 0.5840 - accuracy: 0.6505
Epoch 38/150
658/658 [==============================] - 0s 164us/step - loss: 0.5851 - accuracy: 0.6505
Epoch 39/150
658/658 [==============================] - 0s 176us/step - loss: 0.5967 - accuracy: 0.6505
Epoch 40/150
658/658 [==============================] - 0s 156us/step - loss: 0.5919 - accuracy: 0.6505
Epoch 41/150
658/658 [==============================] - 0s 164us/step - loss: 0.5869 - accuracy: 0.6505
Epoch 42/150
658/658 [==============================] - 0s 152us/step - loss: 0.5869 - accuracy: 0.6505
Epoch 43/150
658/658 [==============================] - 0s 146us/step - loss: 0.5890 - accuracy: 0.6505
Epoch 44/150
658/658 [==============================] - 0s 159us/step - loss: 0.5861 - accuracy: 0.6505
Epoch 45/150
658/658 [==============================] - 0s 152us/step - loss: 0.5846 - accuracy: 0.6505
Epoch 46/150
658/658 [==============================] - 0s 150us/step - loss: 0.5822 - accuracy: 0.6505
Epoch 47/150
658/658 [==============================] - 0s 149us/step - loss: 0.5856 - accuracy: 0.6505
Epoch 48/150
658/658 [==============================] - 0s 149us/step - loss: 0.5814 - accuracy: 0.6505
Epoch 49/150
658/658 [==============================] - 0s 152us/step - loss: 0.5929 - accuracy: 0.6505
Epoch 50/150
658/658 [==============================] - 0s 147us/step - loss: 0.5798 - accuracy: 0.6505
Epoch 51/150
658/658 [==============================] - 0s 146us/step - loss: 0.5795 - accuracy: 0.6505
Epoch 52/150
658/658 [==============================] - 0s 150us/step - loss: 0.5795 - accuracy: 0.6641
Epoch 53/150
658/658 [==============================] - 0s 147us/step - loss: 0.5800 - accuracy: 0.6778
Epoch 54/150
658/658 [==============================] - 0s 144us/step - loss: 0.5782 - accuracy: 0.7036
Epoch 55/150
658/658 [==============================] - 0s 142us/step - loss: 0.5740 - accuracy: 0.7052
Epoch 56/150
658/658 [==============================] - 0s 150us/step - loss: 0.5858 - accuracy: 0.6869
Epoch 57/150
658/658 [==============================] - 0s 156us/step - loss: 0.5798 - accuracy: 0.6930
Epoch 58/150
658/658 [==============================] - 0s 167us/step - loss: 0.5778 - accuracy: 0.6945
Epoch 59/150
658/658 [==============================] - 0s 164us/step - loss: 0.5770 - accuracy: 0.7006
Epoch 60/150
658/658 [==============================] - 0s 146us/step - loss: 0.5786 - accuracy: 0.6915
Epoch 61/150
658/658 [==============================] - 0s 153us/step - loss: 0.5738 - accuracy: 0.7021
Epoch 62/150
658/658 [==============================] - 0s 142us/step - loss: 0.5722 - accuracy: 0.6945
Epoch 63/150
658/658 [==============================] - 0s 142us/step - loss: 0.5757 - accuracy: 0.7036
Epoch 64/150
658/658 [==============================] - 0s 147us/step - loss: 0.5733 - accuracy: 0.7036
Epoch 65/150
658/658 [==============================] - 0s 149us/step - loss: 0.5798 - accuracy: 0.6900
Epoch 66/150
658/658 [==============================] - 0s 147us/step - loss: 0.5822 - accuracy: 0.6733
Epoch 67/150
658/658 [==============================] - 0s 147us/step - loss: 0.5864 - accuracy: 0.7006
Epoch 68/150
658/658 [==============================] - 0s 152us/step - loss: 0.5812 - accuracy: 0.6854
Epoch 69/150
658/658 [==============================] - 0s 149us/step - loss: 0.5820 - accuracy: 0.7082
Epoch 70/150
658/658 [==============================] - 0s 147us/step - loss: 0.5791 - accuracy: 0.6960
Epoch 71/150
658/658 [==============================] - 0s 147us/step - loss: 0.5712 - accuracy: 0.7067
Epoch 72/150
658/658 [==============================] - 0s 149us/step - loss: 0.5740 - accuracy: 0.7067
Epoch 73/150
658/658 [==============================] - 0s 150us/step - loss: 0.5751 - accuracy: 0.6930
Epoch 74/150
658/658 [==============================] - 0s 144us/step - loss: 0.5699 - accuracy: 0.6976
Epoch 75/150
658/658 [==============================] - 0s 149us/step - loss: 0.5723 - accuracy: 0.6960
Epoch 76/150
658/658 [==============================] - 0s 158us/step - loss: 0.5754 - accuracy: 0.7052
Epoch 77/150
658/658 [==============================] - 0s 168us/step - loss: 0.5734 - accuracy: 0.6991
Epoch 78/150
658/658 [==============================] - 0s 162us/step - loss: 0.5737 - accuracy: 0.6960
Epoch 79/150
658/658 [==============================] - 0s 168us/step - loss: 0.5750 - accuracy: 0.6930
Epoch 80/150
658/658 [==============================] - 0s 146us/step - loss: 0.5689 - accuracy: 0.7052
Epoch 81/150
658/658 [==============================] - 0s 139us/step - loss: 0.5748 - accuracy: 0.6945
Epoch 82/150
658/658 [==============================] - 0s 147us/step - loss: 0.5731 - accuracy: 0.6915
Epoch 83/150
658/658 [==============================] - 0s 150us/step - loss: 0.5717 - accuracy: 0.7052
Epoch 84/150
658/658 [==============================] - 0s 153us/step - loss: 0.5693 - accuracy: 0.6976
Epoch 85/150
658/658 [==============================] - 0s 170us/step - loss: 0.5732 - accuracy: 0.6930
Epoch 86/150
658/658 [==============================] - 0s 170us/step - loss: 0.5674 - accuracy: 0.7006
Epoch 87/150
658/658 [==============================] - 0s 147us/step - loss: 0.5736 - accuracy: 0.6854
Epoch 88/150
658/658 [==============================] - 0s 152us/step - loss: 0.5714 - accuracy: 0.6550
Epoch 89/150
658/658 [==============================] - 0s 155us/step - loss: 0.5781 - accuracy: 0.6930
Epoch 90/150
658/658 [==============================] - 0s 171us/step - loss: 0.5674 - accuracy: 0.6884
Epoch 91/150
658/658 [==============================] - 0s 132us/step - loss: 0.5726 - accuracy: 0.6854
Epoch 92/150
658/658 [==============================] - 0s 149us/step - loss: 0.5767 - accuracy: 0.6976
Epoch 93/150
658/658 [==============================] - 0s 174us/step - loss: 0.5649 - accuracy: 0.6991
Epoch 94/150
658/658 [==============================] - 0s 136us/step - loss: 0.5688 - accuracy: 0.7112
Epoch 95/150
658/658 [==============================] - 0s 214us/step - loss: 0.5686 - accuracy: 0.6960
Epoch 96/150
658/658 [==============================] - 0s 170us/step - loss: 0.5678 - accuracy: 0.6976
Epoch 97/150
658/658 [==============================] - 0s 152us/step - loss: 0.5772 - accuracy: 0.6915
Epoch 98/150
658/658 [==============================] - 0s 152us/step - loss: 0.5768 - accuracy: 0.7006
Epoch 99/150
658/658 [==============================] - 0s 152us/step - loss: 0.5674 - accuracy: 0.7021
Epoch 100/150
658/658 [==============================] - 0s 149us/step - loss: 0.5666 - accuracy: 0.7021
Epoch 101/150
658/658 [==============================] - 0s 153us/step - loss: 0.5654 - accuracy: 0.7006
Epoch 102/150
658/658 [==============================] - 0s 149us/step - loss: 0.5716 - accuracy: 0.7021
Epoch 103/150
658/658 [==============================] - 0s 146us/step - loss: 0.5690 - accuracy: 0.6991
Epoch 104/150
658/658 [==============================] - 0s 146us/step - loss: 0.5694 - accuracy: 0.7067
Epoch 105/150
658/658 [==============================] - 0s 149us/step - loss: 0.5639 - accuracy: 0.7082
Epoch 106/150
658/658 [==============================] - 0s 149us/step - loss: 0.5693 - accuracy: 0.6960
Epoch 107/150
658/658 [==============================] - 0s 149us/step - loss: 0.5705 - accuracy: 0.6991
Epoch 108/150
658/658 [==============================] - 0s 144us/step - loss: 0.5701 - accuracy: 0.6854
Epoch 109/150
658/658 [==============================] - 0s 146us/step - loss: 0.5620 - accuracy: 0.6976
Epoch 110/150
658/658 [==============================] - 0s 159us/step - loss: 0.5691 - accuracy: 0.6976
Epoch 111/150
658/658 [==============================] - 0s 155us/step - loss: 0.5630 - accuracy: 0.7021
Epoch 112/150
658/658 [==============================] - 0s 158us/step - loss: 0.5638 - accuracy: 0.6991
Epoch 113/150
658/658 [==============================] - 0s 146us/step - loss: 0.5607 - accuracy: 0.7097
Epoch 114/150
658/658 [==============================] - 0s 158us/step - loss: 0.5636 - accuracy: 0.7036
Epoch 115/150
658/658 [==============================] - 0s 167us/step - loss: 0.5700 - accuracy: 0.7006
Epoch 116/150
658/658 [==============================] - 0s 167us/step - loss: 0.5643 - accuracy: 0.7021
Epoch 117/150
658/658 [==============================] - 0s 149us/step - loss: 0.5632 - accuracy: 0.6991
Epoch 118/150
658/658 [==============================] - 0s 145us/step - loss: 0.5608 - accuracy: 0.7158
Epoch 119/150
658/658 [==============================] - 0s 141us/step - loss: 0.5746 - accuracy: 0.6809
Epoch 120/150
658/658 [==============================] - 0s 138us/step - loss: 0.5620 - accuracy: 0.7112
Epoch 121/150
658/658 [==============================] - 0s 149us/step - loss: 0.5618 - accuracy: 0.7082
Epoch 122/150
658/658 [==============================] - 0s 144us/step - loss: 0.5629 - accuracy: 0.7143
Epoch 123/150
658/658 [==============================] - 0s 144us/step - loss: 0.5609 - accuracy: 0.7082
Epoch 124/150
658/658 [==============================] - 0s 146us/step - loss: 0.5632 - accuracy: 0.7082
Epoch 125/150
658/658 [==============================] - 0s 145us/step - loss: 0.5636 - accuracy: 0.7112
Epoch 126/150
658/658 [==============================] - 0s 146us/step - loss: 0.5657 - accuracy: 0.7036
Epoch 127/150
658/658 [==============================] - 0s 145us/step - loss: 0.5801 - accuracy: 0.6976
Epoch 128/150
658/658 [==============================] - 0s 142us/step - loss: 0.5610 - accuracy: 0.7006
Epoch 129/150
658/658 [==============================] - 0s 146us/step - loss: 0.5644 - accuracy: 0.7036
Epoch 130/150
658/658 [==============================] - 0s 146us/step - loss: 0.5600 - accuracy: 0.7067
Epoch 131/150
658/658 [==============================] - 0s 152us/step - loss: 0.5644 - accuracy: 0.6991
Epoch 132/150
658/658 [==============================] - 0s 144us/step - loss: 0.5607 - accuracy: 0.7021
Epoch 133/150
658/658 [==============================] - 0s 158us/step - loss: 0.5590 - accuracy: 0.6915
Epoch 134/150
658/658 [==============================] - 0s 152us/step - loss: 0.5611 - accuracy: 0.6915
Epoch 135/150
658/658 [==============================] - 0s 150us/step - loss: 0.5634 - accuracy: 0.7006
Epoch 136/150
658/658 [==============================] - 0s 149us/step - loss: 0.5687 - accuracy: 0.6930
Epoch 137/150
658/658 [==============================] - 0s 144us/step - loss: 0.5723 - accuracy: 0.6869
Epoch 138/150
658/658 [==============================] - 0s 144us/step - loss: 0.5595 - accuracy: 0.7112
Epoch 139/150
658/658 [==============================] - 0s 141us/step - loss: 0.5685 - accuracy: 0.6884
Epoch 140/150
658/658 [==============================] - 0s 142us/step - loss: 0.5572 - accuracy: 0.7219
Epoch 141/150
658/658 [==============================] - 0s 144us/step - loss: 0.5685 - accuracy: 0.6991
Epoch 142/150
658/658 [==============================] - 0s 147us/step - loss: 0.5602 - accuracy: 0.7006
Epoch 143/150
658/658 [==============================] - 0s 150us/step - loss: 0.5643 - accuracy: 0.7067
Epoch 144/150
658/658 [==============================] - 0s 161us/step - loss: 0.5614 - accuracy: 0.7036
Epoch 145/150
658/658 [==============================] - 0s 146us/step - loss: 0.5682 - accuracy: 0.6869
Epoch 146/150
658/658 [==============================] - 0s 165us/step - loss: 0.5614 - accuracy: 0.6945
Epoch 147/150
658/658 [==============================] - 0s 162us/step - loss: 0.5582 - accuracy: 0.7173
Epoch 148/150
658/658 [==============================] - 0s 149us/step - loss: 0.5609 - accuracy: 0.7112
Epoch 149/150
658/658 [==============================] - 0s 158us/step - loss: 0.5533 - accuracy: 0.7158
Epoch 150/150
658/658 [==============================] - 0s 159us/step - loss: 0.5592 - accuracy: 0.6976
110/110 [==============================] - 0s 2ms/step
Epoch 1/150
659/659 [==============================] - 0s 595us/step - loss: 1.1261 - accuracy: 0.6464
Epoch 2/150
659/659 [==============================] - 0s 169us/step - loss: 0.6806 - accuracy: 0.6419
Epoch 3/150
659/659 [==============================] - 0s 171us/step - loss: 0.6699 - accuracy: 0.6388
Epoch 4/150
659/659 [==============================] - 0s 182us/step - loss: 0.6570 - accuracy: 0.6434
Epoch 5/150
659/659 [==============================] - 0s 166us/step - loss: 0.6505 - accuracy: 0.6480
Epoch 6/150
659/659 [==============================] - 0s 171us/step - loss: 0.6391 - accuracy: 0.6358
Epoch 7/150
659/659 [==============================] - 0s 148us/step - loss: 0.6316 - accuracy: 0.6540
Epoch 8/150
659/659 [==============================] - 0s 154us/step - loss: 0.6254 - accuracy: 0.6540
Epoch 9/150
659/659 [==============================] - 0s 166us/step - loss: 0.6224 - accuracy: 0.6601
Epoch 10/150
659/659 [==============================] - 0s 157us/step - loss: 0.6210 - accuracy: 0.6692
Epoch 11/150
659/659 [==============================] - 0s 148us/step - loss: 0.6166 - accuracy: 0.6707
Epoch 12/150
659/659 [==============================] - 0s 151us/step - loss: 0.6127 - accuracy: 0.6601
Epoch 13/150
659/659 [==============================] - 0s 157us/step - loss: 0.6078 - accuracy: 0.6662
Epoch 14/150
659/659 [==============================] - 0s 151us/step - loss: 0.6028 - accuracy: 0.6692
Epoch 15/150
659/659 [==============================] - 0s 153us/step - loss: 0.6068 - accuracy: 0.6586
Epoch 16/150
659/659 [==============================] - 0s 151us/step - loss: 0.5996 - accuracy: 0.6768
Epoch 17/150
659/659 [==============================] - 0s 156us/step - loss: 0.5965 - accuracy: 0.6662
Epoch 18/150
659/659 [==============================] - 0s 144us/step - loss: 0.5933 - accuracy: 0.6722
Epoch 19/150
659/659 [==============================] - 0s 144us/step - loss: 0.5900 - accuracy: 0.6798
Epoch 20/150
659/659 [==============================] - 0s 145us/step - loss: 0.5880 - accuracy: 0.6692
Epoch 21/150
659/659 [==============================] - 0s 157us/step - loss: 0.5888 - accuracy: 0.6844
Epoch 22/150
659/659 [==============================] - 0s 159us/step - loss: 0.5848 - accuracy: 0.6844
Epoch 23/150
659/659 [==============================] - 0s 159us/step - loss: 0.5919 - accuracy: 0.6798
Epoch 24/150
659/659 [==============================] - 0s 162us/step - loss: 0.5821 - accuracy: 0.6980
Epoch 25/150
659/659 [==============================] - 0s 159us/step - loss: 0.5866 - accuracy: 0.6829
Epoch 26/150
659/659 [==============================] - 0s 157us/step - loss: 0.5889 - accuracy: 0.6935
Epoch 27/150
659/659 [==============================] - 0s 171us/step - loss: 0.5773 - accuracy: 0.7071
Epoch 28/150
659/659 [==============================] - 0s 174us/step - loss: 0.5810 - accuracy: 0.6874
Epoch 29/150
659/659 [==============================] - 0s 182us/step - loss: 0.5770 - accuracy: 0.7026
Epoch 30/150
659/659 [==============================] - 0s 185us/step - loss: 0.5695 - accuracy: 0.69800s - loss: 0.5679 - accuracy: 0.70
Epoch 31/150
659/659 [==============================] - 0s 156us/step - loss: 0.5732 - accuracy: 0.6935
Epoch 32/150
659/659 [==============================] - 0s 147us/step - loss: 0.5656 - accuracy: 0.7041
Epoch 33/150
659/659 [==============================] - 0s 154us/step - loss: 0.5708 - accuracy: 0.7117
Epoch 34/150
659/659 [==============================] - 0s 145us/step - loss: 0.5699 - accuracy: 0.6965
Epoch 35/150
659/659 [==============================] - 0s 156us/step - loss: 0.5643 - accuracy: 0.7162
Epoch 36/150
659/659 [==============================] - 0s 147us/step - loss: 0.5695 - accuracy: 0.7041
Epoch 37/150
659/659 [==============================] - 0s 142us/step - loss: 0.5698 - accuracy: 0.7147
Epoch 38/150
659/659 [==============================] - 0s 148us/step - loss: 0.5664 - accuracy: 0.6980
Epoch 39/150
659/659 [==============================] - 0s 168us/step - loss: 0.5519 - accuracy: 0.7162
Epoch 40/150
659/659 [==============================] - 0s 169us/step - loss: 0.5666 - accuracy: 0.7132
Epoch 41/150
659/659 [==============================] - 0s 171us/step - loss: 0.5613 - accuracy: 0.7178
Epoch 42/150
659/659 [==============================] - 0s 151us/step - loss: 0.5619 - accuracy: 0.7086
Epoch 43/150
659/659 [==============================] - 0s 156us/step - loss: 0.5586 - accuracy: 0.7147
Epoch 44/150
659/659 [==============================] - 0s 151us/step - loss: 0.5531 - accuracy: 0.7117
Epoch 45/150
659/659 [==============================] - 0s 156us/step - loss: 0.5633 - accuracy: 0.7147
Epoch 46/150
659/659 [==============================] - 0s 151us/step - loss: 0.5516 - accuracy: 0.7086
Epoch 47/150
659/659 [==============================] - 0s 156us/step - loss: 0.5571 - accuracy: 0.7147
Epoch 48/150
659/659 [==============================] - 0s 163us/step - loss: 0.5579 - accuracy: 0.7360
Epoch 49/150
659/659 [==============================] - 0s 154us/step - loss: 0.5540 - accuracy: 0.7193
Epoch 50/150
659/659 [==============================] - 0s 150us/step - loss: 0.5498 - accuracy: 0.7132
Epoch 51/150
659/659 [==============================] - 0s 148us/step - loss: 0.5481 - accuracy: 0.7284
Epoch 52/150
659/659 [==============================] - 0s 150us/step - loss: 0.5436 - accuracy: 0.7451
Epoch 53/150
659/659 [==============================] - 0s 148us/step - loss: 0.5606 - accuracy: 0.7132
Epoch 54/150
659/659 [==============================] - 0s 147us/step - loss: 0.5477 - accuracy: 0.7375
Epoch 55/150
659/659 [==============================] - 0s 144us/step - loss: 0.5447 - accuracy: 0.7405
Epoch 56/150
659/659 [==============================] - 0s 144us/step - loss: 0.5493 - accuracy: 0.7147
Epoch 57/150
659/659 [==============================] - 0s 151us/step - loss: 0.5419 - accuracy: 0.7223
Epoch 58/150
659/659 [==============================] - 0s 163us/step - loss: 0.5421 - accuracy: 0.7314
Epoch 59/150
659/659 [==============================] - 0s 157us/step - loss: 0.5410 - accuracy: 0.7314
Epoch 60/150
659/659 [==============================] - 0s 151us/step - loss: 0.5404 - accuracy: 0.7178
Epoch 61/150
659/659 [==============================] - 0s 154us/step - loss: 0.5457 - accuracy: 0.7314
Epoch 62/150
659/659 [==============================] - 0s 148us/step - loss: 0.5430 - accuracy: 0.7284
Epoch 63/150
659/659 [==============================] - 0s 144us/step - loss: 0.5460 - accuracy: 0.7102
Epoch 64/150
659/659 [==============================] - 0s 148us/step - loss: 0.5384 - accuracy: 0.7238
Epoch 65/150
659/659 [==============================] - 0s 153us/step - loss: 0.5447 - accuracy: 0.7162
Epoch 66/150
659/659 [==============================] - 0s 150us/step - loss: 0.5330 - accuracy: 0.7451
Epoch 67/150
659/659 [==============================] - 0s 150us/step - loss: 0.5347 - accuracy: 0.7360
Epoch 68/150
659/659 [==============================] - 0s 151us/step - loss: 0.5423 - accuracy: 0.7086
Epoch 69/150
659/659 [==============================] - 0s 157us/step - loss: 0.5470 - accuracy: 0.7223
Epoch 70/150
659/659 [==============================] - 0s 168us/step - loss: 0.5308 - accuracy: 0.7314
Epoch 71/150
659/659 [==============================] - 0s 157us/step - loss: 0.5356 - accuracy: 0.7299
Epoch 72/150
659/659 [==============================] - 0s 154us/step - loss: 0.5300 - accuracy: 0.7344
Epoch 73/150
659/659 [==============================] - 0s 156us/step - loss: 0.5303 - accuracy: 0.7344
Epoch 74/150
659/659 [==============================] - 0s 151us/step - loss: 0.5259 - accuracy: 0.7436
Epoch 75/150
659/659 [==============================] - 0s 144us/step - loss: 0.5315 - accuracy: 0.7405
Epoch 76/150
659/659 [==============================] - 0s 150us/step - loss: 0.5282 - accuracy: 0.7375
Epoch 77/150
659/659 [==============================] - 0s 150us/step - loss: 0.5345 - accuracy: 0.7284
Epoch 78/150
659/659 [==============================] - 0s 153us/step - loss: 0.5270 - accuracy: 0.7496
Epoch 79/150
659/659 [==============================] - 0s 150us/step - loss: 0.5286 - accuracy: 0.7284
Epoch 80/150
659/659 [==============================] - 0s 148us/step - loss: 0.5236 - accuracy: 0.7405
Epoch 81/150
659/659 [==============================] - 0s 153us/step - loss: 0.5300 - accuracy: 0.7284
Epoch 82/150
659/659 [==============================] - 0s 150us/step - loss: 0.5232 - accuracy: 0.7344
Epoch 83/150
659/659 [==============================] - 0s 150us/step - loss: 0.5272 - accuracy: 0.7466
Epoch 84/150
659/659 [==============================] - 0s 150us/step - loss: 0.5196 - accuracy: 0.7390
Epoch 85/150
659/659 [==============================] - 0s 150us/step - loss: 0.5295 - accuracy: 0.7420
Epoch 86/150
659/659 [==============================] - 0s 151us/step - loss: 0.5166 - accuracy: 0.7481
Epoch 87/150
659/659 [==============================] - 0s 153us/step - loss: 0.5184 - accuracy: 0.7375
Epoch 88/150
659/659 [==============================] - 0s 150us/step - loss: 0.5220 - accuracy: 0.7436
Epoch 89/150
659/659 [==============================] - 0s 153us/step - loss: 0.5231 - accuracy: 0.7360
Epoch 90/150
659/659 [==============================] - 0s 153us/step - loss: 0.5230 - accuracy: 0.7299
Epoch 91/150
659/659 [==============================] - 0s 154us/step - loss: 0.5177 - accuracy: 0.7405
Epoch 92/150
659/659 [==============================] - 0s 151us/step - loss: 0.5187 - accuracy: 0.7405
Epoch 93/150
659/659 [==============================] - 0s 145us/step - loss: 0.5232 - accuracy: 0.7284
Epoch 94/150
659/659 [==============================] - 0s 144us/step - loss: 0.5111 - accuracy: 0.7451
Epoch 95/150
659/659 [==============================] - 0s 145us/step - loss: 0.5285 - accuracy: 0.7360
Epoch 96/150
659/659 [==============================] - 0s 148us/step - loss: 0.5176 - accuracy: 0.7390
Epoch 97/150
659/659 [==============================] - 0s 150us/step - loss: 0.5217 - accuracy: 0.7436
Epoch 98/150
659/659 [==============================] - 0s 148us/step - loss: 0.5154 - accuracy: 0.7375
Epoch 99/150
659/659 [==============================] - 0s 153us/step - loss: 0.5182 - accuracy: 0.7511
Epoch 100/150
659/659 [==============================] - 0s 153us/step - loss: 0.5189 - accuracy: 0.7284
Epoch 101/150
659/659 [==============================] - 0s 153us/step - loss: 0.5095 - accuracy: 0.7451
Epoch 102/150
659/659 [==============================] - 0s 153us/step - loss: 0.5104 - accuracy: 0.7375
Epoch 103/150
659/659 [==============================] - 0s 153us/step - loss: 0.5123 - accuracy: 0.7587
Epoch 104/150
659/659 [==============================] - 0s 150us/step - loss: 0.5129 - accuracy: 0.7511
Epoch 105/150
659/659 [==============================] - 0s 150us/step - loss: 0.5148 - accuracy: 0.7466
Epoch 106/150
659/659 [==============================] - 0s 151us/step - loss: 0.5095 - accuracy: 0.7602
Epoch 107/150
659/659 [==============================] - 0s 147us/step - loss: 0.5084 - accuracy: 0.7633
Epoch 108/150
659/659 [==============================] - 0s 154us/step - loss: 0.5073 - accuracy: 0.7618
Epoch 109/150
659/659 [==============================] - 0s 148us/step - loss: 0.5120 - accuracy: 0.7511
Epoch 110/150
659/659 [==============================] - 0s 154us/step - loss: 0.5067 - accuracy: 0.7496
Epoch 111/150
659/659 [==============================] - 0s 162us/step - loss: 0.5098 - accuracy: 0.7466
Epoch 112/150
659/659 [==============================] - 0s 166us/step - loss: 0.5023 - accuracy: 0.7542
Epoch 113/150
659/659 [==============================] - 0s 141us/step - loss: 0.5030 - accuracy: 0.7572
Epoch 114/150
659/659 [==============================] - 0s 138us/step - loss: 0.5016 - accuracy: 0.7709
Epoch 115/150
659/659 [==============================] - 0s 141us/step - loss: 0.5063 - accuracy: 0.7527
Epoch 116/150
659/659 [==============================] - 0s 163us/step - loss: 0.5096 - accuracy: 0.7663
Epoch 117/150
659/659 [==============================] - 0s 151us/step - loss: 0.5030 - accuracy: 0.7648
Epoch 118/150
659/659 [==============================] - 0s 153us/step - loss: 0.5001 - accuracy: 0.7648
Epoch 119/150
659/659 [==============================] - 0s 168us/step - loss: 0.4970 - accuracy: 0.7618
Epoch 120/150
659/659 [==============================] - 0s 173us/step - loss: 0.4984 - accuracy: 0.7602
Epoch 121/150
659/659 [==============================] - 0s 166us/step - loss: 0.5004 - accuracy: 0.7587
Epoch 122/150
659/659 [==============================] - 0s 154us/step - loss: 0.4952 - accuracy: 0.7769
Epoch 123/150
659/659 [==============================] - 0s 154us/step - loss: 0.4926 - accuracy: 0.7769
Epoch 124/150
659/659 [==============================] - 0s 173us/step - loss: 0.4945 - accuracy: 0.7557
Epoch 125/150
659/659 [==============================] - 0s 225us/step - loss: 0.4981 - accuracy: 0.7587
Epoch 126/150
659/659 [==============================] - 0s 221us/step - loss: 0.4966 - accuracy: 0.7693
Epoch 127/150
659/659 [==============================] - 0s 179us/step - loss: 0.4910 - accuracy: 0.7648
Epoch 128/150
659/659 [==============================] - 0s 182us/step - loss: 0.4969 - accuracy: 0.7618
Epoch 129/150
659/659 [==============================] - 0s 154us/step - loss: 0.4924 - accuracy: 0.7739
Epoch 130/150
659/659 [==============================] - 0s 148us/step - loss: 0.4883 - accuracy: 0.7830
Epoch 131/150
659/659 [==============================] - 0s 147us/step - loss: 0.4876 - accuracy: 0.7693
Epoch 132/150
659/659 [==============================] - 0s 153us/step - loss: 0.4925 - accuracy: 0.7633
Epoch 133/150
659/659 [==============================] - 0s 163us/step - loss: 0.4893 - accuracy: 0.7754
Epoch 134/150
659/659 [==============================] - 0s 166us/step - loss: 0.4880 - accuracy: 0.7754
Epoch 135/150
659/659 [==============================] - 0s 168us/step - loss: 0.4846 - accuracy: 0.7739
Epoch 136/150
659/659 [==============================] - 0s 183us/step - loss: 0.4868 - accuracy: 0.7693
Epoch 137/150
659/659 [==============================] - 0s 173us/step - loss: 0.4867 - accuracy: 0.7739
Epoch 138/150
659/659 [==============================] - 0s 162us/step - loss: 0.4806 - accuracy: 0.7724
Epoch 139/150
659/659 [==============================] - 0s 165us/step - loss: 0.4894 - accuracy: 0.7739
Epoch 140/150
659/659 [==============================] - 0s 156us/step - loss: 0.4834 - accuracy: 0.7663
Epoch 141/150
659/659 [==============================] - 0s 150us/step - loss: 0.4862 - accuracy: 0.7663
Epoch 142/150
659/659 [==============================] - 0s 153us/step - loss: 0.4915 - accuracy: 0.7587
Epoch 143/150
659/659 [==============================] - 0s 176us/step - loss: 0.4849 - accuracy: 0.7602
Epoch 144/150
659/659 [==============================] - 0s 173us/step - loss: 0.4854 - accuracy: 0.7527
Epoch 145/150
659/659 [==============================] - 0s 173us/step - loss: 0.4834 - accuracy: 0.7678
Epoch 146/150
659/659 [==============================] - 0s 166us/step - loss: 0.4819 - accuracy: 0.7678
Epoch 147/150
659/659 [==============================] - 0s 151us/step - loss: 0.4930 - accuracy: 0.7618
Epoch 148/150
659/659 [==============================] - 0s 150us/step - loss: 0.4833 - accuracy: 0.7709
Epoch 149/150
659/659 [==============================] - 0s 144us/step - loss: 0.4794 - accuracy: 0.7557
Epoch 150/150
659/659 [==============================] - 0s 145us/step - loss: 0.4838 - accuracy: 0.7800
109/109 [==============================] - 0s 2ms/step
Epoch 1/150
659/659 [==============================] - 0s 617us/step - loss: 9.1677 - accuracy: 0.5615
Epoch 2/150
659/659 [==============================] - 0s 157us/step - loss: 2.9334 - accuracy: 0.5721
Epoch 3/150
659/659 [==============================] - 0s 165us/step - loss: 1.9102 - accuracy: 0.6115
Epoch 4/150
659/659 [==============================] - 0s 156us/step - loss: 1.5570 - accuracy: 0.6222
Epoch 5/150
659/659 [==============================] - 0s 157us/step - loss: 1.1942 - accuracy: 0.6115
Epoch 6/150
659/659 [==============================] - 0s 154us/step - loss: 0.9615 - accuracy: 0.6206
Epoch 7/150
659/659 [==============================] - 0s 154us/step - loss: 0.8840 - accuracy: 0.6313
Epoch 8/150
659/659 [==============================] - 0s 154us/step - loss: 0.7977 - accuracy: 0.6070
Epoch 9/150
659/659 [==============================] - 0s 154us/step - loss: 0.7318 - accuracy: 0.6237
Epoch 10/150
659/659 [==============================] - 0s 151us/step - loss: 0.7261 - accuracy: 0.6404
Epoch 11/150
659/659 [==============================] - 0s 147us/step - loss: 0.6937 - accuracy: 0.6601
Epoch 12/150
659/659 [==============================] - 0s 151us/step - loss: 0.7303 - accuracy: 0.6646
Epoch 13/150
659/659 [==============================] - 0s 179us/step - loss: 0.7001 - accuracy: 0.6571
Epoch 14/150
659/659 [==============================] - 0s 177us/step - loss: 0.6989 - accuracy: 0.6631
Epoch 15/150
659/659 [==============================] - 0s 177us/step - loss: 0.6780 - accuracy: 0.6737
Epoch 16/150
659/659 [==============================] - 0s 177us/step - loss: 0.7365 - accuracy: 0.6388
Epoch 17/150
659/659 [==============================] - 0s 174us/step - loss: 0.6836 - accuracy: 0.6495
Epoch 18/150
659/659 [==============================] - 0s 176us/step - loss: 0.6701 - accuracy: 0.6813
Epoch 19/150
659/659 [==============================] - 0s 151us/step - loss: 0.7191 - accuracy: 0.6495
Epoch 20/150
659/659 [==============================] - 0s 153us/step - loss: 0.6321 - accuracy: 0.6889
Epoch 21/150
659/659 [==============================] - 0s 153us/step - loss: 0.6717 - accuracy: 0.6631
Epoch 22/150
659/659 [==============================] - 0s 156us/step - loss: 0.6473 - accuracy: 0.6662
Epoch 23/150
659/659 [==============================] - 0s 157us/step - loss: 0.6411 - accuracy: 0.6920
Epoch 24/150
659/659 [==============================] - 0s 154us/step - loss: 0.6770 - accuracy: 0.6631
Epoch 25/150
659/659 [==============================] - 0s 151us/step - loss: 0.6567 - accuracy: 0.6965
Epoch 26/150
659/659 [==============================] - 0s 153us/step - loss: 0.6061 - accuracy: 0.6920
Epoch 27/150
659/659 [==============================] - 0s 156us/step - loss: 0.6626 - accuracy: 0.6829
Epoch 28/150
659/659 [==============================] - 0s 147us/step - loss: 0.5957 - accuracy: 0.7026
Epoch 29/150
659/659 [==============================] - 0s 154us/step - loss: 0.6287 - accuracy: 0.6935
Epoch 30/150
659/659 [==============================] - 0s 163us/step - loss: 0.6432 - accuracy: 0.6904
Epoch 31/150
659/659 [==============================] - 0s 154us/step - loss: 0.6290 - accuracy: 0.6844
Epoch 32/150
659/659 [==============================] - 0s 153us/step - loss: 0.6300 - accuracy: 0.6980
Epoch 33/150
659/659 [==============================] - 0s 163us/step - loss: 0.6608 - accuracy: 0.6722
Epoch 34/150
659/659 [==============================] - 0s 183us/step - loss: 0.5868 - accuracy: 0.7041
Epoch 35/150
659/659 [==============================] - 0s 154us/step - loss: 0.6826 - accuracy: 0.6904
Epoch 36/150
659/659 [==============================] - 0s 156us/step - loss: 0.6422 - accuracy: 0.6859
Epoch 37/150
659/659 [==============================] - 0s 153us/step - loss: 0.5903 - accuracy: 0.7162
Epoch 38/150
659/659 [==============================] - 0s 156us/step - loss: 0.6094 - accuracy: 0.6920
Epoch 39/150
659/659 [==============================] - 0s 150us/step - loss: 0.6077 - accuracy: 0.6768
Epoch 40/150
659/659 [==============================] - 0s 148us/step - loss: 0.6327 - accuracy: 0.6920
Epoch 41/150
659/659 [==============================] - 0s 151us/step - loss: 0.5902 - accuracy: 0.7223
Epoch 42/150
659/659 [==============================] - 0s 151us/step - loss: 0.6425 - accuracy: 0.6768
Epoch 43/150
659/659 [==============================] - 0s 153us/step - loss: 0.6337 - accuracy: 0.6889
Epoch 44/150
659/659 [==============================] - 0s 156us/step - loss: 0.5445 - accuracy: 0.7238
Epoch 45/150
659/659 [==============================] - 0s 153us/step - loss: 0.5964 - accuracy: 0.7071
Epoch 46/150
659/659 [==============================] - 0s 153us/step - loss: 0.5919 - accuracy: 0.6980
Epoch 47/150
659/659 [==============================] - 0s 142us/step - loss: 0.7148 - accuracy: 0.6950
Epoch 48/150
659/659 [==============================] - 0s 163us/step - loss: 0.6340 - accuracy: 0.7026
Epoch 49/150
659/659 [==============================] - 0s 150us/step - loss: 0.6010 - accuracy: 0.6813
Epoch 50/150
659/659 [==============================] - 0s 153us/step - loss: 0.5518 - accuracy: 0.7420
Epoch 51/150
659/659 [==============================] - 0s 151us/step - loss: 0.6105 - accuracy: 0.7011
Epoch 52/150
659/659 [==============================] - 0s 156us/step - loss: 0.5515 - accuracy: 0.7269
Epoch 53/150
659/659 [==============================] - 0s 154us/step - loss: 0.5618 - accuracy: 0.7284
Epoch 54/150
659/659 [==============================] - 0s 156us/step - loss: 0.5638 - accuracy: 0.7026
Epoch 55/150
659/659 [==============================] - 0s 174us/step - loss: 0.5641 - accuracy: 0.7238
Epoch 56/150
659/659 [==============================] - 0s 192us/step - loss: 0.5824 - accuracy: 0.7132
Epoch 57/150
659/659 [==============================] - 0s 185us/step - loss: 0.5712 - accuracy: 0.7390
Epoch 58/150
659/659 [==============================] - 0s 194us/step - loss: 0.5582 - accuracy: 0.7299
Epoch 59/150
659/659 [==============================] - 0s 195us/step - loss: 0.5504 - accuracy: 0.7299
Epoch 60/150
659/659 [==============================] - 0s 203us/step - loss: 0.5627 - accuracy: 0.7253
Epoch 61/150
659/659 [==============================] - 0s 200us/step - loss: 0.5445 - accuracy: 0.7117
Epoch 62/150
659/659 [==============================] - 0s 191us/step - loss: 0.5674 - accuracy: 0.7162
Epoch 63/150
659/659 [==============================] - 0s 169us/step - loss: 0.5731 - accuracy: 0.7208
Epoch 64/150
659/659 [==============================] - 0s 177us/step - loss: 0.5797 - accuracy: 0.7360
Epoch 65/150
659/659 [==============================] - 0s 153us/step - loss: 0.5904 - accuracy: 0.7162
Epoch 66/150
659/659 [==============================] - 0s 197us/step - loss: 0.5385 - accuracy: 0.7314
Epoch 67/150
659/659 [==============================] - 0s 171us/step - loss: 0.5516 - accuracy: 0.7466
Epoch 68/150
659/659 [==============================] - 0s 171us/step - loss: 0.5552 - accuracy: 0.7360
Epoch 69/150
659/659 [==============================] - 0s 154us/step - loss: 0.5507 - accuracy: 0.7329
Epoch 70/150
659/659 [==============================] - 0s 154us/step - loss: 0.5812 - accuracy: 0.73440s - loss: 0.5519 - accuracy: 0.73
Epoch 71/150
659/659 [==============================] - 0s 154us/step - loss: 0.5702 - accuracy: 0.7162
Epoch 72/150
659/659 [==============================] - 0s 156us/step - loss: 0.6077 - accuracy: 0.7026
Epoch 73/150
659/659 [==============================] - 0s 159us/step - loss: 0.5347 - accuracy: 0.7405
Epoch 74/150
659/659 [==============================] - 0s 168us/step - loss: 0.5960 - accuracy: 0.7056
Epoch 75/150
659/659 [==============================] - 0s 150us/step - loss: 0.5488 - accuracy: 0.7360
Epoch 76/150
659/659 [==============================] - 0s 154us/step - loss: 0.5797 - accuracy: 0.7162
Epoch 77/150
659/659 [==============================] - 0s 153us/step - loss: 0.5640 - accuracy: 0.7542
Epoch 78/150
659/659 [==============================] - 0s 153us/step - loss: 0.6094 - accuracy: 0.7102
Epoch 79/150
659/659 [==============================] - 0s 153us/step - loss: 0.5526 - accuracy: 0.7238
Epoch 80/150
659/659 [==============================] - 0s 154us/step - loss: 0.5540 - accuracy: 0.7344
Epoch 81/150
659/659 [==============================] - 0s 157us/step - loss: 0.5728 - accuracy: 0.7223
Epoch 82/150
659/659 [==============================] - 0s 173us/step - loss: 0.5312 - accuracy: 0.7587
Epoch 83/150
659/659 [==============================] - 0s 156us/step - loss: 0.5573 - accuracy: 0.7284
Epoch 84/150
659/659 [==============================] - 0s 157us/step - loss: 0.5751 - accuracy: 0.7208
Epoch 85/150
659/659 [==============================] - 0s 173us/step - loss: 0.5380 - accuracy: 0.7314
Epoch 86/150
659/659 [==============================] - 0s 170us/step - loss: 0.5574 - accuracy: 0.7208
Epoch 87/150
659/659 [==============================] - 0s 154us/step - loss: 0.5176 - accuracy: 0.7496
Epoch 88/150
659/659 [==============================] - 0s 165us/step - loss: 0.5991 - accuracy: 0.7147
Epoch 89/150
659/659 [==============================] - 0s 182us/step - loss: 0.5783 - accuracy: 0.7178
Epoch 90/150
659/659 [==============================] - 0s 197us/step - loss: 0.5478 - accuracy: 0.7269
Epoch 91/150
659/659 [==============================] - 0s 156us/step - loss: 0.5313 - accuracy: 0.7466
Epoch 92/150
659/659 [==============================] - 0s 154us/step - loss: 0.6282 - accuracy: 0.7041
Epoch 93/150
659/659 [==============================] - 0s 159us/step - loss: 0.5970 - accuracy: 0.7071
Epoch 94/150
659/659 [==============================] - 0s 151us/step - loss: 0.6235 - accuracy: 0.7086
Epoch 95/150
659/659 [==============================] - 0s 153us/step - loss: 0.5416 - accuracy: 0.7436
Epoch 96/150
659/659 [==============================] - 0s 151us/step - loss: 0.5336 - accuracy: 0.7360
Epoch 97/150
659/659 [==============================] - 0s 150us/step - loss: 0.5663 - accuracy: 0.7299
Epoch 98/150
659/659 [==============================] - 0s 174us/step - loss: 0.5404 - accuracy: 0.7299
Epoch 99/150
659/659 [==============================] - 0s 176us/step - loss: 0.5281 - accuracy: 0.7572
Epoch 100/150
659/659 [==============================] - 0s 163us/step - loss: 0.5395 - accuracy: 0.7405
Epoch 101/150
659/659 [==============================] - 0s 154us/step - loss: 0.5438 - accuracy: 0.7208
Epoch 102/150
659/659 [==============================] - 0s 153us/step - loss: 0.5887 - accuracy: 0.7253
Epoch 103/150
659/659 [==============================] - 0s 162us/step - loss: 0.5322 - accuracy: 0.7390
Epoch 104/150
659/659 [==============================] - 0s 163us/step - loss: 0.5360 - accuracy: 0.7436
Epoch 105/150
659/659 [==============================] - 0s 153us/step - loss: 0.7068 - accuracy: 0.6844
Epoch 106/150
659/659 [==============================] - 0s 165us/step - loss: 0.5533 - accuracy: 0.7208
Epoch 107/150
659/659 [==============================] - 0s 173us/step - loss: 0.5553 - accuracy: 0.7344
Epoch 108/150
659/659 [==============================] - 0s 153us/step - loss: 0.5661 - accuracy: 0.7284
Epoch 109/150
659/659 [==============================] - 0s 153us/step - loss: 0.5466 - accuracy: 0.7466
Epoch 110/150
659/659 [==============================] - 0s 171us/step - loss: 0.5411 - accuracy: 0.7269
Epoch 111/150
659/659 [==============================] - 0s 166us/step - loss: 0.5905 - accuracy: 0.7071
Epoch 112/150
659/659 [==============================] - 0s 156us/step - loss: 0.5510 - accuracy: 0.7405
Epoch 113/150
659/659 [==============================] - 0s 171us/step - loss: 0.5282 - accuracy: 0.7557
Epoch 114/150
659/659 [==============================] - 0s 170us/step - loss: 0.5185 - accuracy: 0.7572
Epoch 115/150
659/659 [==============================] - 0s 150us/step - loss: 0.5246 - accuracy: 0.7436
Epoch 116/150
659/659 [==============================] - 0s 151us/step - loss: 0.5230 - accuracy: 0.7451
Epoch 117/150
659/659 [==============================] - 0s 151us/step - loss: 0.5165 - accuracy: 0.7572
Epoch 118/150
659/659 [==============================] - 0s 148us/step - loss: 0.5765 - accuracy: 0.7162
Epoch 119/150
659/659 [==============================] - 0s 142us/step - loss: 0.5289 - accuracy: 0.7527
Epoch 120/150
659/659 [==============================] - 0s 144us/step - loss: 0.5263 - accuracy: 0.7466
Epoch 121/150
659/659 [==============================] - 0s 151us/step - loss: 0.5342 - accuracy: 0.7238
Epoch 122/150
659/659 [==============================] - 0s 166us/step - loss: 0.5274 - accuracy: 0.7496
Epoch 123/150
659/659 [==============================] - 0s 171us/step - loss: 0.5223 - accuracy: 0.7466
Epoch 124/150
659/659 [==============================] - 0s 166us/step - loss: 0.5471 - accuracy: 0.7375
Epoch 125/150
659/659 [==============================] - 0s 179us/step - loss: 0.5130 - accuracy: 0.7299
Epoch 126/150
659/659 [==============================] - 0s 157us/step - loss: 0.5355 - accuracy: 0.7481
Epoch 127/150
659/659 [==============================] - 0s 156us/step - loss: 0.5927 - accuracy: 0.7405
Epoch 128/150
659/659 [==============================] - 0s 156us/step - loss: 0.5080 - accuracy: 0.7542
Epoch 129/150
659/659 [==============================] - 0s 148us/step - loss: 0.5429 - accuracy: 0.7496
Epoch 130/150
659/659 [==============================] - 0s 150us/step - loss: 0.5119 - accuracy: 0.7481
Epoch 131/150
659/659 [==============================] - 0s 151us/step - loss: 0.5669 - accuracy: 0.7041
Epoch 132/150
659/659 [==============================] - 0s 156us/step - loss: 0.5261 - accuracy: 0.7511
Epoch 133/150
659/659 [==============================] - 0s 151us/step - loss: 0.5260 - accuracy: 0.7587
Epoch 134/150
659/659 [==============================] - 0s 159us/step - loss: 0.5010 - accuracy: 0.7709
Epoch 135/150
659/659 [==============================] - 0s 157us/step - loss: 0.6188 - accuracy: 0.7117
Epoch 136/150
659/659 [==============================] - 0s 153us/step - loss: 0.5083 - accuracy: 0.7663
Epoch 137/150
659/659 [==============================] - 0s 151us/step - loss: 0.5473 - accuracy: 0.7284
Epoch 138/150
659/659 [==============================] - 0s 148us/step - loss: 0.5280 - accuracy: 0.7375
Epoch 139/150
659/659 [==============================] - 0s 147us/step - loss: 0.5413 - accuracy: 0.7451
Epoch 140/150
659/659 [==============================] - 0s 153us/step - loss: 0.5111 - accuracy: 0.7648
Epoch 141/150
659/659 [==============================] - 0s 150us/step - loss: 0.5121 - accuracy: 0.7587
Epoch 142/150
659/659 [==============================] - 0s 154us/step - loss: 0.5045 - accuracy: 0.7648
Epoch 143/150
659/659 [==============================] - 0s 153us/step - loss: 0.5292 - accuracy: 0.7527
Epoch 144/150
659/659 [==============================] - 0s 207us/step - loss: 0.5566 - accuracy: 0.7451
Epoch 145/150
659/659 [==============================] - 0s 147us/step - loss: 0.5712 - accuracy: 0.7132
Epoch 146/150
659/659 [==============================] - 0s 168us/step - loss: 0.5659 - accuracy: 0.7329
Epoch 147/150
659/659 [==============================] - 0s 180us/step - loss: 0.5246 - accuracy: 0.7314
Epoch 148/150
659/659 [==============================] - 0s 201us/step - loss: 0.5190 - accuracy: 0.7496
Epoch 149/150
659/659 [==============================] - 0s 177us/step - loss: 0.5475 - accuracy: 0.7405
Epoch 150/150
659/659 [==============================] - 0s 169us/step - loss: 0.5338 - accuracy: 0.7420
109/109 [==============================] - 0s 2ms/step
0.7383295553071159
In [29]:
# 改变神经网络结构,(加深,加宽),看看什么结构对模型性能有较大影响。
# 加深
def create_model_1():
    # create model
    model = Sequential()
    model.add(Dense(12, input_dim=8, activation='relu'))
    model.add(Dense(12, input_dim=12,activation='relu'))
    model.add(Dense(12, input_dim=12,activation='relu'))
    model.add(Dense(12,input_dim=12, activation='relu'))
    model.add(Dense(12,input_dim=12, activation='relu'))
    model.add(Dense(8, input_dim=12,activation='relu'))
    model.add(Dense(8, input_dim=8,activation='relu'))
    model.add(Dense(8, input_dim=8,activation='relu'))
    model.add(Dense(8, input_dim=8,activation='relu'))
    model.add(Dense(8, input_dim=8,activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    # Compile model
    model.compile(loss='binary_crossentropy',
                  optimizer='adam',
                  metrics=['accuracy'])
    return model
model = KerasClassifier(build_fn=create_model_1,
                        epochs=150,
                        batch_size=10)
kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
512/512 [==============================] - 1s 2ms/step - loss: 0.7170 - accuracy: 0.3887
Epoch 2/150
512/512 [==============================] - 0s 493us/step - loss: 0.6861 - accuracy: 0.6484
Epoch 3/150
512/512 [==============================] - 0s 483us/step - loss: 0.6854 - accuracy: 0.5996
Epoch 4/150
512/512 [==============================] - 0s 487us/step - loss: 0.6739 - accuracy: 0.6562
Epoch 5/150
512/512 [==============================] - 0s 489us/step - loss: 0.6679 - accuracy: 0.6660
Epoch 6/150
512/512 [==============================] - 0s 481us/step - loss: 0.6612 - accuracy: 0.6816
Epoch 7/150
512/512 [==============================] - 0s 487us/step - loss: 0.6594 - accuracy: 0.6543
Epoch 8/150
512/512 [==============================] - 0s 485us/step - loss: 0.6546 - accuracy: 0.6543
Epoch 9/150
512/512 [==============================] - 0s 462us/step - loss: 0.6500 - accuracy: 0.6543
Epoch 10/150
512/512 [==============================] - 0s 487us/step - loss: 0.6464 - accuracy: 0.6602
Epoch 11/150
512/512 [==============================] - 0s 487us/step - loss: 0.6422 - accuracy: 0.6582
Epoch 12/150
512/512 [==============================] - 0s 491us/step - loss: 0.6393 - accuracy: 0.6621
Epoch 13/150
512/512 [==============================] - 0s 495us/step - loss: 0.6372 - accuracy: 0.6621
Epoch 14/150
512/512 [==============================] - 0s 491us/step - loss: 0.6317 - accuracy: 0.6699
Epoch 15/150
512/512 [==============================] - 0s 506us/step - loss: 0.6325 - accuracy: 0.6660
Epoch 16/150
512/512 [==============================] - 0s 462us/step - loss: 0.6216 - accuracy: 0.6660
Epoch 17/150
512/512 [==============================] - 0s 487us/step - loss: 0.6206 - accuracy: 0.6719
Epoch 18/150
512/512 [==============================] - 0s 487us/step - loss: 0.6114 - accuracy: 0.6895
Epoch 19/150
512/512 [==============================] - 0s 530us/step - loss: 0.6078 - accuracy: 0.6855
Epoch 20/150
512/512 [==============================] - 0s 477us/step - loss: 0.5929 - accuracy: 0.6914
Epoch 21/150
512/512 [==============================] - 0s 487us/step - loss: 0.5885 - accuracy: 0.6914
Epoch 22/150
512/512 [==============================] - 0s 481us/step - loss: 0.5857 - accuracy: 0.7012
Epoch 23/150
512/512 [==============================] - 0s 499us/step - loss: 0.5861 - accuracy: 0.7051
Epoch 24/150
512/512 [==============================] - 0s 479us/step - loss: 0.5646 - accuracy: 0.7148
Epoch 25/150
512/512 [==============================] - 0s 473us/step - loss: 0.5722 - accuracy: 0.7168
Epoch 26/150
512/512 [==============================] - 0s 477us/step - loss: 0.5615 - accuracy: 0.7168
Epoch 27/150
512/512 [==============================] - 0s 479us/step - loss: 0.5678 - accuracy: 0.6992
Epoch 28/150
512/512 [==============================] - 0s 481us/step - loss: 0.5550 - accuracy: 0.7188
Epoch 29/150
512/512 [==============================] - 0s 473us/step - loss: 0.5499 - accuracy: 0.7227
Epoch 30/150
512/512 [==============================] - 0s 483us/step - loss: 0.5514 - accuracy: 0.7344
Epoch 31/150
512/512 [==============================] - 0s 479us/step - loss: 0.5472 - accuracy: 0.7168
Epoch 32/150
512/512 [==============================] - 0s 471us/step - loss: 0.5453 - accuracy: 0.7266
Epoch 33/150
512/512 [==============================] - 0s 456us/step - loss: 0.5430 - accuracy: 0.7246
Epoch 34/150
512/512 [==============================] - 0s 481us/step - loss: 0.5602 - accuracy: 0.7090
Epoch 35/150
512/512 [==============================] - 0s 473us/step - loss: 0.5458 - accuracy: 0.7344
Epoch 36/150
512/512 [==============================] - 0s 481us/step - loss: 0.5353 - accuracy: 0.7344
Epoch 37/150
512/512 [==============================] - 0s 487us/step - loss: 0.5359 - accuracy: 0.7227
Epoch 38/150
512/512 [==============================] - 0s 493us/step - loss: 0.5365 - accuracy: 0.7480
Epoch 39/150
512/512 [==============================] - 0s 491us/step - loss: 0.5349 - accuracy: 0.7402
Epoch 40/150
512/512 [==============================] - 0s 475us/step - loss: 0.5367 - accuracy: 0.7227
Epoch 41/150
512/512 [==============================] - 0s 475us/step - loss: 0.5369 - accuracy: 0.7383
Epoch 42/150
512/512 [==============================] - 0s 497us/step - loss: 0.5335 - accuracy: 0.7363
Epoch 43/150
512/512 [==============================] - 0s 505us/step - loss: 0.5361 - accuracy: 0.7363
Epoch 44/150
512/512 [==============================] - 0s 483us/step - loss: 0.5285 - accuracy: 0.7363
Epoch 45/150
512/512 [==============================] - 0s 489us/step - loss: 0.5311 - accuracy: 0.7207
Epoch 46/150
512/512 [==============================] - 0s 477us/step - loss: 0.5323 - accuracy: 0.7441
Epoch 47/150
512/512 [==============================] - 0s 485us/step - loss: 0.5293 - accuracy: 0.7422
Epoch 48/150
512/512 [==============================] - 0s 458us/step - loss: 0.5219 - accuracy: 0.7324
Epoch 49/150
512/512 [==============================] - 0s 464us/step - loss: 0.5194 - accuracy: 0.7480
Epoch 50/150
512/512 [==============================] - 0s 487us/step - loss: 0.5142 - accuracy: 0.7285
Epoch 51/150
512/512 [==============================] - 0s 491us/step - loss: 0.5170 - accuracy: 0.7344
Epoch 52/150
512/512 [==============================] - 0s 481us/step - loss: 0.5237 - accuracy: 0.7324
Epoch 53/150
512/512 [==============================] - 0s 491us/step - loss: 0.5187 - accuracy: 0.7344
Epoch 54/150
512/512 [==============================] - 0s 487us/step - loss: 0.5127 - accuracy: 0.7441
Epoch 55/150
512/512 [==============================] - 0s 501us/step - loss: 0.5139 - accuracy: 0.7461
Epoch 56/150
512/512 [==============================] - 0s 466us/step - loss: 0.5084 - accuracy: 0.7402
Epoch 57/150
512/512 [==============================] - 0s 477us/step - loss: 0.5063 - accuracy: 0.7520
Epoch 58/150
512/512 [==============================] - 0s 491us/step - loss: 0.5092 - accuracy: 0.7461
Epoch 59/150
512/512 [==============================] - 0s 499us/step - loss: 0.5122 - accuracy: 0.7246
Epoch 60/150
512/512 [==============================] - 0s 485us/step - loss: 0.4936 - accuracy: 0.7695
Epoch 61/150
512/512 [==============================] - 0s 487us/step - loss: 0.4929 - accuracy: 0.7539
Epoch 62/150
512/512 [==============================] - 0s 491us/step - loss: 0.4866 - accuracy: 0.7441
Epoch 63/150
512/512 [==============================] - 0s 489us/step - loss: 0.4999 - accuracy: 0.7715
Epoch 64/150
512/512 [==============================] - 0s 462us/step - loss: 0.4965 - accuracy: 0.7559
Epoch 65/150
512/512 [==============================] - 0s 481us/step - loss: 0.4897 - accuracy: 0.7637
Epoch 66/150
512/512 [==============================] - 0s 489us/step - loss: 0.4923 - accuracy: 0.7656
Epoch 67/150
512/512 [==============================] - 0s 479us/step - loss: 0.4936 - accuracy: 0.7500
Epoch 68/150
512/512 [==============================] - 0s 485us/step - loss: 0.4938 - accuracy: 0.7461
Epoch 69/150
512/512 [==============================] - 0s 487us/step - loss: 0.4852 - accuracy: 0.7539
Epoch 70/150
512/512 [==============================] - ETA: 0s - loss: 0.4941 - accuracy: 0.75 - 0s 481us/step - loss: 0.4877 - accuracy: 0.7656
Epoch 71/150
512/512 [==============================] - 0s 483us/step - loss: 0.4892 - accuracy: 0.7754
Epoch 72/150
512/512 [==============================] - 0s 452us/step - loss: 0.5013 - accuracy: 0.7402
Epoch 73/150
512/512 [==============================] - 0s 485us/step - loss: 0.4776 - accuracy: 0.7539
Epoch 74/150
512/512 [==============================] - 0s 481us/step - loss: 0.4861 - accuracy: 0.7539
Epoch 75/150
512/512 [==============================] - 0s 485us/step - loss: 0.4799 - accuracy: 0.7480
Epoch 76/150
512/512 [==============================] - 0s 483us/step - loss: 0.4962 - accuracy: 0.7539
Epoch 77/150
512/512 [==============================] - 0s 483us/step - loss: 0.4750 - accuracy: 0.7578
Epoch 78/150
512/512 [==============================] - ETA: 0s - loss: 0.4780 - accuracy: 0.75 - 0s 483us/step - loss: 0.4777 - accuracy: 0.7520
Epoch 79/150
512/512 [==============================] - 0s 473us/step - loss: 0.4913 - accuracy: 0.7656
Epoch 80/150
512/512 [==============================] - 0s 444us/step - loss: 0.4735 - accuracy: 0.7676
Epoch 81/150
512/512 [==============================] - 0s 462us/step - loss: 0.4842 - accuracy: 0.7480
Epoch 82/150
512/512 [==============================] - 0s 479us/step - loss: 0.4925 - accuracy: 0.7539
Epoch 83/150
512/512 [==============================] - 0s 485us/step - loss: 0.4727 - accuracy: 0.7559
Epoch 84/150
512/512 [==============================] - 0s 487us/step - loss: 0.4747 - accuracy: 0.7617
Epoch 85/150
512/512 [==============================] - 0s 483us/step - loss: 0.4797 - accuracy: 0.7559
Epoch 86/150
512/512 [==============================] - 0s 487us/step - loss: 0.5036 - accuracy: 0.7422
Epoch 87/150
512/512 [==============================] - 0s 483us/step - loss: 0.4893 - accuracy: 0.7656
Epoch 88/150
512/512 [==============================] - 0s 460us/step - loss: 0.4647 - accuracy: 0.7637
Epoch 89/150
512/512 [==============================] - 0s 483us/step - loss: 0.4743 - accuracy: 0.7676
Epoch 90/150
512/512 [==============================] - 0s 487us/step - loss: 0.4665 - accuracy: 0.7695
Epoch 91/150
512/512 [==============================] - 0s 485us/step - loss: 0.4728 - accuracy: 0.7656
Epoch 92/150
512/512 [==============================] - 0s 491us/step - loss: 0.4720 - accuracy: 0.7617
Epoch 93/150
512/512 [==============================] - 0s 491us/step - loss: 0.4691 - accuracy: 0.7715
Epoch 94/150
512/512 [==============================] - 0s 489us/step - loss: 0.4539 - accuracy: 0.7773
Epoch 95/150
512/512 [==============================] - 0s 491us/step - loss: 0.4764 - accuracy: 0.7539
Epoch 96/150
512/512 [==============================] - 0s 452us/step - loss: 0.4622 - accuracy: 0.7656
Epoch 97/150
512/512 [==============================] - 0s 487us/step - loss: 0.4627 - accuracy: 0.7676
Epoch 98/150
512/512 [==============================] - 0s 487us/step - loss: 0.4499 - accuracy: 0.7773
Epoch 99/150
512/512 [==============================] - 0s 485us/step - loss: 0.4751 - accuracy: 0.7734
Epoch 100/150
512/512 [==============================] - 0s 489us/step - loss: 0.4603 - accuracy: 0.7773
Epoch 101/150
512/512 [==============================] - 0s 483us/step - loss: 0.4630 - accuracy: 0.7520
Epoch 102/150
512/512 [==============================] - 0s 495us/step - loss: 0.4511 - accuracy: 0.7910
Epoch 103/150
512/512 [==============================] - 0s 489us/step - loss: 0.4450 - accuracy: 0.7676
Epoch 104/150
512/512 [==============================] - 0s 464us/step - loss: 0.4533 - accuracy: 0.7812
Epoch 105/150
512/512 [==============================] - 0s 491us/step - loss: 0.4413 - accuracy: 0.7695
Epoch 106/150
512/512 [==============================] - 0s 485us/step - loss: 0.4474 - accuracy: 0.7812
Epoch 107/150
512/512 [==============================] - 0s 495us/step - loss: 0.4523 - accuracy: 0.7676
Epoch 108/150
512/512 [==============================] - 0s 483us/step - loss: 0.4670 - accuracy: 0.7617
Epoch 109/150
512/512 [==============================] - 0s 491us/step - loss: 0.4583 - accuracy: 0.7793
Epoch 110/150
512/512 [==============================] - 0s 495us/step - loss: 0.4474 - accuracy: 0.7910
Epoch 111/150
512/512 [==============================] - 0s 477us/step - loss: 0.4484 - accuracy: 0.7852
Epoch 112/150
512/512 [==============================] - 0s 460us/step - loss: 0.4480 - accuracy: 0.7715
Epoch 113/150
512/512 [==============================] - 0s 489us/step - loss: 0.4458 - accuracy: 0.7754
Epoch 114/150
512/512 [==============================] - 0s 495us/step - loss: 0.4367 - accuracy: 0.7910
Epoch 115/150
512/512 [==============================] - 0s 491us/step - loss: 0.4472 - accuracy: 0.7695
Epoch 116/150
512/512 [==============================] - 0s 493us/step - loss: 0.4505 - accuracy: 0.7773
Epoch 117/150
512/512 [==============================] - 0s 495us/step - loss: 0.4378 - accuracy: 0.7793
Epoch 118/150
512/512 [==============================] - 0s 483us/step - loss: 0.4424 - accuracy: 0.7930
Epoch 119/150
512/512 [==============================] - 0s 467us/step - loss: 0.4362 - accuracy: 0.7832
Epoch 120/150
512/512 [==============================] - 0s 444us/step - loss: 0.4380 - accuracy: 0.7734
Epoch 121/150
512/512 [==============================] - 0s 501us/step - loss: 0.4502 - accuracy: 0.7734
Epoch 122/150
512/512 [==============================] - 0s 481us/step - loss: 0.4448 - accuracy: 0.7891
Epoch 123/150
512/512 [==============================] - 0s 481us/step - loss: 0.4502 - accuracy: 0.7852
Epoch 124/150
512/512 [==============================] - 0s 481us/step - loss: 0.4240 - accuracy: 0.7969
Epoch 125/150
512/512 [==============================] - 0s 485us/step - loss: 0.4341 - accuracy: 0.7734
Epoch 126/150
512/512 [==============================] - 0s 487us/step - loss: 0.4354 - accuracy: 0.7832
Epoch 127/150
512/512 [==============================] - 0s 460us/step - loss: 0.4500 - accuracy: 0.7734
Epoch 128/150
512/512 [==============================] - 0s 458us/step - loss: 0.4232 - accuracy: 0.7969
Epoch 129/150
512/512 [==============================] - 0s 481us/step - loss: 0.4226 - accuracy: 0.7852
Epoch 130/150
512/512 [==============================] - 0s 475us/step - loss: 0.4165 - accuracy: 0.7930
Epoch 131/150
512/512 [==============================] - 0s 475us/step - loss: 0.4259 - accuracy: 0.7949
Epoch 132/150
512/512 [==============================] - 0s 473us/step - loss: 0.4220 - accuracy: 0.7969
Epoch 133/150
512/512 [==============================] - 0s 483us/step - loss: 0.4291 - accuracy: 0.7891
Epoch 134/150
512/512 [==============================] - 0s 485us/step - loss: 0.4253 - accuracy: 0.7871
Epoch 135/150
512/512 [==============================] - 0s 516us/step - loss: 0.4624 - accuracy: 0.7656
Epoch 136/150
512/512 [==============================] - 0s 553us/step - loss: 0.4674 - accuracy: 0.7773
Epoch 137/150
512/512 [==============================] - 0s 520us/step - loss: 0.4444 - accuracy: 0.7812
Epoch 138/150
512/512 [==============================] - 0s 532us/step - loss: 0.4221 - accuracy: 0.7988
Epoch 139/150
512/512 [==============================] - 0s 493us/step - loss: 0.4262 - accuracy: 0.7969
Epoch 140/150
512/512 [==============================] - 0s 469us/step - loss: 0.4244 - accuracy: 0.8027
Epoch 141/150
512/512 [==============================] - 0s 475us/step - loss: 0.4203 - accuracy: 0.7910
Epoch 142/150
512/512 [==============================] - 0s 469us/step - loss: 0.4450 - accuracy: 0.7734
Epoch 143/150
512/512 [==============================] - 0s 427us/step - loss: 0.4694 - accuracy: 0.7617
Epoch 144/150
512/512 [==============================] - 0s 438us/step - loss: 0.4222 - accuracy: 0.7969
Epoch 145/150
512/512 [==============================] - 0s 471us/step - loss: 0.4290 - accuracy: 0.8105
Epoch 146/150
512/512 [==============================] - 0s 483us/step - loss: 0.4131 - accuracy: 0.8008
Epoch 147/150
512/512 [==============================] - 0s 481us/step - loss: 0.4125 - accuracy: 0.7852
Epoch 148/150
512/512 [==============================] - 0s 481us/step - loss: 0.4410 - accuracy: 0.7754
Epoch 149/150
512/512 [==============================] - 0s 469us/step - loss: 0.4240 - accuracy: 0.7969
Epoch 150/150
512/512 [==============================] - 0s 561us/step - loss: 0.4285 - accuracy: 0.7871
256/256 [==============================] - 1s 3ms/step
Epoch 1/150
512/512 [==============================] - 1s 3ms/step - loss: 0.6974 - accuracy: 0.5781
Epoch 2/150
512/512 [==============================] - 0s 528us/step - loss: 0.6677 - accuracy: 0.6719
Epoch 3/150
512/512 [==============================] - 0s 551us/step - loss: 0.6520 - accuracy: 0.6680
Epoch 4/150
512/512 [==============================] - 0s 510us/step - loss: 0.6275 - accuracy: 0.6719
Epoch 5/150
512/512 [==============================] - 0s 483us/step - loss: 0.6005 - accuracy: 0.7031
Epoch 6/150
512/512 [==============================] - 0s 489us/step - loss: 0.5697 - accuracy: 0.7188
Epoch 7/150
512/512 [==============================] - 0s 590us/step - loss: 0.5553 - accuracy: 0.7344
Epoch 8/150
512/512 [==============================] - 0s 586us/step - loss: 0.5365 - accuracy: 0.7461
Epoch 9/150
512/512 [==============================] - 0s 524us/step - loss: 0.5128 - accuracy: 0.7617
Epoch 10/150
512/512 [==============================] - 0s 518us/step - loss: 0.5087 - accuracy: 0.7656
Epoch 11/150
512/512 [==============================] - 0s 471us/step - loss: 0.5090 - accuracy: 0.7461
Epoch 12/150
512/512 [==============================] - 0s 481us/step - loss: 0.5233 - accuracy: 0.7441
Epoch 13/150
512/512 [==============================] - 0s 565us/step - loss: 0.4977 - accuracy: 0.7695
Epoch 14/150
512/512 [==============================] - 0s 553us/step - loss: 0.4920 - accuracy: 0.7559
Epoch 15/150
512/512 [==============================] - 0s 506us/step - loss: 0.4857 - accuracy: 0.7637
Epoch 16/150
512/512 [==============================] - 0s 473us/step - loss: 0.4867 - accuracy: 0.7578
Epoch 17/150
512/512 [==============================] - 0s 495us/step - loss: 0.4855 - accuracy: 0.7539
Epoch 18/150
512/512 [==============================] - 0s 487us/step - loss: 0.4842 - accuracy: 0.7617
Epoch 19/150
512/512 [==============================] - 0s 534us/step - loss: 0.4786 - accuracy: 0.7695
Epoch 20/150
512/512 [==============================] - 0s 503us/step - loss: 0.4979 - accuracy: 0.7598
Epoch 21/150
512/512 [==============================] - 0s 512us/step - loss: 0.4800 - accuracy: 0.7715
Epoch 22/150
512/512 [==============================] - 0s 468us/step - loss: 0.4732 - accuracy: 0.7695
Epoch 23/150
512/512 [==============================] - 0s 503us/step - loss: 0.4702 - accuracy: 0.7734
Epoch 24/150
512/512 [==============================] - 0s 487us/step - loss: 0.4784 - accuracy: 0.7715
Epoch 25/150
512/512 [==============================] - 0s 497us/step - loss: 0.4772 - accuracy: 0.7715
Epoch 26/150
512/512 [==============================] - 0s 497us/step - loss: 0.4749 - accuracy: 0.7715
Epoch 27/150
512/512 [==============================] - 0s 512us/step - loss: 0.4773 - accuracy: 0.7695
Epoch 28/150
512/512 [==============================] - 0s 510us/step - loss: 0.4569 - accuracy: 0.7773
Epoch 29/150
512/512 [==============================] - 0s 487us/step - loss: 0.4634 - accuracy: 0.7754
Epoch 30/150
512/512 [==============================] - 0s 481us/step - loss: 0.4530 - accuracy: 0.7871
Epoch 31/150
512/512 [==============================] - 0s 505us/step - loss: 0.4628 - accuracy: 0.7812
Epoch 32/150
512/512 [==============================] - 0s 508us/step - loss: 0.4618 - accuracy: 0.7832
Epoch 33/150
512/512 [==============================] - 0s 508us/step - loss: 0.4560 - accuracy: 0.7871
Epoch 34/150
512/512 [==============================] - 0s 505us/step - loss: 0.4527 - accuracy: 0.7949
Epoch 35/150
512/512 [==============================] - 0s 505us/step - loss: 0.4513 - accuracy: 0.7715
Epoch 36/150
512/512 [==============================] - 0s 510us/step - loss: 0.4568 - accuracy: 0.7871
Epoch 37/150
512/512 [==============================] - 0s 483us/step - loss: 0.4666 - accuracy: 0.7734
Epoch 38/150
512/512 [==============================] - 0s 495us/step - loss: 0.4506 - accuracy: 0.7871
Epoch 39/150
512/512 [==============================] - 0s 506us/step - loss: 0.4480 - accuracy: 0.8008
Epoch 40/150
512/512 [==============================] - 0s 506us/step - loss: 0.4559 - accuracy: 0.7852
Epoch 41/150
512/512 [==============================] - 0s 501us/step - loss: 0.4604 - accuracy: 0.7754
Epoch 42/150
512/512 [==============================] - 0s 512us/step - loss: 0.4480 - accuracy: 0.7832
Epoch 43/150
512/512 [==============================] - 0s 501us/step - loss: 0.4445 - accuracy: 0.7910
Epoch 44/150
512/512 [==============================] - 0s 505us/step - loss: 0.4485 - accuracy: 0.7891
Epoch 45/150
512/512 [==============================] - 0s 467us/step - loss: 0.4418 - accuracy: 0.7930
Epoch 46/150
512/512 [==============================] - 0s 499us/step - loss: 0.4481 - accuracy: 0.7910
Epoch 47/150
512/512 [==============================] - 0s 505us/step - loss: 0.4484 - accuracy: 0.7871
Epoch 48/150
512/512 [==============================] - 0s 501us/step - loss: 0.4478 - accuracy: 0.7910
Epoch 49/150
512/512 [==============================] - 0s 506us/step - loss: 0.4385 - accuracy: 0.7949
Epoch 50/150
512/512 [==============================] - 0s 505us/step - loss: 0.4443 - accuracy: 0.7910
Epoch 51/150
512/512 [==============================] - 0s 508us/step - loss: 0.4328 - accuracy: 0.8008
Epoch 52/150
512/512 [==============================] - 0s 485us/step - loss: 0.4603 - accuracy: 0.7715
Epoch 53/150
512/512 [==============================] - 0s 477us/step - loss: 0.4619 - accuracy: 0.7812
Epoch 54/150
512/512 [==============================] - 0s 514us/step - loss: 0.4404 - accuracy: 0.7793
Epoch 55/150
512/512 [==============================] - 0s 510us/step - loss: 0.4358 - accuracy: 0.7910
Epoch 56/150
512/512 [==============================] - 0s 512us/step - loss: 0.4412 - accuracy: 0.7891
Epoch 57/150
512/512 [==============================] - 0s 510us/step - loss: 0.4346 - accuracy: 0.7871
Epoch 58/150
512/512 [==============================] - 0s 510us/step - loss: 0.4598 - accuracy: 0.7812
Epoch 59/150
512/512 [==============================] - 0s 512us/step - loss: 0.4257 - accuracy: 0.7891
Epoch 60/150
512/512 [==============================] - 0s 471us/step - loss: 0.4317 - accuracy: 0.7910
Epoch 61/150
512/512 [==============================] - 0s 497us/step - loss: 0.4298 - accuracy: 0.8047
Epoch 62/150
512/512 [==============================] - 0s 506us/step - loss: 0.4277 - accuracy: 0.7949
Epoch 63/150
512/512 [==============================] - 0s 512us/step - loss: 0.4347 - accuracy: 0.7988
Epoch 64/150
512/512 [==============================] - 0s 495us/step - loss: 0.4352 - accuracy: 0.7910
Epoch 65/150
512/512 [==============================] - 0s 495us/step - loss: 0.4223 - accuracy: 0.7930
Epoch 66/150
512/512 [==============================] - 0s 499us/step - loss: 0.4347 - accuracy: 0.7969
Epoch 67/150
512/512 [==============================] - 0s 499us/step - loss: 0.4389 - accuracy: 0.7891
Epoch 68/150
512/512 [==============================] - 0s 532us/step - loss: 0.4202 - accuracy: 0.8066
Epoch 69/150
512/512 [==============================] - 0s 514us/step - loss: 0.4274 - accuracy: 0.7910
Epoch 70/150
512/512 [==============================] - 0s 489us/step - loss: 0.4277 - accuracy: 0.7891
Epoch 71/150
512/512 [==============================] - 0s 495us/step - loss: 0.4467 - accuracy: 0.7852
Epoch 72/150
512/512 [==============================] - 0s 493us/step - loss: 0.4443 - accuracy: 0.7793
Epoch 73/150
512/512 [==============================] - 0s 497us/step - loss: 0.4339 - accuracy: 0.7910
Epoch 74/150
512/512 [==============================] - 0s 506us/step - loss: 0.4188 - accuracy: 0.7988
Epoch 75/150
512/512 [==============================] - 0s 512us/step - loss: 0.4163 - accuracy: 0.8086
Epoch 76/150
512/512 [==============================] - 0s 520us/step - loss: 0.4361 - accuracy: 0.7910
Epoch 77/150
512/512 [==============================] - 0s 499us/step - loss: 0.4305 - accuracy: 0.8066
Epoch 78/150
512/512 [==============================] - 0s 512us/step - loss: 0.4281 - accuracy: 0.7871
Epoch 79/150
512/512 [==============================] - 0s 508us/step - loss: 0.4254 - accuracy: 0.7930
Epoch 80/150
512/512 [==============================] - 0s 501us/step - loss: 0.4100 - accuracy: 0.8066
Epoch 81/150
512/512 [==============================] - 0s 508us/step - loss: 0.4217 - accuracy: 0.8086
Epoch 82/150
512/512 [==============================] - 0s 510us/step - loss: 0.4308 - accuracy: 0.7949
Epoch 83/150
512/512 [==============================] - 0s 469us/step - loss: 0.4238 - accuracy: 0.7891
Epoch 84/150
512/512 [==============================] - 0s 508us/step - loss: 0.4348 - accuracy: 0.7910
Epoch 85/150
512/512 [==============================] - 0s 508us/step - loss: 0.4205 - accuracy: 0.8105
Epoch 86/150
512/512 [==============================] - 0s 510us/step - loss: 0.4227 - accuracy: 0.7988
Epoch 87/150
512/512 [==============================] - 0s 505us/step - loss: 0.4068 - accuracy: 0.8125
Epoch 88/150
512/512 [==============================] - 0s 510us/step - loss: 0.4205 - accuracy: 0.8086
Epoch 89/150
512/512 [==============================] - 0s 501us/step - loss: 0.4071 - accuracy: 0.8047
Epoch 90/150
512/512 [==============================] - 0s 489us/step - loss: 0.4098 - accuracy: 0.8164
Epoch 91/150
512/512 [==============================] - 0s 479us/step - loss: 0.4217 - accuracy: 0.7949
Epoch 92/150
512/512 [==============================] - 0s 506us/step - loss: 0.4277 - accuracy: 0.7988
Epoch 93/150
512/512 [==============================] - 0s 501us/step - loss: 0.4308 - accuracy: 0.7949
Epoch 94/150
512/512 [==============================] - 0s 501us/step - loss: 0.4017 - accuracy: 0.8281
Epoch 95/150
512/512 [==============================] - 0s 499us/step - loss: 0.4150 - accuracy: 0.8086
Epoch 96/150
512/512 [==============================] - 0s 506us/step - loss: 0.4215 - accuracy: 0.8223
Epoch 97/150
512/512 [==============================] - 0s 503us/step - loss: 0.4270 - accuracy: 0.8027
Epoch 98/150
512/512 [==============================] - 0s 471us/step - loss: 0.4173 - accuracy: 0.8047
Epoch 99/150
512/512 [==============================] - 0s 489us/step - loss: 0.4106 - accuracy: 0.8047
Epoch 100/150
512/512 [==============================] - 0s 501us/step - loss: 0.4192 - accuracy: 0.8164
Epoch 101/150
512/512 [==============================] - 0s 505us/step - loss: 0.4182 - accuracy: 0.7910
Epoch 102/150
512/512 [==============================] - 0s 501us/step - loss: 0.4037 - accuracy: 0.8086
Epoch 103/150
512/512 [==============================] - 0s 497us/step - loss: 0.3959 - accuracy: 0.8203
Epoch 104/150
512/512 [==============================] - 0s 503us/step - loss: 0.4169 - accuracy: 0.8184
Epoch 105/150
512/512 [==============================] - 0s 505us/step - loss: 0.4303 - accuracy: 0.7930
Epoch 106/150
512/512 [==============================] - 0s 471us/step - loss: 0.4184 - accuracy: 0.8086
Epoch 107/150
512/512 [==============================] - 0s 503us/step - loss: 0.4242 - accuracy: 0.8008
Epoch 108/150
512/512 [==============================] - 0s 499us/step - loss: 0.3984 - accuracy: 0.8105
Epoch 109/150
512/512 [==============================] - 0s 501us/step - loss: 0.4098 - accuracy: 0.8086
Epoch 110/150
512/512 [==============================] - 0s 489us/step - loss: 0.4263 - accuracy: 0.8105
Epoch 111/150
512/512 [==============================] - 0s 495us/step - loss: 0.4109 - accuracy: 0.8164
Epoch 112/150
512/512 [==============================] - 0s 506us/step - loss: 0.4048 - accuracy: 0.8008
Epoch 113/150
512/512 [==============================] - 0s 520us/step - loss: 0.4417 - accuracy: 0.7930
Epoch 114/150
512/512 [==============================] - 0s 475us/step - loss: 0.3898 - accuracy: 0.8164
Epoch 115/150
512/512 [==============================] - 0s 516us/step - loss: 0.4187 - accuracy: 0.7910
Epoch 116/150
512/512 [==============================] - 0s 501us/step - loss: 0.3913 - accuracy: 0.8145
Epoch 117/150
512/512 [==============================] - 0s 505us/step - loss: 0.4148 - accuracy: 0.8105
Epoch 118/150
512/512 [==============================] - 0s 501us/step - loss: 0.4093 - accuracy: 0.8086
Epoch 119/150
512/512 [==============================] - 0s 505us/step - loss: 0.4374 - accuracy: 0.7891
Epoch 120/150
512/512 [==============================] - 0s 505us/step - loss: 0.4393 - accuracy: 0.7969
Epoch 121/150
512/512 [==============================] - 0s 477us/step - loss: 0.4080 - accuracy: 0.8086
Epoch 122/150
512/512 [==============================] - 0s 497us/step - loss: 0.4407 - accuracy: 0.7773
Epoch 123/150
512/512 [==============================] - 0s 506us/step - loss: 0.4214 - accuracy: 0.7988
Epoch 124/150
512/512 [==============================] - 0s 506us/step - loss: 0.4139 - accuracy: 0.7988
Epoch 125/150
512/512 [==============================] - 0s 506us/step - loss: 0.3886 - accuracy: 0.8184
Epoch 126/150
512/512 [==============================] - 0s 505us/step - loss: 0.4076 - accuracy: 0.8203
Epoch 127/150
512/512 [==============================] - 0s 506us/step - loss: 0.3948 - accuracy: 0.8164
Epoch 128/150
512/512 [==============================] - 0s 508us/step - loss: 0.3916 - accuracy: 0.8184
Epoch 129/150
512/512 [==============================] - 0s 471us/step - loss: 0.3932 - accuracy: 0.8105
Epoch 130/150
512/512 [==============================] - 0s 505us/step - loss: 0.4072 - accuracy: 0.8164
Epoch 131/150
512/512 [==============================] - 0s 503us/step - loss: 0.3983 - accuracy: 0.8242
Epoch 132/150
512/512 [==============================] - 0s 506us/step - loss: 0.3889 - accuracy: 0.8223
Epoch 133/150
512/512 [==============================] - 0s 503us/step - loss: 0.4000 - accuracy: 0.8184
Epoch 134/150
512/512 [==============================] - 0s 505us/step - loss: 0.3937 - accuracy: 0.8184
Epoch 135/150
512/512 [==============================] - 0s 501us/step - loss: 0.3953 - accuracy: 0.8242
Epoch 136/150
512/512 [==============================] - 0s 495us/step - loss: 0.3960 - accuracy: 0.8301
Epoch 137/150
512/512 [==============================] - 0s 481us/step - loss: 0.3917 - accuracy: 0.8203
Epoch 138/150
512/512 [==============================] - 0s 501us/step - loss: 0.3862 - accuracy: 0.8184
Epoch 139/150
512/512 [==============================] - 0s 501us/step - loss: 0.3886 - accuracy: 0.8262
Epoch 140/150
512/512 [==============================] - 0s 503us/step - loss: 0.3921 - accuracy: 0.8281
Epoch 141/150
512/512 [==============================] - 0s 505us/step - loss: 0.3864 - accuracy: 0.8340
Epoch 142/150
512/512 [==============================] - 0s 505us/step - loss: 0.3804 - accuracy: 0.8359
Epoch 143/150
512/512 [==============================] - 0s 512us/step - loss: 0.3986 - accuracy: 0.8145
Epoch 144/150
512/512 [==============================] - 0s 481us/step - loss: 0.3818 - accuracy: 0.8281
Epoch 145/150
512/512 [==============================] - 0s 506us/step - loss: 0.3832 - accuracy: 0.8262
Epoch 146/150
512/512 [==============================] - 0s 516us/step - loss: 0.3932 - accuracy: 0.8223
Epoch 147/150
512/512 [==============================] - 0s 499us/step - loss: 0.4099 - accuracy: 0.8047
Epoch 148/150
512/512 [==============================] - 0s 497us/step - loss: 0.3980 - accuracy: 0.8105
Epoch 149/150
512/512 [==============================] - 0s 495us/step - loss: 0.3832 - accuracy: 0.8262
Epoch 150/150
512/512 [==============================] - 0s 497us/step - loss: 0.3775 - accuracy: 0.8105
256/256 [==============================] - 1s 3ms/step
Epoch 1/150
512/512 [==============================] - 1s 3ms/step - loss: 1.3475 - accuracy: 0.3496
Epoch 2/150
512/512 [==============================] - 0s 503us/step - loss: 0.7075 - accuracy: 0.4590
Epoch 3/150
512/512 [==============================] - 0s 530us/step - loss: 0.6737 - accuracy: 0.6484
Epoch 4/150
512/512 [==============================] - 0s 522us/step - loss: 0.6625 - accuracy: 0.6738
Epoch 5/150
512/512 [==============================] - 0s 520us/step - loss: 0.6534 - accuracy: 0.6855
Epoch 6/150
512/512 [==============================] - 0s 526us/step - loss: 0.6455 - accuracy: 0.6934
Epoch 7/150
512/512 [==============================] - 0s 528us/step - loss: 0.6370 - accuracy: 0.6875
Epoch 8/150
512/512 [==============================] - 0s 530us/step - loss: 0.6309 - accuracy: 0.6953
Epoch 9/150
512/512 [==============================] - 0s 497us/step - loss: 0.6219 - accuracy: 0.6992
Epoch 10/150
512/512 [==============================] - 0s 532us/step - loss: 0.6156 - accuracy: 0.6895
Epoch 11/150
512/512 [==============================] - 0s 540us/step - loss: 0.6054 - accuracy: 0.7070
Epoch 12/150
512/512 [==============================] - 0s 543us/step - loss: 0.6051 - accuracy: 0.6816
Epoch 13/150
512/512 [==============================] - 0s 538us/step - loss: 0.5969 - accuracy: 0.7012
Epoch 14/150
512/512 [==============================] - 0s 538us/step - loss: 0.6030 - accuracy: 0.7012
Epoch 15/150
512/512 [==============================] - 0s 540us/step - loss: 0.5911 - accuracy: 0.7109
Epoch 16/150
512/512 [==============================] - 0s 499us/step - loss: 0.5899 - accuracy: 0.7188
Epoch 17/150
512/512 [==============================] - 0s 530us/step - loss: 0.5700 - accuracy: 0.7344
Epoch 18/150
512/512 [==============================] - 0s 543us/step - loss: 0.5720 - accuracy: 0.7207
Epoch 19/150
512/512 [==============================] - 0s 530us/step - loss: 0.5615 - accuracy: 0.7266
Epoch 20/150
512/512 [==============================] - 0s 536us/step - loss: 0.5634 - accuracy: 0.7285
Epoch 21/150
512/512 [==============================] - 0s 543us/step - loss: 0.5626 - accuracy: 0.7285
Epoch 22/150
512/512 [==============================] - 0s 547us/step - loss: 0.5593 - accuracy: 0.7207
Epoch 23/150
512/512 [==============================] - 0s 501us/step - loss: 0.5441 - accuracy: 0.7383
Epoch 24/150
512/512 [==============================] - 0s 526us/step - loss: 0.5465 - accuracy: 0.7305
Epoch 25/150
512/512 [==============================] - 0s 538us/step - loss: 0.5286 - accuracy: 0.7402
Epoch 26/150
512/512 [==============================] - 0s 542us/step - loss: 0.5317 - accuracy: 0.7422
Epoch 27/150
512/512 [==============================] - 0s 534us/step - loss: 0.5266 - accuracy: 0.7402
Epoch 28/150
512/512 [==============================] - 0s 532us/step - loss: 0.5429 - accuracy: 0.7422
Epoch 29/150
512/512 [==============================] - 0s 534us/step - loss: 0.5137 - accuracy: 0.7500
Epoch 30/150
512/512 [==============================] - 0s 512us/step - loss: 0.5035 - accuracy: 0.7520
Epoch 31/150
512/512 [==============================] - 0s 516us/step - loss: 0.5149 - accuracy: 0.7402
Epoch 32/150
512/512 [==============================] - 0s 542us/step - loss: 0.4997 - accuracy: 0.7520
Epoch 33/150
512/512 [==============================] - 0s 534us/step - loss: 0.5187 - accuracy: 0.74020s - loss: 0.5237 - accuracy: 
Epoch 34/150
512/512 [==============================] - 0s 530us/step - loss: 0.5005 - accuracy: 0.7520
Epoch 35/150
512/512 [==============================] - 0s 534us/step - loss: 0.5154 - accuracy: 0.7559
Epoch 36/150
512/512 [==============================] - 0s 538us/step - loss: 0.5120 - accuracy: 0.7324
Epoch 37/150
512/512 [==============================] - 0s 512us/step - loss: 0.5054 - accuracy: 0.7441
Epoch 38/150
512/512 [==============================] - 0s 505us/step - loss: 0.4975 - accuracy: 0.7676
Epoch 39/150
512/512 [==============================] - 0s 532us/step - loss: 0.4783 - accuracy: 0.7754
Epoch 40/150
512/512 [==============================] - 0s 532us/step - loss: 0.5022 - accuracy: 0.7578
Epoch 41/150
512/512 [==============================] - 0s 532us/step - loss: 0.4947 - accuracy: 0.7520
Epoch 42/150
512/512 [==============================] - 0s 524us/step - loss: 0.4817 - accuracy: 0.7793
Epoch 43/150
512/512 [==============================] - 0s 536us/step - loss: 0.4838 - accuracy: 0.7637
Epoch 44/150
512/512 [==============================] - 0s 530us/step - loss: 0.4801 - accuracy: 0.7637
Epoch 45/150
512/512 [==============================] - 0s 499us/step - loss: 0.4773 - accuracy: 0.7734
Epoch 46/150
512/512 [==============================] - 0s 536us/step - loss: 0.4716 - accuracy: 0.7734
Epoch 47/150
512/512 [==============================] - 0s 540us/step - loss: 0.4715 - accuracy: 0.7676
Epoch 48/150
512/512 [==============================] - 0s 549us/step - loss: 0.4846 - accuracy: 0.7734
Epoch 49/150
512/512 [==============================] - 0s 547us/step - loss: 0.4725 - accuracy: 0.7988
Epoch 50/150
512/512 [==============================] - 0s 540us/step - loss: 0.4751 - accuracy: 0.7793
Epoch 51/150
512/512 [==============================] - 0s 518us/step - loss: 0.4557 - accuracy: 0.7930
Epoch 52/150
512/512 [==============================] - 0s 483us/step - loss: 0.5398 - accuracy: 0.7246
Epoch 53/150
512/512 [==============================] - 0s 526us/step - loss: 0.4790 - accuracy: 0.7891
Epoch 54/150
512/512 [==============================] - 0s 538us/step - loss: 0.4641 - accuracy: 0.7871
Epoch 55/150
512/512 [==============================] - 0s 534us/step - loss: 0.4649 - accuracy: 0.78910s - loss: 0.4623 - accuracy
Epoch 56/150
512/512 [==============================] - 0s 542us/step - loss: 0.4632 - accuracy: 0.79300s - loss: 0.4654 - accuracy: 
Epoch 57/150
512/512 [==============================] - 0s 540us/step - loss: 0.4489 - accuracy: 0.7930
Epoch 58/150
512/512 [==============================] - 0s 528us/step - loss: 0.4508 - accuracy: 0.7910
Epoch 59/150
512/512 [==============================] - 0s 505us/step - loss: 0.4521 - accuracy: 0.7930
Epoch 60/150
512/512 [==============================] - 0s 532us/step - loss: 0.4420 - accuracy: 0.8066
Epoch 61/150
512/512 [==============================] - 0s 526us/step - loss: 0.4471 - accuracy: 0.7773
Epoch 62/150
512/512 [==============================] - 0s 514us/step - loss: 0.4518 - accuracy: 0.7891
Epoch 63/150
512/512 [==============================] - 0s 532us/step - loss: 0.4640 - accuracy: 0.7852
Epoch 64/150
512/512 [==============================] - 0s 538us/step - loss: 0.4556 - accuracy: 0.7930
Epoch 65/150
512/512 [==============================] - 0s 520us/step - loss: 0.4451 - accuracy: 0.7832
Epoch 66/150
512/512 [==============================] - 0s 514us/step - loss: 0.4287 - accuracy: 0.8027
Epoch 67/150
512/512 [==============================] - 0s 510us/step - loss: 0.4487 - accuracy: 0.8027
Epoch 68/150
512/512 [==============================] - 0s 542us/step - loss: 0.4236 - accuracy: 0.8145
Epoch 69/150
512/512 [==============================] - 0s 526us/step - loss: 0.4368 - accuracy: 0.8027
Epoch 70/150
512/512 [==============================] - 0s 526us/step - loss: 0.4675 - accuracy: 0.7949
Epoch 71/150
512/512 [==============================] - 0s 524us/step - loss: 0.4364 - accuracy: 0.8027
Epoch 72/150
512/512 [==============================] - 0s 532us/step - loss: 0.4322 - accuracy: 0.8027
Epoch 73/150
512/512 [==============================] - 0s 532us/step - loss: 0.4447 - accuracy: 0.7891
Epoch 74/150
512/512 [==============================] - 0s 499us/step - loss: 0.4336 - accuracy: 0.8164
Epoch 75/150
512/512 [==============================] - 0s 532us/step - loss: 0.4295 - accuracy: 0.8086
Epoch 76/150
512/512 [==============================] - 0s 538us/step - loss: 0.4604 - accuracy: 0.7812
Epoch 77/150
512/512 [==============================] - 0s 538us/step - loss: 0.4241 - accuracy: 0.8203
Epoch 78/150
512/512 [==============================] - 0s 542us/step - loss: 0.4469 - accuracy: 0.7930
Epoch 79/150
512/512 [==============================] - 0s 545us/step - loss: 0.4314 - accuracy: 0.8008
Epoch 80/150
512/512 [==============================] - 0s 532us/step - loss: 0.4298 - accuracy: 0.8066
Epoch 81/150
512/512 [==============================] - 0s 503us/step - loss: 0.4209 - accuracy: 0.8047
Epoch 82/150
512/512 [==============================] - 0s 530us/step - loss: 0.4143 - accuracy: 0.8125
Epoch 83/150
512/512 [==============================] - 0s 534us/step - loss: 0.4413 - accuracy: 0.7988
Epoch 84/150
512/512 [==============================] - 0s 532us/step - loss: 0.4433 - accuracy: 0.8008
Epoch 85/150
512/512 [==============================] - 0s 530us/step - loss: 0.4356 - accuracy: 0.7988
Epoch 86/150
512/512 [==============================] - 0s 534us/step - loss: 0.4407 - accuracy: 0.7988
Epoch 87/150
512/512 [==============================] - 0s 540us/step - loss: 0.4258 - accuracy: 0.8066
Epoch 88/150
512/512 [==============================] - 0s 508us/step - loss: 0.4131 - accuracy: 0.8145
Epoch 89/150
512/512 [==============================] - 0s 518us/step - loss: 0.4230 - accuracy: 0.8066
Epoch 90/150
512/512 [==============================] - 0s 534us/step - loss: 0.4349 - accuracy: 0.8105
Epoch 91/150
512/512 [==============================] - 0s 534us/step - loss: 0.4107 - accuracy: 0.8105
Epoch 92/150
512/512 [==============================] - 0s 528us/step - loss: 0.4105 - accuracy: 0.8125
Epoch 93/150
512/512 [==============================] - 0s 526us/step - loss: 0.4374 - accuracy: 0.7988
Epoch 94/150
512/512 [==============================] - 0s 538us/step - loss: 0.4077 - accuracy: 0.8027
Epoch 95/150
512/512 [==============================] - 0s 503us/step - loss: 0.4096 - accuracy: 0.8223
Epoch 96/150
512/512 [==============================] - 0s 522us/step - loss: 0.4015 - accuracy: 0.8164
Epoch 97/150
512/512 [==============================] - 0s 536us/step - loss: 0.4144 - accuracy: 0.8145
Epoch 98/150
512/512 [==============================] - 0s 536us/step - loss: 0.4213 - accuracy: 0.7969
Epoch 99/150
512/512 [==============================] - 0s 538us/step - loss: 0.4138 - accuracy: 0.8145
Epoch 100/150
512/512 [==============================] - 0s 534us/step - loss: 0.4138 - accuracy: 0.8164
Epoch 101/150
512/512 [==============================] - 0s 536us/step - loss: 0.3996 - accuracy: 0.8223
Epoch 102/150
512/512 [==============================] - 0s 528us/step - loss: 0.4035 - accuracy: 0.8125
Epoch 103/150
512/512 [==============================] - 0s 528us/step - loss: 0.3999 - accuracy: 0.8242
Epoch 104/150
512/512 [==============================] - 0s 557us/step - loss: 0.4042 - accuracy: 0.8184
Epoch 105/150
512/512 [==============================] - 0s 540us/step - loss: 0.4046 - accuracy: 0.8125
Epoch 106/150
512/512 [==============================] - 0s 534us/step - loss: 0.3817 - accuracy: 0.8301
Epoch 107/150
512/512 [==============================] - 0s 542us/step - loss: 0.3922 - accuracy: 0.8301
Epoch 108/150
512/512 [==============================] - 0s 540us/step - loss: 0.4065 - accuracy: 0.8066
Epoch 109/150
512/512 [==============================] - 0s 528us/step - loss: 0.4057 - accuracy: 0.8047
Epoch 110/150
512/512 [==============================] - 0s 493us/step - loss: 0.3792 - accuracy: 0.8262
Epoch 111/150
512/512 [==============================] - 0s 534us/step - loss: 0.3800 - accuracy: 0.8359
Epoch 112/150
512/512 [==============================] - 0s 542us/step - loss: 0.4197 - accuracy: 0.8008
Epoch 113/150
512/512 [==============================] - 0s 536us/step - loss: 0.3871 - accuracy: 0.8301
Epoch 114/150
512/512 [==============================] - 0s 536us/step - loss: 0.3898 - accuracy: 0.8164
Epoch 115/150
512/512 [==============================] - 0s 528us/step - loss: 0.4009 - accuracy: 0.8086
Epoch 116/150
512/512 [==============================] - 0s 528us/step - loss: 0.3953 - accuracy: 0.8164
Epoch 117/150
512/512 [==============================] - 0s 497us/step - loss: 0.4161 - accuracy: 0.8145
Epoch 118/150
512/512 [==============================] - 0s 538us/step - loss: 0.3822 - accuracy: 0.8262
Epoch 119/150
512/512 [==============================] - 0s 524us/step - loss: 0.3987 - accuracy: 0.8145
Epoch 120/150
512/512 [==============================] - 0s 536us/step - loss: 0.3967 - accuracy: 0.8223
Epoch 121/150
512/512 [==============================] - 0s 532us/step - loss: 0.3856 - accuracy: 0.8145
Epoch 122/150
512/512 [==============================] - 0s 538us/step - loss: 0.3968 - accuracy: 0.8125
Epoch 123/150
512/512 [==============================] - 0s 540us/step - loss: 0.3878 - accuracy: 0.8203
Epoch 124/150
512/512 [==============================] - 0s 505us/step - loss: 0.3786 - accuracy: 0.8281
Epoch 125/150
512/512 [==============================] - 0s 510us/step - loss: 0.3721 - accuracy: 0.8262
Epoch 126/150
512/512 [==============================] - 0s 532us/step - loss: 0.3636 - accuracy: 0.8418
Epoch 127/150
512/512 [==============================] - 0s 534us/step - loss: 0.3687 - accuracy: 0.8457
Epoch 128/150
512/512 [==============================] - 0s 530us/step - loss: 0.3754 - accuracy: 0.8125
Epoch 129/150
512/512 [==============================] - 0s 538us/step - loss: 0.3670 - accuracy: 0.8340
Epoch 130/150
512/512 [==============================] - 0s 538us/step - loss: 0.4580 - accuracy: 0.8066
Epoch 131/150
512/512 [==============================] - 0s 526us/step - loss: 0.4416 - accuracy: 0.7930
Epoch 132/150
512/512 [==============================] - 0s 508us/step - loss: 0.4274 - accuracy: 0.8086
Epoch 133/150
512/512 [==============================] - 0s 542us/step - loss: 0.4232 - accuracy: 0.7852
Epoch 134/150
512/512 [==============================] - 0s 542us/step - loss: 0.4189 - accuracy: 0.8008
Epoch 135/150
512/512 [==============================] - 0s 526us/step - loss: 0.3774 - accuracy: 0.8281
Epoch 136/150
512/512 [==============================] - 0s 534us/step - loss: 0.3677 - accuracy: 0.8262
Epoch 137/150
512/512 [==============================] - 0s 534us/step - loss: 0.3796 - accuracy: 0.8242
Epoch 138/150
512/512 [==============================] - 0s 524us/step - loss: 0.3825 - accuracy: 0.8301
Epoch 139/150
512/512 [==============================] - 0s 499us/step - loss: 0.3642 - accuracy: 0.8438
Epoch 140/150
512/512 [==============================] - 0s 538us/step - loss: 0.3635 - accuracy: 0.8438
Epoch 141/150
512/512 [==============================] - 0s 538us/step - loss: 0.3613 - accuracy: 0.8262
Epoch 142/150
512/512 [==============================] - 0s 534us/step - loss: 0.3681 - accuracy: 0.8281
Epoch 143/150
512/512 [==============================] - 0s 534us/step - loss: 0.3512 - accuracy: 0.8359
Epoch 144/150
512/512 [==============================] - 0s 542us/step - loss: 0.3441 - accuracy: 0.8496
Epoch 145/150
512/512 [==============================] - 0s 530us/step - loss: 0.3350 - accuracy: 0.8379
Epoch 146/150
512/512 [==============================] - 0s 499us/step - loss: 0.3868 - accuracy: 0.8242
Epoch 147/150
512/512 [==============================] - 0s 528us/step - loss: 0.3656 - accuracy: 0.8438
Epoch 148/150
512/512 [==============================] - 0s 532us/step - loss: 0.3643 - accuracy: 0.8242
Epoch 149/150
512/512 [==============================] - 0s 540us/step - loss: 0.3468 - accuracy: 0.8438
Epoch 150/150
512/512 [==============================] - 0s 542us/step - loss: 0.3534 - accuracy: 0.8438
256/256 [==============================] - 1s 3ms/step
0.7096354166666666
In [23]:
# 改变神经网络结构,(加深,加宽),看看什么结构对模型性能有较大影响。
# 加宽
def create_model_2():
    # create model
    model = Sequential()
    model.add(Dense(24, input_dim=8, activation='relu'))
    model.add(Dense(16, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    # Compile model
    model.compile(loss='binary_crossentropy',
                  optimizer='adam',
                  metrics=['accuracy'])
    return model
model = KerasClassifier(build_fn=create_model_2,
                        epochs=150,
                        batch_size=10)
kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
512/512 [==============================] - 1s 1ms/step - loss: 5.0752 - accuracy: 0.5195
Epoch 2/150
512/512 [==============================] - 0s 240us/step - loss: 0.8875 - accuracy: 0.5586
Epoch 3/150
512/512 [==============================] - 0s 255us/step - loss: 0.7887 - accuracy: 0.6094
Epoch 4/150
512/512 [==============================] - 0s 218us/step - loss: 0.7382 - accuracy: 0.6348
Epoch 5/150
512/512 [==============================] - 0s 228us/step - loss: 0.7158 - accuracy: 0.6680
Epoch 6/150
512/512 [==============================] - 0s 255us/step - loss: 0.6779 - accuracy: 0.65820s - loss: 0.6901 - accuracy: 0.
Epoch 7/150
512/512 [==============================] - 0s 220us/step - loss: 0.6450 - accuracy: 0.6699
Epoch 8/150
512/512 [==============================] - 0s 230us/step - loss: 0.6472 - accuracy: 0.6719
Epoch 9/150
512/512 [==============================] - 0s 224us/step - loss: 0.6415 - accuracy: 0.6738
Epoch 10/150
512/512 [==============================] - 0s 228us/step - loss: 0.6329 - accuracy: 0.6758
Epoch 11/150
512/512 [==============================] - 0s 226us/step - loss: 0.6445 - accuracy: 0.6777
Epoch 12/150
512/512 [==============================] - 0s 218us/step - loss: 0.6141 - accuracy: 0.7051
Epoch 13/150
512/512 [==============================] - 0s 240us/step - loss: 0.6111 - accuracy: 0.7188
Epoch 14/150
512/512 [==============================] - 0s 249us/step - loss: 0.6004 - accuracy: 0.6953
Epoch 15/150
512/512 [==============================] - 0s 238us/step - loss: 0.6112 - accuracy: 0.6816
Epoch 16/150
512/512 [==============================] - 0s 228us/step - loss: 0.6038 - accuracy: 0.7070
Epoch 17/150
512/512 [==============================] - 0s 226us/step - loss: 0.5799 - accuracy: 0.7051
Epoch 18/150
512/512 [==============================] - 0s 226us/step - loss: 0.6118 - accuracy: 0.6895
Epoch 19/150
512/512 [==============================] - 0s 214us/step - loss: 0.5707 - accuracy: 0.7090
Epoch 20/150
512/512 [==============================] - 0s 201us/step - loss: 0.5852 - accuracy: 0.6953
Epoch 21/150
512/512 [==============================] - 0s 199us/step - loss: 0.6140 - accuracy: 0.7031
Epoch 22/150
512/512 [==============================] - 0s 226us/step - loss: 0.5913 - accuracy: 0.7148
Epoch 23/150
512/512 [==============================] - 0s 220us/step - loss: 0.5675 - accuracy: 0.6992
Epoch 24/150
512/512 [==============================] - 0s 222us/step - loss: 0.6486 - accuracy: 0.6836
Epoch 25/150
512/512 [==============================] - 0s 222us/step - loss: 0.5468 - accuracy: 0.7090
Epoch 26/150
512/512 [==============================] - 0s 222us/step - loss: 0.5586 - accuracy: 0.7227
Epoch 27/150
512/512 [==============================] - 0s 222us/step - loss: 0.5527 - accuracy: 0.7207
Epoch 28/150
512/512 [==============================] - 0s 216us/step - loss: 0.5626 - accuracy: 0.7246
Epoch 29/150
512/512 [==============================] - 0s 218us/step - loss: 0.5552 - accuracy: 0.7129
Epoch 30/150
512/512 [==============================] - 0s 222us/step - loss: 0.5417 - accuracy: 0.7285
Epoch 31/150
512/512 [==============================] - 0s 232us/step - loss: 0.5545 - accuracy: 0.7031
Epoch 32/150
512/512 [==============================] - 0s 230us/step - loss: 0.5318 - accuracy: 0.7500
Epoch 33/150
512/512 [==============================] - 0s 222us/step - loss: 0.5293 - accuracy: 0.7305
Epoch 34/150
512/512 [==============================] - 0s 218us/step - loss: 0.5478 - accuracy: 0.7188
Epoch 35/150
512/512 [==============================] - 0s 218us/step - loss: 0.5401 - accuracy: 0.7051
Epoch 36/150
512/512 [==============================] - 0s 206us/step - loss: 0.5341 - accuracy: 0.7305
Epoch 37/150
512/512 [==============================] - 0s 201us/step - loss: 0.5151 - accuracy: 0.7559
Epoch 38/150
512/512 [==============================] - 0s 197us/step - loss: 0.5285 - accuracy: 0.7305
Epoch 39/150
512/512 [==============================] - 0s 216us/step - loss: 0.5539 - accuracy: 0.7109
Epoch 40/150
512/512 [==============================] - 0s 218us/step - loss: 0.5259 - accuracy: 0.7129
Epoch 41/150
512/512 [==============================] - 0s 220us/step - loss: 0.5210 - accuracy: 0.7344
Epoch 42/150
512/512 [==============================] - 0s 234us/step - loss: 0.5275 - accuracy: 0.7422
Epoch 43/150
512/512 [==============================] - 0s 230us/step - loss: 0.5399 - accuracy: 0.7559
Epoch 44/150
512/512 [==============================] - 0s 236us/step - loss: 0.5579 - accuracy: 0.7070
Epoch 45/150
512/512 [==============================] - 0s 236us/step - loss: 0.5199 - accuracy: 0.7441
Epoch 46/150
512/512 [==============================] - 0s 243us/step - loss: 0.5216 - accuracy: 0.7402
Epoch 47/150
512/512 [==============================] - 0s 245us/step - loss: 0.5403 - accuracy: 0.7227
Epoch 48/150
512/512 [==============================] - 0s 228us/step - loss: 0.5157 - accuracy: 0.7441
Epoch 49/150
512/512 [==============================] - 0s 222us/step - loss: 0.5369 - accuracy: 0.7461
Epoch 50/150
512/512 [==============================] - 0s 247us/step - loss: 0.5115 - accuracy: 0.7559
Epoch 51/150
512/512 [==============================] - 0s 245us/step - loss: 0.4958 - accuracy: 0.7461
Epoch 52/150
512/512 [==============================] - 0s 240us/step - loss: 0.4998 - accuracy: 0.7734
Epoch 53/150
512/512 [==============================] - 0s 216us/step - loss: 0.5147 - accuracy: 0.7129
Epoch 54/150
512/512 [==============================] - 0s 214us/step - loss: 0.5344 - accuracy: 0.7285
Epoch 55/150
512/512 [==============================] - 0s 226us/step - loss: 0.5027 - accuracy: 0.7578
Epoch 56/150
512/512 [==============================] - 0s 271us/step - loss: 0.5222 - accuracy: 0.7539
Epoch 57/150
512/512 [==============================] - 0s 261us/step - loss: 0.5144 - accuracy: 0.7422
Epoch 58/150
512/512 [==============================] - 0s 263us/step - loss: 0.5016 - accuracy: 0.7598
Epoch 59/150
512/512 [==============================] - 0s 261us/step - loss: 0.5398 - accuracy: 0.7344
Epoch 60/150
512/512 [==============================] - 0s 238us/step - loss: 0.4962 - accuracy: 0.7656
Epoch 61/150
512/512 [==============================] - 0s 238us/step - loss: 0.5053 - accuracy: 0.7520
Epoch 62/150
512/512 [==============================] - 0s 263us/step - loss: 0.5334 - accuracy: 0.7148
Epoch 63/150
512/512 [==============================] - 0s 238us/step - loss: 0.4883 - accuracy: 0.7559
Epoch 64/150
512/512 [==============================] - 0s 240us/step - loss: 0.5192 - accuracy: 0.7344
Epoch 65/150
512/512 [==============================] - 0s 251us/step - loss: 0.4961 - accuracy: 0.7578
Epoch 66/150
512/512 [==============================] - 0s 240us/step - loss: 0.5169 - accuracy: 0.7266
Epoch 67/150
512/512 [==============================] - 0s 230us/step - loss: 0.5005 - accuracy: 0.7480
Epoch 68/150
512/512 [==============================] - 0s 228us/step - loss: 0.4811 - accuracy: 0.7637
Epoch 69/150
512/512 [==============================] - 0s 212us/step - loss: 0.5094 - accuracy: 0.7520
Epoch 70/150
512/512 [==============================] - 0s 197us/step - loss: 0.4892 - accuracy: 0.7578
Epoch 71/150
512/512 [==============================] - 0s 220us/step - loss: 0.4745 - accuracy: 0.7812
Epoch 72/150
512/512 [==============================] - 0s 243us/step - loss: 0.4834 - accuracy: 0.7598
Epoch 73/150
512/512 [==============================] - 0s 243us/step - loss: 0.4805 - accuracy: 0.7637
Epoch 74/150
512/512 [==============================] - 0s 238us/step - loss: 0.5084 - accuracy: 0.7656
Epoch 75/150
512/512 [==============================] - 0s 243us/step - loss: 0.5061 - accuracy: 0.75000s - loss: 0.5268 - accuracy: 0.73
Epoch 76/150
512/512 [==============================] - 0s 245us/step - loss: 0.4664 - accuracy: 0.7812
Epoch 77/150
512/512 [==============================] - 0s 234us/step - loss: 0.5055 - accuracy: 0.7578
Epoch 78/150
512/512 [==============================] - 0s 236us/step - loss: 0.4861 - accuracy: 0.7598
Epoch 79/150
512/512 [==============================] - 0s 224us/step - loss: 0.4885 - accuracy: 0.7793
Epoch 80/150
512/512 [==============================] - 0s 220us/step - loss: 0.5030 - accuracy: 0.7715
Epoch 81/150
512/512 [==============================] - 0s 214us/step - loss: 0.4940 - accuracy: 0.7617
Epoch 82/150
512/512 [==============================] - 0s 261us/step - loss: 0.4742 - accuracy: 0.7754
Epoch 83/150
512/512 [==============================] - 0s 224us/step - loss: 0.4807 - accuracy: 0.7637
Epoch 84/150
512/512 [==============================] - 0s 251us/step - loss: 0.4798 - accuracy: 0.7656
Epoch 85/150
512/512 [==============================] - 0s 240us/step - loss: 0.4756 - accuracy: 0.7695
Epoch 86/150
512/512 [==============================] - 0s 214us/step - loss: 0.4786 - accuracy: 0.7559
Epoch 87/150
512/512 [==============================] - 0s 220us/step - loss: 0.4719 - accuracy: 0.7930
Epoch 88/150
512/512 [==============================] - 0s 216us/step - loss: 0.4695 - accuracy: 0.7637
Epoch 89/150
512/512 [==============================] - 0s 220us/step - loss: 0.4747 - accuracy: 0.7793
Epoch 90/150
512/512 [==============================] - 0s 224us/step - loss: 0.4616 - accuracy: 0.7793
Epoch 91/150
512/512 [==============================] - 0s 218us/step - loss: 0.5225 - accuracy: 0.7441
Epoch 92/150
512/512 [==============================] - 0s 224us/step - loss: 0.4897 - accuracy: 0.7598
Epoch 93/150
512/512 [==============================] - 0s 226us/step - loss: 0.4813 - accuracy: 0.7617
Epoch 94/150
512/512 [==============================] - 0s 224us/step - loss: 0.4880 - accuracy: 0.7598
Epoch 95/150
512/512 [==============================] - 0s 224us/step - loss: 0.4678 - accuracy: 0.8008
Epoch 96/150
512/512 [==============================] - 0s 236us/step - loss: 0.4882 - accuracy: 0.7598
Epoch 97/150
512/512 [==============================] - 0s 224us/step - loss: 0.4634 - accuracy: 0.7891
Epoch 98/150
512/512 [==============================] - 0s 224us/step - loss: 0.4950 - accuracy: 0.7637
Epoch 99/150
512/512 [==============================] - 0s 224us/step - loss: 0.4954 - accuracy: 0.7520
Epoch 100/150
512/512 [==============================] - 0s 220us/step - loss: 0.4719 - accuracy: 0.7656
Epoch 101/150
512/512 [==============================] - 0s 205us/step - loss: 0.4757 - accuracy: 0.7773
Epoch 102/150
512/512 [==============================] - 0s 203us/step - loss: 0.4623 - accuracy: 0.7832
Epoch 103/150
512/512 [==============================] - 0s 199us/step - loss: 0.4609 - accuracy: 0.7773
Epoch 104/150
512/512 [==============================] - 0s 214us/step - loss: 0.4627 - accuracy: 0.7715
Epoch 105/150
512/512 [==============================] - 0s 224us/step - loss: 0.4710 - accuracy: 0.7734
Epoch 106/150
512/512 [==============================] - 0s 228us/step - loss: 0.4792 - accuracy: 0.7793
Epoch 107/150
512/512 [==============================] - 0s 226us/step - loss: 0.4640 - accuracy: 0.7715
Epoch 108/150
512/512 [==============================] - 0s 222us/step - loss: 0.4626 - accuracy: 0.7598
Epoch 109/150
512/512 [==============================] - 0s 224us/step - loss: 0.4556 - accuracy: 0.7930
Epoch 110/150
512/512 [==============================] - 0s 226us/step - loss: 0.4638 - accuracy: 0.7773
Epoch 111/150
512/512 [==============================] - 0s 222us/step - loss: 0.4642 - accuracy: 0.7832
Epoch 112/150
512/512 [==============================] - 0s 226us/step - loss: 0.4640 - accuracy: 0.7715
Epoch 113/150
512/512 [==============================] - 0s 224us/step - loss: 0.4607 - accuracy: 0.7910
Epoch 114/150
512/512 [==============================] - 0s 226us/step - loss: 0.4660 - accuracy: 0.7793
Epoch 115/150
512/512 [==============================] - 0s 226us/step - loss: 0.4612 - accuracy: 0.7695
Epoch 116/150
512/512 [==============================] - 0s 222us/step - loss: 0.4643 - accuracy: 0.7695
Epoch 117/150
512/512 [==============================] - 0s 222us/step - loss: 0.4784 - accuracy: 0.7637
Epoch 118/150
512/512 [==============================] - 0s 208us/step - loss: 0.4667 - accuracy: 0.7578
Epoch 119/150
512/512 [==============================] - 0s 201us/step - loss: 0.4609 - accuracy: 0.7871
Epoch 120/150
512/512 [==============================] - 0s 210us/step - loss: 0.4621 - accuracy: 0.7793
Epoch 121/150
512/512 [==============================] - 0s 228us/step - loss: 0.5003 - accuracy: 0.7559
Epoch 122/150
512/512 [==============================] - 0s 243us/step - loss: 0.4680 - accuracy: 0.7578
Epoch 123/150
512/512 [==============================] - 0s 238us/step - loss: 0.4587 - accuracy: 0.7754
Epoch 124/150
512/512 [==============================] - 0s 234us/step - loss: 0.4364 - accuracy: 0.7910
Epoch 125/150
512/512 [==============================] - 0s 236us/step - loss: 0.4420 - accuracy: 0.7969
Epoch 126/150
512/512 [==============================] - 0s 238us/step - loss: 0.4392 - accuracy: 0.7852
Epoch 127/150
512/512 [==============================] - 0s 226us/step - loss: 0.4536 - accuracy: 0.7656
Epoch 128/150
512/512 [==============================] - 0s 226us/step - loss: 0.4560 - accuracy: 0.7852
Epoch 129/150
512/512 [==============================] - 0s 226us/step - loss: 0.4666 - accuracy: 0.7773
Epoch 130/150
512/512 [==============================] - 0s 224us/step - loss: 0.4577 - accuracy: 0.7832
Epoch 131/150
512/512 [==============================] - 0s 228us/step - loss: 0.4619 - accuracy: 0.7793
Epoch 132/150
512/512 [==============================] - 0s 226us/step - loss: 0.4714 - accuracy: 0.7539
Epoch 133/150
512/512 [==============================] - 0s 232us/step - loss: 0.4618 - accuracy: 0.7832
Epoch 134/150
512/512 [==============================] - 0s 222us/step - loss: 0.4576 - accuracy: 0.7617
Epoch 135/150
512/512 [==============================] - 0s 205us/step - loss: 0.4430 - accuracy: 0.7930
Epoch 136/150
512/512 [==============================] - 0s 199us/step - loss: 0.4687 - accuracy: 0.7891
Epoch 137/150
512/512 [==============================] - 0s 224us/step - loss: 0.4479 - accuracy: 0.7676
Epoch 138/150
512/512 [==============================] - ETA: 0s - loss: 0.4447 - accuracy: 0.81 - 0s 220us/step - loss: 0.4432 - accuracy: 0.8086
Epoch 139/150
512/512 [==============================] - 0s 226us/step - loss: 0.4517 - accuracy: 0.7832
Epoch 140/150
512/512 [==============================] - 0s 234us/step - loss: 0.4390 - accuracy: 0.8008
Epoch 141/150
512/512 [==============================] - 0s 226us/step - loss: 0.4374 - accuracy: 0.7754
Epoch 142/150
512/512 [==============================] - 0s 226us/step - loss: 0.4465 - accuracy: 0.7871
Epoch 143/150
512/512 [==============================] - 0s 226us/step - loss: 0.4347 - accuracy: 0.7949
Epoch 144/150
512/512 [==============================] - 0s 228us/step - loss: 0.4721 - accuracy: 0.7676
Epoch 145/150
512/512 [==============================] - 0s 228us/step - loss: 0.4398 - accuracy: 0.7715
Epoch 146/150
512/512 [==============================] - 0s 226us/step - loss: 0.4412 - accuracy: 0.7793
Epoch 147/150
512/512 [==============================] - 0s 224us/step - loss: 0.4347 - accuracy: 0.8008
Epoch 148/150
512/512 [==============================] - 0s 228us/step - loss: 0.4524 - accuracy: 0.8027
Epoch 149/150
512/512 [==============================] - 0s 222us/step - loss: 0.4429 - accuracy: 0.7871
Epoch 150/150
512/512 [==============================] - 0s 222us/step - loss: 0.4513 - accuracy: 0.7891
256/256 [==============================] - 0s 1ms/step
Epoch 1/150
512/512 [==============================] - 1s 1ms/step - loss: 1.5488 - accuracy: 0.4863
Epoch 2/150
512/512 [==============================] - 0s 265us/step - loss: 0.8803 - accuracy: 0.5547
Epoch 3/150
512/512 [==============================] - 0s 251us/step - loss: 0.6691 - accuracy: 0.6582
Epoch 4/150
512/512 [==============================] - 0s 224us/step - loss: 0.6169 - accuracy: 0.6680
Epoch 5/150
512/512 [==============================] - 0s 228us/step - loss: 0.6530 - accuracy: 0.6602
Epoch 6/150
512/512 [==============================] - 0s 261us/step - loss: 0.6207 - accuracy: 0.6855
Epoch 7/150
512/512 [==============================] - 0s 282us/step - loss: 0.5615 - accuracy: 0.7188
Epoch 8/150
512/512 [==============================] - 0s 275us/step - loss: 0.6058 - accuracy: 0.7070
Epoch 9/150
512/512 [==============================] - 0s 240us/step - loss: 0.6179 - accuracy: 0.6934
Epoch 10/150
512/512 [==============================] - 0s 230us/step - loss: 0.5600 - accuracy: 0.7070
Epoch 11/150
512/512 [==============================] - 0s 224us/step - loss: 0.5797 - accuracy: 0.7148
Epoch 12/150
512/512 [==============================] - 0s 181us/step - loss: 0.5703 - accuracy: 0.7188
Epoch 13/150
512/512 [==============================] - 0s 201us/step - loss: 0.5692 - accuracy: 0.7051
Epoch 14/150
512/512 [==============================] - 0s 187us/step - loss: 0.5693 - accuracy: 0.7207
Epoch 15/150
512/512 [==============================] - 0s 203us/step - loss: 0.5496 - accuracy: 0.7012
Epoch 16/150
512/512 [==============================] - 0s 216us/step - loss: 0.5479 - accuracy: 0.7461
Epoch 17/150
512/512 [==============================] - 0s 218us/step - loss: 0.5539 - accuracy: 0.7266
Epoch 18/150
512/512 [==============================] - 0s 224us/step - loss: 0.5681 - accuracy: 0.7051
Epoch 19/150
512/512 [==============================] - 0s 232us/step - loss: 0.5757 - accuracy: 0.7109
Epoch 20/150
512/512 [==============================] - 0s 265us/step - loss: 0.5281 - accuracy: 0.7402
Epoch 21/150
512/512 [==============================] - 0s 228us/step - loss: 0.5675 - accuracy: 0.7207
Epoch 22/150
512/512 [==============================] - 0s 224us/step - loss: 0.5463 - accuracy: 0.7246
Epoch 23/150
512/512 [==============================] - 0s 214us/step - loss: 0.5319 - accuracy: 0.7324
Epoch 24/150
512/512 [==============================] - 0s 222us/step - loss: 0.5581 - accuracy: 0.7227
Epoch 25/150
512/512 [==============================] - 0s 218us/step - loss: 0.5228 - accuracy: 0.7402
Epoch 26/150
512/512 [==============================] - 0s 216us/step - loss: 0.5271 - accuracy: 0.7422
Epoch 27/150
512/512 [==============================] - 0s 220us/step - loss: 0.5362 - accuracy: 0.7344
Epoch 28/150
512/512 [==============================] - 0s 220us/step - loss: 0.5184 - accuracy: 0.7422
Epoch 29/150
512/512 [==============================] - 0s 191us/step - loss: 0.5448 - accuracy: 0.7168
Epoch 30/150
512/512 [==============================] - 0s 191us/step - loss: 0.5365 - accuracy: 0.7246
Epoch 31/150
512/512 [==============================] - 0s 199us/step - loss: 0.5518 - accuracy: 0.7090
Epoch 32/150
512/512 [==============================] - 0s 216us/step - loss: 0.5729 - accuracy: 0.7090
Epoch 33/150
512/512 [==============================] - 0s 222us/step - loss: 0.5266 - accuracy: 0.7559
Epoch 34/150
512/512 [==============================] - 0s 218us/step - loss: 0.5042 - accuracy: 0.7461
Epoch 35/150
512/512 [==============================] - 0s 220us/step - loss: 0.5233 - accuracy: 0.7676
Epoch 36/150
512/512 [==============================] - 0s 234us/step - loss: 0.5197 - accuracy: 0.7285
Epoch 37/150
512/512 [==============================] - 0s 224us/step - loss: 0.5256 - accuracy: 0.7559
Epoch 38/150
512/512 [==============================] - 0s 216us/step - loss: 0.5266 - accuracy: 0.7539
Epoch 39/150
512/512 [==============================] - 0s 230us/step - loss: 0.5463 - accuracy: 0.7383
Epoch 40/150
512/512 [==============================] - 0s 216us/step - loss: 0.5369 - accuracy: 0.7461
Epoch 41/150
512/512 [==============================] - 0s 222us/step - loss: 0.5348 - accuracy: 0.7422
Epoch 42/150
512/512 [==============================] - 0s 224us/step - loss: 0.5064 - accuracy: 0.7441
Epoch 43/150
512/512 [==============================] - 0s 224us/step - loss: 0.5175 - accuracy: 0.7422
Epoch 44/150
512/512 [==============================] - 0s 220us/step - loss: 0.5044 - accuracy: 0.7598
Epoch 45/150
512/512 [==============================] - 0s 214us/step - loss: 0.5135 - accuracy: 0.7598
Epoch 46/150
512/512 [==============================] - 0s 214us/step - loss: 0.5032 - accuracy: 0.7695
Epoch 47/150
512/512 [==============================] - 0s 195us/step - loss: 0.5032 - accuracy: 0.7324
Epoch 48/150
512/512 [==============================] - 0s 193us/step - loss: 0.5067 - accuracy: 0.7461
Epoch 49/150
512/512 [==============================] - 0s 212us/step - loss: 0.4930 - accuracy: 0.7578
Epoch 50/150
512/512 [==============================] - 0s 220us/step - loss: 0.5269 - accuracy: 0.7520
Epoch 51/150
512/512 [==============================] - 0s 226us/step - loss: 0.5379 - accuracy: 0.7266
Epoch 52/150
512/512 [==============================] - 0s 232us/step - loss: 0.5037 - accuracy: 0.7461
Epoch 53/150
512/512 [==============================] - 0s 224us/step - loss: 0.4996 - accuracy: 0.7578
Epoch 54/150
512/512 [==============================] - 0s 220us/step - loss: 0.5189 - accuracy: 0.7285
Epoch 55/150
512/512 [==============================] - 0s 222us/step - loss: 0.4924 - accuracy: 0.7520
Epoch 56/150
512/512 [==============================] - 0s 222us/step - loss: 0.4913 - accuracy: 0.7598
Epoch 57/150
512/512 [==============================] - 0s 232us/step - loss: 0.4970 - accuracy: 0.7539
Epoch 58/150
512/512 [==============================] - 0s 224us/step - loss: 0.5103 - accuracy: 0.7617
Epoch 59/150
512/512 [==============================] - 0s 228us/step - loss: 0.5022 - accuracy: 0.7676
Epoch 60/150
512/512 [==============================] - 0s 228us/step - loss: 0.4933 - accuracy: 0.7539
Epoch 61/150
512/512 [==============================] - 0s 228us/step - loss: 0.4916 - accuracy: 0.7520
Epoch 62/150
512/512 [==============================] - 0s 218us/step - loss: 0.4921 - accuracy: 0.7500
Epoch 63/150
512/512 [==============================] - 0s 205us/step - loss: 0.4767 - accuracy: 0.7617
Epoch 64/150
512/512 [==============================] - 0s 185us/step - loss: 0.4854 - accuracy: 0.7695
Epoch 65/150
512/512 [==============================] - 0s 230us/step - loss: 0.4958 - accuracy: 0.7480
Epoch 66/150
512/512 [==============================] - 0s 220us/step - loss: 0.4882 - accuracy: 0.7441
Epoch 67/150
512/512 [==============================] - 0s 222us/step - loss: 0.4919 - accuracy: 0.7637
Epoch 68/150
512/512 [==============================] - ETA: 0s - loss: 0.4732 - accuracy: 0.78 - 0s 234us/step - loss: 0.4822 - accuracy: 0.7773
Epoch 69/150
512/512 [==============================] - 0s 214us/step - loss: 0.4855 - accuracy: 0.7715
Epoch 70/150
512/512 [==============================] - 0s 218us/step - loss: 0.4873 - accuracy: 0.7559
Epoch 71/150
512/512 [==============================] - 0s 216us/step - loss: 0.4815 - accuracy: 0.7559
Epoch 72/150
512/512 [==============================] - 0s 216us/step - loss: 0.4816 - accuracy: 0.7676
Epoch 73/150
512/512 [==============================] - 0s 206us/step - loss: 0.4840 - accuracy: 0.7676
Epoch 74/150
512/512 [==============================] - 0s 214us/step - loss: 0.4871 - accuracy: 0.7695
Epoch 75/150
512/512 [==============================] - 0s 205us/step - loss: 0.5040 - accuracy: 0.7520
Epoch 76/150
512/512 [==============================] - 0s 210us/step - loss: 0.4794 - accuracy: 0.7656
Epoch 77/150
512/512 [==============================] - 0s 206us/step - loss: 0.4964 - accuracy: 0.7461
Epoch 78/150
512/512 [==============================] - 0s 243us/step - loss: 0.4960 - accuracy: 0.7559
Epoch 79/150
512/512 [==============================] - 0s 249us/step - loss: 0.4999 - accuracy: 0.7461
Epoch 80/150
512/512 [==============================] - 0s 247us/step - loss: 0.4898 - accuracy: 0.7617
Epoch 81/150
512/512 [==============================] - 0s 230us/step - loss: 0.4877 - accuracy: 0.7461
Epoch 82/150
512/512 [==============================] - 0s 232us/step - loss: 0.4882 - accuracy: 0.7734
Epoch 83/150
512/512 [==============================] - 0s 216us/step - loss: 0.4963 - accuracy: 0.7480
Epoch 84/150
512/512 [==============================] - 0s 214us/step - loss: 0.4826 - accuracy: 0.7695
Epoch 85/150
512/512 [==============================] - 0s 206us/step - loss: 0.4702 - accuracy: 0.7695
Epoch 86/150
512/512 [==============================] - 0s 203us/step - loss: 0.4862 - accuracy: 0.7578
Epoch 87/150
512/512 [==============================] - 0s 205us/step - loss: 0.4733 - accuracy: 0.7617
Epoch 88/150
512/512 [==============================] - 0s 203us/step - loss: 0.5072 - accuracy: 0.7520
Epoch 89/150
512/512 [==============================] - 0s 206us/step - loss: 0.4846 - accuracy: 0.7578
Epoch 90/150
512/512 [==============================] - 0s 199us/step - loss: 0.4721 - accuracy: 0.7773
Epoch 91/150
512/512 [==============================] - 0s 224us/step - loss: 0.4737 - accuracy: 0.7773
Epoch 92/150
512/512 [==============================] - 0s 224us/step - loss: 0.4702 - accuracy: 0.7637
Epoch 93/150
512/512 [==============================] - 0s 216us/step - loss: 0.4717 - accuracy: 0.7539
Epoch 94/150
512/512 [==============================] - 0s 232us/step - loss: 0.4697 - accuracy: 0.7539
Epoch 95/150
512/512 [==============================] - 0s 206us/step - loss: 0.4745 - accuracy: 0.7520
Epoch 96/150
512/512 [==============================] - 0s 222us/step - loss: 0.4809 - accuracy: 0.7598
Epoch 97/150
512/512 [==============================] - 0s 220us/step - loss: 0.4648 - accuracy: 0.7910
Epoch 98/150
512/512 [==============================] - 0s 199us/step - loss: 0.4612 - accuracy: 0.7773
Epoch 99/150
512/512 [==============================] - 0s 193us/step - loss: 0.4631 - accuracy: 0.7695
Epoch 100/150
512/512 [==============================] - 0s 195us/step - loss: 0.4910 - accuracy: 0.7617
Epoch 101/150
512/512 [==============================] - 0s 224us/step - loss: 0.4649 - accuracy: 0.7754
Epoch 102/150
512/512 [==============================] - 0s 224us/step - loss: 0.4645 - accuracy: 0.7734
Epoch 103/150
512/512 [==============================] - 0s 228us/step - loss: 0.4797 - accuracy: 0.7637
Epoch 104/150
512/512 [==============================] - 0s 222us/step - loss: 0.4647 - accuracy: 0.7812
Epoch 105/150
512/512 [==============================] - 0s 230us/step - loss: 0.4655 - accuracy: 0.7676
Epoch 106/150
512/512 [==============================] - 0s 232us/step - loss: 0.4648 - accuracy: 0.7734
Epoch 107/150
512/512 [==============================] - 0s 224us/step - loss: 0.4838 - accuracy: 0.7637
Epoch 108/150
512/512 [==============================] - 0s 224us/step - loss: 0.4842 - accuracy: 0.7754
Epoch 109/150
512/512 [==============================] - 0s 228us/step - loss: 0.4567 - accuracy: 0.7715
Epoch 110/150
512/512 [==============================] - 0s 224us/step - loss: 0.4624 - accuracy: 0.7793
Epoch 111/150
512/512 [==============================] - 0s 228us/step - loss: 0.5040 - accuracy: 0.7559
Epoch 112/150
512/512 [==============================] - 0s 220us/step - loss: 0.4666 - accuracy: 0.7852
Epoch 113/150
512/512 [==============================] - 0s 222us/step - loss: 0.4959 - accuracy: 0.7578
Epoch 114/150
512/512 [==============================] - 0s 226us/step - loss: 0.4648 - accuracy: 0.7812
Epoch 115/150
512/512 [==============================] - 0s 203us/step - loss: 0.4729 - accuracy: 0.7773
Epoch 116/150
512/512 [==============================] - 0s 195us/step - loss: 0.4670 - accuracy: 0.7773
Epoch 117/150
512/512 [==============================] - 0s 265us/step - loss: 0.4547 - accuracy: 0.7812
Epoch 118/150
512/512 [==============================] - 0s 263us/step - loss: 0.4728 - accuracy: 0.7656
Epoch 119/150
512/512 [==============================] - 0s 226us/step - loss: 0.4512 - accuracy: 0.7676
Epoch 120/150
512/512 [==============================] - 0s 249us/step - loss: 0.4476 - accuracy: 0.7852
Epoch 121/150
512/512 [==============================] - 0s 226us/step - loss: 0.4387 - accuracy: 0.8066
Epoch 122/150
512/512 [==============================] - 0s 205us/step - loss: 0.4603 - accuracy: 0.7871
Epoch 123/150
512/512 [==============================] - 0s 212us/step - loss: 0.4799 - accuracy: 0.7461
Epoch 124/150
512/512 [==============================] - 0s 203us/step - loss: 0.4584 - accuracy: 0.7734
Epoch 125/150
512/512 [==============================] - 0s 205us/step - loss: 0.4595 - accuracy: 0.7715
Epoch 126/150
512/512 [==============================] - 0s 214us/step - loss: 0.4470 - accuracy: 0.7773
Epoch 127/150
512/512 [==============================] - 0s 245us/step - loss: 0.4380 - accuracy: 0.8047
Epoch 128/150
512/512 [==============================] - 0s 220us/step - loss: 0.4467 - accuracy: 0.8086
Epoch 129/150
512/512 [==============================] - 0s 249us/step - loss: 0.4533 - accuracy: 0.7891
Epoch 130/150
512/512 [==============================] - 0s 259us/step - loss: 0.4457 - accuracy: 0.7559
Epoch 131/150
512/512 [==============================] - 0s 226us/step - loss: 0.4607 - accuracy: 0.7910
Epoch 132/150
512/512 [==============================] - 0s 183us/step - loss: 0.4812 - accuracy: 0.7617
Epoch 133/150
512/512 [==============================] - 0s 185us/step - loss: 0.4465 - accuracy: 0.7871
Epoch 134/150
512/512 [==============================] - 0s 228us/step - loss: 0.4486 - accuracy: 0.7891
Epoch 135/150
512/512 [==============================] - 0s 242us/step - loss: 0.4616 - accuracy: 0.7734
Epoch 136/150
512/512 [==============================] - 0s 222us/step - loss: 0.4467 - accuracy: 0.7832
Epoch 137/150
512/512 [==============================] - 0s 234us/step - loss: 0.4417 - accuracy: 0.7773
Epoch 138/150
512/512 [==============================] - 0s 249us/step - loss: 0.4519 - accuracy: 0.7637
Epoch 139/150
512/512 [==============================] - 0s 224us/step - loss: 0.4444 - accuracy: 0.7734
Epoch 140/150
512/512 [==============================] - 0s 224us/step - loss: 0.4398 - accuracy: 0.7734
Epoch 141/150
512/512 [==============================] - 0s 222us/step - loss: 0.4447 - accuracy: 0.7676
Epoch 142/150
512/512 [==============================] - 0s 232us/step - loss: 0.4602 - accuracy: 0.7754
Epoch 143/150
512/512 [==============================] - 0s 216us/step - loss: 0.4491 - accuracy: 0.7637
Epoch 144/150
512/512 [==============================] - 0s 226us/step - loss: 0.4399 - accuracy: 0.8105
Epoch 145/150
512/512 [==============================] - 0s 226us/step - loss: 0.4540 - accuracy: 0.7832
Epoch 146/150
512/512 [==============================] - 0s 222us/step - loss: 0.4481 - accuracy: 0.7695
Epoch 147/150
512/512 [==============================] - 0s 222us/step - loss: 0.4530 - accuracy: 0.7773
Epoch 148/150
512/512 [==============================] - 0s 218us/step - loss: 0.4312 - accuracy: 0.7695
Epoch 149/150
512/512 [==============================] - 0s 195us/step - loss: 0.4448 - accuracy: 0.7891
Epoch 150/150
512/512 [==============================] - 0s 193us/step - loss: 0.4463 - accuracy: 0.7715
256/256 [==============================] - 0s 1ms/step
Epoch 1/150
512/512 [==============================] - 1s 1ms/step - loss: 2.2209 - accuracy: 0.5547
Epoch 2/150
512/512 [==============================] - 0s 232us/step - loss: 1.2274 - accuracy: 0.5879
Epoch 3/150
512/512 [==============================] - 0s 238us/step - loss: 1.0018 - accuracy: 0.6074
Epoch 4/150
512/512 [==============================] - 0s 244us/step - loss: 0.9897 - accuracy: 0.6055
Epoch 5/150
512/512 [==============================] - 0s 232us/step - loss: 0.8458 - accuracy: 0.6152
Epoch 6/150
512/512 [==============================] - 0s 220us/step - loss: 0.8012 - accuracy: 0.6172
Epoch 7/150
512/512 [==============================] - 0s 247us/step - loss: 0.7471 - accuracy: 0.6543
Epoch 8/150
512/512 [==============================] - 0s 273us/step - loss: 0.7441 - accuracy: 0.6484
Epoch 9/150
512/512 [==============================] - 0s 267us/step - loss: 0.6984 - accuracy: 0.6719
Epoch 10/150
512/512 [==============================] - 0s 234us/step - loss: 0.6844 - accuracy: 0.6602
Epoch 11/150
512/512 [==============================] - 0s 253us/step - loss: 0.7442 - accuracy: 0.6348
Epoch 12/150
512/512 [==============================] - 0s 249us/step - loss: 0.9244 - accuracy: 0.6484
Epoch 13/150
512/512 [==============================] - 0s 261us/step - loss: 0.7824 - accuracy: 0.6582
Epoch 14/150
512/512 [==============================] - 0s 247us/step - loss: 0.7572 - accuracy: 0.6406
Epoch 15/150
512/512 [==============================] - 0s 224us/step - loss: 0.7100 - accuracy: 0.6484
Epoch 16/150
512/512 [==============================] - 0s 234us/step - loss: 0.6705 - accuracy: 0.6602
Epoch 17/150
512/512 [==============================] - 0s 205us/step - loss: 0.6149 - accuracy: 0.6973
Epoch 18/150
512/512 [==============================] - 0s 232us/step - loss: 0.6338 - accuracy: 0.7051
Epoch 19/150
512/512 [==============================] - 0s 224us/step - loss: 0.6182 - accuracy: 0.6895
Epoch 20/150
512/512 [==============================] - 0s 224us/step - loss: 0.6223 - accuracy: 0.7148
Epoch 21/150
512/512 [==============================] - 0s 216us/step - loss: 0.6620 - accuracy: 0.6641
Epoch 22/150
512/512 [==============================] - 0s 206us/step - loss: 0.7229 - accuracy: 0.6387
Epoch 23/150
512/512 [==============================] - 0s 216us/step - loss: 0.6368 - accuracy: 0.6738
Epoch 24/150
512/512 [==============================] - 0s 243us/step - loss: 0.6353 - accuracy: 0.6660
Epoch 25/150
512/512 [==============================] - 0s 259us/step - loss: 0.6382 - accuracy: 0.6699
Epoch 26/150
512/512 [==============================] - 0s 214us/step - loss: 0.6608 - accuracy: 0.6836
Epoch 27/150
512/512 [==============================] - 0s 205us/step - loss: 0.6366 - accuracy: 0.7129
Epoch 28/150
512/512 [==============================] - 0s 203us/step - loss: 0.6588 - accuracy: 0.6953
Epoch 29/150
512/512 [==============================] - 0s 220us/step - loss: 0.6006 - accuracy: 0.7031
Epoch 30/150
512/512 [==============================] - 0s 218us/step - loss: 0.6216 - accuracy: 0.7129
Epoch 31/150
512/512 [==============================] - 0s 226us/step - loss: 0.6290 - accuracy: 0.6953
Epoch 32/150
512/512 [==============================] - 0s 255us/step - loss: 0.6161 - accuracy: 0.6914
Epoch 33/150
512/512 [==============================] - 0s 296us/step - loss: 0.5944 - accuracy: 0.7188
Epoch 34/150
512/512 [==============================] - 0s 277us/step - loss: 0.6661 - accuracy: 0.6680
Epoch 35/150
512/512 [==============================] - 0s 286us/step - loss: 0.6456 - accuracy: 0.7090
Epoch 36/150
512/512 [==============================] - 0s 277us/step - loss: 0.5785 - accuracy: 0.7109
Epoch 37/150
512/512 [==============================] - 0s 279us/step - loss: 0.5737 - accuracy: 0.7266
Epoch 38/150
512/512 [==============================] - 0s 230us/step - loss: 0.6419 - accuracy: 0.6719
Epoch 39/150
512/512 [==============================] - 0s 222us/step - loss: 0.6514 - accuracy: 0.6934
Epoch 40/150
512/512 [==============================] - 0s 222us/step - loss: 0.5852 - accuracy: 0.7227
Epoch 41/150
512/512 [==============================] - 0s 214us/step - loss: 0.6087 - accuracy: 0.7031
Epoch 42/150
512/512 [==============================] - 0s 203us/step - loss: 0.6160 - accuracy: 0.7148
Epoch 43/150
512/512 [==============================] - 0s 232us/step - loss: 0.6001 - accuracy: 0.7207
Epoch 44/150
512/512 [==============================] - 0s 238us/step - loss: 0.5830 - accuracy: 0.7070
Epoch 45/150
512/512 [==============================] - 0s 234us/step - loss: 0.6069 - accuracy: 0.7090
Epoch 46/150
512/512 [==============================] - 0s 234us/step - loss: 0.5961 - accuracy: 0.7148
Epoch 47/150
512/512 [==============================] - 0s 232us/step - loss: 0.5927 - accuracy: 0.6875
Epoch 48/150
512/512 [==============================] - 0s 228us/step - loss: 0.5735 - accuracy: 0.7441
Epoch 49/150
512/512 [==============================] - 0s 228us/step - loss: 0.5973 - accuracy: 0.7031
Epoch 50/150
512/512 [==============================] - 0s 234us/step - loss: 0.7097 - accuracy: 0.6699
Epoch 51/150
512/512 [==============================] - 0s 234us/step - loss: 0.5486 - accuracy: 0.7480
Epoch 52/150
512/512 [==============================] - 0s 296us/step - loss: 0.5609 - accuracy: 0.7383
Epoch 53/150
512/512 [==============================] - 0s 275us/step - loss: 0.5486 - accuracy: 0.7520
Epoch 54/150
512/512 [==============================] - 0s 240us/step - loss: 0.5674 - accuracy: 0.7109
Epoch 55/150
512/512 [==============================] - 0s 220us/step - loss: 0.6174 - accuracy: 0.6836
Epoch 56/150
512/512 [==============================] - 0s 220us/step - loss: 0.5295 - accuracy: 0.7559
Epoch 57/150
512/512 [==============================] - 0s 279us/step - loss: 0.5357 - accuracy: 0.7480
Epoch 58/150
512/512 [==============================] - 0s 259us/step - loss: 0.5583 - accuracy: 0.7402
Epoch 59/150
512/512 [==============================] - 0s 234us/step - loss: 0.5369 - accuracy: 0.7539
Epoch 60/150
512/512 [==============================] - 0s 236us/step - loss: 0.5530 - accuracy: 0.7305
Epoch 61/150
512/512 [==============================] - 0s 236us/step - loss: 0.6392 - accuracy: 0.7012
Epoch 62/150
512/512 [==============================] - 0s 232us/step - loss: 0.5605 - accuracy: 0.72660s - loss: 0.5553 - accuracy: 0.73
Epoch 63/150
512/512 [==============================] - 0s 230us/step - loss: 0.5570 - accuracy: 0.7266
Epoch 64/150
512/512 [==============================] - 0s 220us/step - loss: 0.5831 - accuracy: 0.7168
Epoch 65/150
512/512 [==============================] - 0s 261us/step - loss: 0.5588 - accuracy: 0.7344
Epoch 66/150
512/512 [==============================] - 0s 269us/step - loss: 0.5350 - accuracy: 0.7461
Epoch 67/150
512/512 [==============================] - 0s 240us/step - loss: 0.5719 - accuracy: 0.7207
Epoch 68/150
512/512 [==============================] - 0s 214us/step - loss: 0.5696 - accuracy: 0.7207
Epoch 69/150
512/512 [==============================] - 0s 234us/step - loss: 0.5659 - accuracy: 0.7305
Epoch 70/150
512/512 [==============================] - 0s 201us/step - loss: 0.5302 - accuracy: 0.7207
Epoch 71/150
512/512 [==============================] - 0s 222us/step - loss: 0.5406 - accuracy: 0.7324
Epoch 72/150
512/512 [==============================] - 0s 282us/step - loss: 0.5284 - accuracy: 0.7461
Epoch 73/150
512/512 [==============================] - 0s 280us/step - loss: 0.5867 - accuracy: 0.7305
Epoch 74/150
512/512 [==============================] - 0s 282us/step - loss: 0.5892 - accuracy: 0.7148
Epoch 75/150
512/512 [==============================] - 0s 249us/step - loss: 0.5489 - accuracy: 0.7344
Epoch 76/150
512/512 [==============================] - 0s 228us/step - loss: 0.6166 - accuracy: 0.7070
Epoch 77/150
512/512 [==============================] - 0s 230us/step - loss: 0.6373 - accuracy: 0.7246
Epoch 78/150
512/512 [==============================] - 0s 236us/step - loss: 0.5686 - accuracy: 0.7148
Epoch 79/150
512/512 [==============================] - 0s 234us/step - loss: 0.5615 - accuracy: 0.7168
Epoch 80/150
512/512 [==============================] - 0s 234us/step - loss: 0.6057 - accuracy: 0.7090
Epoch 81/150
512/512 [==============================] - 0s 236us/step - loss: 0.5916 - accuracy: 0.7148
Epoch 82/150
512/512 [==============================] - 0s 228us/step - loss: 0.5510 - accuracy: 0.7402
Epoch 83/150
512/512 [==============================] - 0s 230us/step - loss: 0.5006 - accuracy: 0.7656
Epoch 84/150
512/512 [==============================] - 0s 232us/step - loss: 0.5113 - accuracy: 0.7441
Epoch 85/150
512/512 [==============================] - 0s 230us/step - loss: 0.5818 - accuracy: 0.7324
Epoch 86/150
512/512 [==============================] - 0s 230us/step - loss: 0.5094 - accuracy: 0.7676
Epoch 87/150
512/512 [==============================] - 0s 243us/step - loss: 0.5271 - accuracy: 0.7461
Epoch 88/150
512/512 [==============================] - 0s 243us/step - loss: 0.4906 - accuracy: 0.7793
Epoch 89/150
512/512 [==============================] - 0s 216us/step - loss: 0.7345 - accuracy: 0.6914
Epoch 90/150
512/512 [==============================] - 0s 206us/step - loss: 0.6193 - accuracy: 0.7129
Epoch 91/150
512/512 [==============================] - 0s 218us/step - loss: 0.5568 - accuracy: 0.7344
Epoch 92/150
512/512 [==============================] - 0s 218us/step - loss: 0.5118 - accuracy: 0.7578
Epoch 93/150
512/512 [==============================] - 0s 234us/step - loss: 0.5046 - accuracy: 0.7461
Epoch 94/150
512/512 [==============================] - 0s 257us/step - loss: 0.5111 - accuracy: 0.7559
Epoch 95/150
512/512 [==============================] - 0s 234us/step - loss: 0.4977 - accuracy: 0.7715
Epoch 96/150
512/512 [==============================] - 0s 234us/step - loss: 0.5046 - accuracy: 0.7480
Epoch 97/150
512/512 [==============================] - 0s 238us/step - loss: 0.5073 - accuracy: 0.7598
Epoch 98/150
512/512 [==============================] - 0s 224us/step - loss: 0.5278 - accuracy: 0.7539
Epoch 99/150
512/512 [==============================] - 0s 234us/step - loss: 0.5183 - accuracy: 0.7598
Epoch 100/150
512/512 [==============================] - 0s 232us/step - loss: 0.4954 - accuracy: 0.7637
Epoch 101/150
512/512 [==============================] - 0s 232us/step - loss: 0.4983 - accuracy: 0.7754
Epoch 102/150
512/512 [==============================] - 0s 240us/step - loss: 0.4987 - accuracy: 0.7734
Epoch 103/150
512/512 [==============================] - 0s 234us/step - loss: 0.5313 - accuracy: 0.7422
Epoch 104/150
512/512 [==============================] - 0s 234us/step - loss: 0.5272 - accuracy: 0.7539
Epoch 105/150
512/512 [==============================] - 0s 224us/step - loss: 0.5053 - accuracy: 0.7539
Epoch 106/150
512/512 [==============================] - 0s 216us/step - loss: 0.5448 - accuracy: 0.7617
Epoch 107/150
512/512 [==============================] - 0s 222us/step - loss: 0.5501 - accuracy: 0.7383
Epoch 108/150
512/512 [==============================] - 0s 234us/step - loss: 0.5371 - accuracy: 0.7480
Epoch 109/150
512/512 [==============================] - 0s 236us/step - loss: 0.5448 - accuracy: 0.7324
Epoch 110/150
512/512 [==============================] - 0s 245us/step - loss: 0.5130 - accuracy: 0.7617
Epoch 111/150
512/512 [==============================] - 0s 236us/step - loss: 0.5276 - accuracy: 0.7461
Epoch 112/150
512/512 [==============================] - 0s 236us/step - loss: 0.5311 - accuracy: 0.7324
Epoch 113/150
512/512 [==============================] - 0s 236us/step - loss: 0.5107 - accuracy: 0.7500
Epoch 114/150
512/512 [==============================] - 0s 240us/step - loss: 0.4932 - accuracy: 0.7676
Epoch 115/150
512/512 [==============================] - 0s 238us/step - loss: 0.5323 - accuracy: 0.7617
Epoch 116/150
512/512 [==============================] - 0s 234us/step - loss: 0.5222 - accuracy: 0.7363
Epoch 117/150
512/512 [==============================] - 0s 242us/step - loss: 0.5232 - accuracy: 0.7578
Epoch 118/150
512/512 [==============================] - 0s 271us/step - loss: 0.4962 - accuracy: 0.7656
Epoch 119/150
512/512 [==============================] - 0s 238us/step - loss: 0.4980 - accuracy: 0.7910
Epoch 120/150
512/512 [==============================] - 0s 228us/step - loss: 0.5095 - accuracy: 0.7695
Epoch 121/150
512/512 [==============================] - 0s 224us/step - loss: 0.4802 - accuracy: 0.7676
Epoch 122/150
512/512 [==============================] - 0s 216us/step - loss: 0.5424 - accuracy: 0.7500
Epoch 123/150
512/512 [==============================] - 0s 226us/step - loss: 0.5226 - accuracy: 0.7676
Epoch 124/150
512/512 [==============================] - 0s 236us/step - loss: 0.4870 - accuracy: 0.7539
Epoch 125/150
512/512 [==============================] - 0s 238us/step - loss: 0.4942 - accuracy: 0.7422
Epoch 126/150
512/512 [==============================] - 0s 245us/step - loss: 0.4951 - accuracy: 0.7734
Epoch 127/150
512/512 [==============================] - 0s 234us/step - loss: 0.5084 - accuracy: 0.7793
Epoch 128/150
512/512 [==============================] - 0s 240us/step - loss: 0.4967 - accuracy: 0.7578
Epoch 129/150
512/512 [==============================] - 0s 242us/step - loss: 0.4803 - accuracy: 0.7676
Epoch 130/150
512/512 [==============================] - 0s 238us/step - loss: 0.5478 - accuracy: 0.7539
Epoch 131/150
512/512 [==============================] - 0s 240us/step - loss: 0.5093 - accuracy: 0.7676
Epoch 132/150
512/512 [==============================] - 0s 230us/step - loss: 0.4982 - accuracy: 0.7598
Epoch 133/150
512/512 [==============================] - 0s 234us/step - loss: 0.5993 - accuracy: 0.7012
Epoch 134/150
512/512 [==============================] - 0s 243us/step - loss: 0.4924 - accuracy: 0.7598
Epoch 135/150
512/512 [==============================] - 0s 234us/step - loss: 0.4846 - accuracy: 0.7598
Epoch 136/150
512/512 [==============================] - 0s 236us/step - loss: 0.5020 - accuracy: 0.7559
Epoch 137/150
512/512 [==============================] - 0s 218us/step - loss: 0.4989 - accuracy: 0.7695
Epoch 138/150
512/512 [==============================] - 0s 216us/step - loss: 0.4916 - accuracy: 0.7617
Epoch 139/150
512/512 [==============================] - 0s 222us/step - loss: 0.4979 - accuracy: 0.7773
Epoch 140/150
512/512 [==============================] - 0s 234us/step - loss: 0.4715 - accuracy: 0.7715
Epoch 141/150
512/512 [==============================] - 0s 234us/step - loss: 0.5549 - accuracy: 0.7441
Epoch 142/150
512/512 [==============================] - 0s 249us/step - loss: 0.5208 - accuracy: 0.7578
Epoch 143/150
512/512 [==============================] - 0s 240us/step - loss: 0.5056 - accuracy: 0.7520
Epoch 144/150
512/512 [==============================] - 0s 238us/step - loss: 0.4689 - accuracy: 0.7910
Epoch 145/150
512/512 [==============================] - 0s 240us/step - loss: 0.5343 - accuracy: 0.7402
Epoch 146/150
512/512 [==============================] - 0s 236us/step - loss: 0.4677 - accuracy: 0.7812
Epoch 147/150
512/512 [==============================] - 0s 234us/step - loss: 0.5886 - accuracy: 0.7129
Epoch 148/150
512/512 [==============================] - 0s 245us/step - loss: 0.4881 - accuracy: 0.8027
Epoch 149/150
512/512 [==============================] - 0s 238us/step - loss: 0.5804 - accuracy: 0.7227
Epoch 150/150
512/512 [==============================] - 0s 236us/step - loss: 0.5368 - accuracy: 0.7461
256/256 [==============================] - 0s 1ms/step
0.7057291666666666
In [30]:
# 改变神经网络结构,(加深,加宽),看看什么结构对模型性能有较大影响。
# 加宽
def create_model_2():
    # create model
    model = Sequential()
    model.add(Dense(24, input_dim=8, activation='relu'))
    model.add(Dense(16, input_dim=24, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    # Compile model
    model.compile(loss='binary_crossentropy',
                  optimizer='adam',
                  metrics=['accuracy'])
    return model


model = KerasClassifier(build_fn=create_model_2, epochs=150, batch_size=10)
kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
512/512 [==============================] - 1s 2ms/step - loss: 10.2267 - accuracy: 0.4414
Epoch 2/150
512/512 [==============================] - 0s 401us/step - loss: 1.4275 - accuracy: 0.5723
Epoch 3/150
512/512 [==============================] - 0s 409us/step - loss: 1.1507 - accuracy: 0.5840
Epoch 4/150
512/512 [==============================] - 0s 397us/step - loss: 1.0179 - accuracy: 0.5723
Epoch 5/150
512/512 [==============================] - 0s 364us/step - loss: 0.8948 - accuracy: 0.6094
Epoch 6/150
512/512 [==============================] - 0s 403us/step - loss: 0.8406 - accuracy: 0.5996
Epoch 7/150
512/512 [==============================] - 0s 411us/step - loss: 0.8130 - accuracy: 0.6152
Epoch 8/150
512/512 [==============================] - 0s 405us/step - loss: 0.7915 - accuracy: 0.6055
Epoch 9/150
512/512 [==============================] - 0s 413us/step - loss: 0.7304 - accuracy: 0.6309
Epoch 10/150
512/512 [==============================] - 0s 407us/step - loss: 0.7604 - accuracy: 0.6328
Epoch 11/150
512/512 [==============================] - 0s 407us/step - loss: 0.6743 - accuracy: 0.6445
Epoch 12/150
512/512 [==============================] - 0s 411us/step - loss: 0.7093 - accuracy: 0.6504
Epoch 13/150
512/512 [==============================] - 0s 403us/step - loss: 0.7194 - accuracy: 0.6367
Epoch 14/150
512/512 [==============================] - 0s 409us/step - loss: 0.7073 - accuracy: 0.6270
Epoch 15/150
512/512 [==============================] - 0s 423us/step - loss: 0.7024 - accuracy: 0.6504
Epoch 16/150
512/512 [==============================] - 0s 434us/step - loss: 0.7185 - accuracy: 0.6309
Epoch 17/150
512/512 [==============================] - 0s 423us/step - loss: 0.7381 - accuracy: 0.6348
Epoch 18/150
512/512 [==============================] - 0s 462us/step - loss: 0.6498 - accuracy: 0.6699
Epoch 19/150
512/512 [==============================] - 0s 483us/step - loss: 0.6467 - accuracy: 0.6543
Epoch 20/150
512/512 [==============================] - 0s 432us/step - loss: 0.6279 - accuracy: 0.6816
Epoch 21/150
512/512 [==============================] - 0s 432us/step - loss: 0.6575 - accuracy: 0.6562
Epoch 22/150
512/512 [==============================] - 0s 450us/step - loss: 0.6194 - accuracy: 0.6641
Epoch 23/150
512/512 [==============================] - 0s 438us/step - loss: 0.6256 - accuracy: 0.6758
Epoch 24/150
512/512 [==============================] - 0s 462us/step - loss: 0.6330 - accuracy: 0.6758
Epoch 25/150
512/512 [==============================] - 0s 450us/step - loss: 0.6128 - accuracy: 0.6602
Epoch 26/150
512/512 [==============================] - 0s 421us/step - loss: 0.6308 - accuracy: 0.6855
Epoch 27/150
512/512 [==============================] - 0s 415us/step - loss: 0.6178 - accuracy: 0.7012
Epoch 28/150
512/512 [==============================] - 0s 425us/step - loss: 0.5786 - accuracy: 0.6777
Epoch 29/150
512/512 [==============================] - 0s 423us/step - loss: 0.6473 - accuracy: 0.7227
Epoch 30/150
512/512 [==============================] - 0s 415us/step - loss: 0.6137 - accuracy: 0.6895
Epoch 31/150
512/512 [==============================] - 0s 436us/step - loss: 0.6005 - accuracy: 0.6992
Epoch 32/150
512/512 [==============================] - 0s 405us/step - loss: 0.6491 - accuracy: 0.6895
Epoch 33/150
512/512 [==============================] - 0s 411us/step - loss: 0.5834 - accuracy: 0.7012
Epoch 34/150
512/512 [==============================] - 0s 430us/step - loss: 0.5961 - accuracy: 0.7070
Epoch 35/150
512/512 [==============================] - 0s 415us/step - loss: 0.5580 - accuracy: 0.7109
Epoch 36/150
512/512 [==============================] - 0s 415us/step - loss: 0.5685 - accuracy: 0.7148
Epoch 37/150
512/512 [==============================] - 0s 417us/step - loss: 0.6253 - accuracy: 0.6855
Epoch 38/150
512/512 [==============================] - 0s 415us/step - loss: 0.5446 - accuracy: 0.7363
Epoch 39/150
512/512 [==============================] - 0s 415us/step - loss: 0.5440 - accuracy: 0.7324
Epoch 40/150
512/512 [==============================] - 0s 413us/step - loss: 0.5839 - accuracy: 0.7109
Epoch 41/150
512/512 [==============================] - 0s 386us/step - loss: 0.5457 - accuracy: 0.7324
Epoch 42/150
512/512 [==============================] - 0s 421us/step - loss: 0.5734 - accuracy: 0.7305
Epoch 43/150
512/512 [==============================] - 0s 415us/step - loss: 0.5521 - accuracy: 0.7383
Epoch 44/150
512/512 [==============================] - 0s 413us/step - loss: 0.5655 - accuracy: 0.7227
Epoch 45/150
512/512 [==============================] - 0s 411us/step - loss: 0.5283 - accuracy: 0.7441
Epoch 46/150
512/512 [==============================] - 0s 429us/step - loss: 0.5931 - accuracy: 0.7148
Epoch 47/150
512/512 [==============================] - 0s 419us/step - loss: 0.5371 - accuracy: 0.7617
Epoch 48/150
512/512 [==============================] - 0s 413us/step - loss: 0.5979 - accuracy: 0.7188
Epoch 49/150
512/512 [==============================] - 0s 440us/step - loss: 0.5493 - accuracy: 0.7422
Epoch 50/150
512/512 [==============================] - 0s 392us/step - loss: 0.5568 - accuracy: 0.7344
Epoch 51/150
512/512 [==============================] - 0s 413us/step - loss: 0.5877 - accuracy: 0.7266
Epoch 52/150
512/512 [==============================] - 0s 430us/step - loss: 0.8536 - accuracy: 0.6738
Epoch 53/150
512/512 [==============================] - 0s 427us/step - loss: 0.6070 - accuracy: 0.7031
Epoch 54/150
512/512 [==============================] - 0s 421us/step - loss: 0.5363 - accuracy: 0.7461
Epoch 55/150
512/512 [==============================] - 0s 415us/step - loss: 0.5598 - accuracy: 0.7266
Epoch 56/150
512/512 [==============================] - 0s 411us/step - loss: 0.5245 - accuracy: 0.7520
Epoch 57/150
512/512 [==============================] - 0s 417us/step - loss: 0.5523 - accuracy: 0.7383
Epoch 58/150
512/512 [==============================] - 0s 423us/step - loss: 0.5308 - accuracy: 0.7441
Epoch 59/150
512/512 [==============================] - 0s 395us/step - loss: 0.5258 - accuracy: 0.7441
Epoch 60/150
512/512 [==============================] - 0s 399us/step - loss: 0.6135 - accuracy: 0.7188
Epoch 61/150
512/512 [==============================] - 0s 413us/step - loss: 0.4986 - accuracy: 0.7617
Epoch 62/150
512/512 [==============================] - 0s 419us/step - loss: 0.5088 - accuracy: 0.7383
Epoch 63/150
512/512 [==============================] - 0s 415us/step - loss: 0.5052 - accuracy: 0.7617
Epoch 64/150
512/512 [==============================] - 0s 411us/step - loss: 0.5170 - accuracy: 0.7500
Epoch 65/150
512/512 [==============================] - 0s 423us/step - loss: 0.5044 - accuracy: 0.7441
Epoch 66/150
512/512 [==============================] - 0s 413us/step - loss: 0.5374 - accuracy: 0.7363
Epoch 67/150
512/512 [==============================] - 0s 423us/step - loss: 0.5135 - accuracy: 0.7578
Epoch 68/150
512/512 [==============================] - 0s 401us/step - loss: 0.5068 - accuracy: 0.7617
Epoch 69/150
512/512 [==============================] - 0s 397us/step - loss: 0.5351 - accuracy: 0.7422
Epoch 70/150
512/512 [==============================] - 0s 415us/step - loss: 0.5431 - accuracy: 0.7402
Epoch 71/150
512/512 [==============================] - 0s 417us/step - loss: 0.5058 - accuracy: 0.7500
Epoch 72/150
512/512 [==============================] - 0s 417us/step - loss: 0.5339 - accuracy: 0.7422
Epoch 73/150
512/512 [==============================] - 0s 411us/step - loss: 0.5083 - accuracy: 0.7656
Epoch 74/150
512/512 [==============================] - 0s 417us/step - loss: 0.5163 - accuracy: 0.7422
Epoch 75/150
512/512 [==============================] - 0s 409us/step - loss: 0.5837 - accuracy: 0.7324
Epoch 76/150
512/512 [==============================] - 0s 415us/step - loss: 0.5426 - accuracy: 0.7598
Epoch 77/150
512/512 [==============================] - 0s 405us/step - loss: 0.5222 - accuracy: 0.7363
Epoch 78/150
512/512 [==============================] - 0s 391us/step - loss: 0.4921 - accuracy: 0.7656
Epoch 79/150
512/512 [==============================] - 0s 413us/step - loss: 0.4835 - accuracy: 0.7578
Epoch 80/150
512/512 [==============================] - 0s 409us/step - loss: 0.4965 - accuracy: 0.7754
Epoch 81/150
512/512 [==============================] - 0s 415us/step - loss: 0.5096 - accuracy: 0.7441
Epoch 82/150
512/512 [==============================] - 0s 425us/step - loss: 0.5023 - accuracy: 0.7559
Epoch 83/150
512/512 [==============================] - 0s 427us/step - loss: 0.5025 - accuracy: 0.7461
Epoch 84/150
512/512 [==============================] - 0s 423us/step - loss: 0.5641 - accuracy: 0.7168
Epoch 85/150
512/512 [==============================] - 0s 413us/step - loss: 0.4871 - accuracy: 0.7637
Epoch 86/150
512/512 [==============================] - 0s 407us/step - loss: 0.4743 - accuracy: 0.7715
Epoch 87/150
512/512 [==============================] - 0s 425us/step - loss: 0.4774 - accuracy: 0.7773
Epoch 88/150
512/512 [==============================] - 0s 452us/step - loss: 0.4976 - accuracy: 0.7637
Epoch 89/150
512/512 [==============================] - 0s 415us/step - loss: 0.4737 - accuracy: 0.7871
Epoch 90/150
512/512 [==============================] - 0s 448us/step - loss: 0.4705 - accuracy: 0.7695
Epoch 91/150
512/512 [==============================] - 0s 446us/step - loss: 0.4760 - accuracy: 0.7559
Epoch 92/150
512/512 [==============================] - 0s 446us/step - loss: 0.5006 - accuracy: 0.7734
Epoch 93/150
512/512 [==============================] - 0s 444us/step - loss: 0.4484 - accuracy: 0.8008
Epoch 94/150
512/512 [==============================] - 0s 444us/step - loss: 0.4653 - accuracy: 0.7734
Epoch 95/150
512/512 [==============================] - 0s 409us/step - loss: 0.5022 - accuracy: 0.7559
Epoch 96/150
512/512 [==============================] - 0s 392us/step - loss: 0.4708 - accuracy: 0.7773
Epoch 97/150
512/512 [==============================] - 0s 467us/step - loss: 0.4958 - accuracy: 0.7754
Epoch 98/150
512/512 [==============================] - 0s 417us/step - loss: 0.4899 - accuracy: 0.7656
Epoch 99/150
512/512 [==============================] - 0s 415us/step - loss: 0.4905 - accuracy: 0.7578
Epoch 100/150
512/512 [==============================] - 0s 425us/step - loss: 0.4671 - accuracy: 0.7578
Epoch 101/150
512/512 [==============================] - 0s 419us/step - loss: 0.4518 - accuracy: 0.8027
Epoch 102/150
512/512 [==============================] - 0s 413us/step - loss: 0.4627 - accuracy: 0.8008
Epoch 103/150
512/512 [==============================] - 0s 417us/step - loss: 0.4756 - accuracy: 0.7793
Epoch 104/150
512/512 [==============================] - 0s 409us/step - loss: 0.4634 - accuracy: 0.7910
Epoch 105/150
512/512 [==============================] - 0s 392us/step - loss: 0.5097 - accuracy: 0.7656
Epoch 106/150
512/512 [==============================] - 0s 419us/step - loss: 0.5033 - accuracy: 0.7676
Epoch 107/150
512/512 [==============================] - 0s 429us/step - loss: 0.4716 - accuracy: 0.7773
Epoch 108/150
512/512 [==============================] - 0s 436us/step - loss: 0.4823 - accuracy: 0.7715
Epoch 109/150
512/512 [==============================] - 0s 425us/step - loss: 0.5290 - accuracy: 0.7539
Epoch 110/150
512/512 [==============================] - 0s 425us/step - loss: 0.5322 - accuracy: 0.7559
Epoch 111/150
512/512 [==============================] - 0s 421us/step - loss: 0.4688 - accuracy: 0.7832
Epoch 112/150
512/512 [==============================] - 0s 419us/step - loss: 0.4646 - accuracy: 0.7852
Epoch 113/150
512/512 [==============================] - 0s 407us/step - loss: 0.4585 - accuracy: 0.7871
Epoch 114/150
512/512 [==============================] - 0s 380us/step - loss: 0.4648 - accuracy: 0.7969
Epoch 115/150
512/512 [==============================] - 0s 427us/step - loss: 0.4669 - accuracy: 0.7656
Epoch 116/150
512/512 [==============================] - 0s 419us/step - loss: 0.4756 - accuracy: 0.8047
Epoch 117/150
512/512 [==============================] - 0s 413us/step - loss: 0.4945 - accuracy: 0.7656
Epoch 118/150
512/512 [==============================] - 0s 425us/step - loss: 0.4676 - accuracy: 0.7812
Epoch 119/150
512/512 [==============================] - 0s 438us/step - loss: 0.5590 - accuracy: 0.7500
Epoch 120/150
512/512 [==============================] - 0s 415us/step - loss: 0.4453 - accuracy: 0.7852
Epoch 121/150
512/512 [==============================] - 0s 427us/step - loss: 0.4547 - accuracy: 0.7832
Epoch 122/150
512/512 [==============================] - 0s 415us/step - loss: 0.4566 - accuracy: 0.7773
Epoch 123/150
512/512 [==============================] - 0s 384us/step - loss: 0.4779 - accuracy: 0.7812
Epoch 124/150
512/512 [==============================] - 0s 411us/step - loss: 0.4433 - accuracy: 0.7754
Epoch 125/150
512/512 [==============================] - 0s 427us/step - loss: 0.4741 - accuracy: 0.7715
Epoch 126/150
512/512 [==============================] - 0s 419us/step - loss: 0.4537 - accuracy: 0.7910
Epoch 127/150
512/512 [==============================] - 0s 417us/step - loss: 0.4437 - accuracy: 0.8086
Epoch 128/150
512/512 [==============================] - 0s 417us/step - loss: 0.4335 - accuracy: 0.7891
Epoch 129/150
512/512 [==============================] - 0s 419us/step - loss: 0.4490 - accuracy: 0.7930
Epoch 130/150
512/512 [==============================] - 0s 409us/step - loss: 0.4737 - accuracy: 0.7930
Epoch 131/150
512/512 [==============================] - 0s 423us/step - loss: 0.5037 - accuracy: 0.7480
Epoch 132/150
512/512 [==============================] - 0s 395us/step - loss: 0.4367 - accuracy: 0.7773
Epoch 133/150
512/512 [==============================] - 0s 411us/step - loss: 0.4577 - accuracy: 0.7852
Epoch 134/150
512/512 [==============================] - 0s 419us/step - loss: 0.4748 - accuracy: 0.7852
Epoch 135/150
512/512 [==============================] - 0s 430us/step - loss: 0.4820 - accuracy: 0.7598
Epoch 136/150
512/512 [==============================] - 0s 421us/step - loss: 0.4856 - accuracy: 0.7695
Epoch 137/150
512/512 [==============================] - 0s 430us/step - loss: 0.4565 - accuracy: 0.7871
Epoch 138/150
512/512 [==============================] - 0s 423us/step - loss: 0.4698 - accuracy: 0.7891
Epoch 139/150
512/512 [==============================] - 0s 421us/step - loss: 0.5013 - accuracy: 0.7676
Epoch 140/150
512/512 [==============================] - 0s 413us/step - loss: 0.4942 - accuracy: 0.7695
Epoch 141/150
512/512 [==============================] - 0s 395us/step - loss: 0.4466 - accuracy: 0.8027
Epoch 142/150
512/512 [==============================] - 0s 399us/step - loss: 0.4596 - accuracy: 0.7910
Epoch 143/150
512/512 [==============================] - 0s 419us/step - loss: 0.4668 - accuracy: 0.7871
Epoch 144/150
512/512 [==============================] - 0s 417us/step - loss: 0.4460 - accuracy: 0.7754
Epoch 145/150
512/512 [==============================] - 0s 425us/step - loss: 0.4519 - accuracy: 0.7949
Epoch 146/150
512/512 [==============================] - 0s 423us/step - loss: 0.4495 - accuracy: 0.7852
Epoch 147/150
512/512 [==============================] - 0s 425us/step - loss: 0.4204 - accuracy: 0.8105
Epoch 148/150
512/512 [==============================] - 0s 429us/step - loss: 0.4226 - accuracy: 0.8125
Epoch 149/150
512/512 [==============================] - 0s 423us/step - loss: 0.4529 - accuracy: 0.7852
Epoch 150/150
512/512 [==============================] - 0s 393us/step - loss: 0.4815 - accuracy: 0.7598
256/256 [==============================] - 1s 3ms/step
Epoch 1/150
512/512 [==============================] - 1s 2ms/step - loss: 2.5244 - accuracy: 0.6113
Epoch 2/150
512/512 [==============================] - 0s 407us/step - loss: 0.8479 - accuracy: 0.6289
Epoch 3/150
512/512 [==============================] - 0s 430us/step - loss: 0.6761 - accuracy: 0.6758
Epoch 4/150
512/512 [==============================] - 0s 442us/step - loss: 0.7624 - accuracy: 0.65230s - loss: 0.6870 - accuracy: 
Epoch 5/150
512/512 [==============================] - 0s 440us/step - loss: 0.7693 - accuracy: 0.6582
Epoch 6/150
512/512 [==============================] - 0s 434us/step - loss: 0.6648 - accuracy: 0.6855
Epoch 7/150
512/512 [==============================] - 0s 432us/step - loss: 0.6425 - accuracy: 0.6855
Epoch 8/150
512/512 [==============================] - 0s 467us/step - loss: 0.6480 - accuracy: 0.6758
Epoch 9/150
512/512 [==============================] - 0s 464us/step - loss: 0.6007 - accuracy: 0.6953
Epoch 10/150
512/512 [==============================] - 0s 401us/step - loss: 0.6259 - accuracy: 0.6699
Epoch 11/150
512/512 [==============================] - 0s 411us/step - loss: 0.5640 - accuracy: 0.7031
Epoch 12/150
512/512 [==============================] - 0s 427us/step - loss: 0.6173 - accuracy: 0.7012
Epoch 13/150
512/512 [==============================] - 0s 430us/step - loss: 0.5838 - accuracy: 0.7109
Epoch 14/150
512/512 [==============================] - 0s 431us/step - loss: 0.5657 - accuracy: 0.7207
Epoch 15/150
512/512 [==============================] - 0s 417us/step - loss: 0.5410 - accuracy: 0.7305
Epoch 16/150
512/512 [==============================] - 0s 415us/step - loss: 0.5723 - accuracy: 0.7363
Epoch 17/150
512/512 [==============================] - 0s 432us/step - loss: 0.9898 - accuracy: 0.6738
Epoch 18/150
512/512 [==============================] - 0s 444us/step - loss: 0.6232 - accuracy: 0.7012
Epoch 19/150
512/512 [==============================] - 0s 388us/step - loss: 0.5553 - accuracy: 0.7266
Epoch 20/150
512/512 [==============================] - 0s 421us/step - loss: 0.5585 - accuracy: 0.7363
Epoch 21/150
512/512 [==============================] - 0s 429us/step - loss: 0.5651 - accuracy: 0.7383
Epoch 22/150
512/512 [==============================] - 0s 429us/step - loss: 0.5581 - accuracy: 0.7383
Epoch 23/150
512/512 [==============================] - 0s 429us/step - loss: 0.5415 - accuracy: 0.7402
Epoch 24/150
512/512 [==============================] - 0s 425us/step - loss: 0.5375 - accuracy: 0.7480
Epoch 25/150
512/512 [==============================] - 0s 423us/step - loss: 0.5499 - accuracy: 0.7344
Epoch 26/150
512/512 [==============================] - 0s 429us/step - loss: 0.5775 - accuracy: 0.7305
Epoch 27/150
512/512 [==============================] - 0s 419us/step - loss: 0.5468 - accuracy: 0.7539
Epoch 28/150
512/512 [==============================] - 0s 392us/step - loss: 0.5407 - accuracy: 0.7402
Epoch 29/150
512/512 [==============================] - 0s 417us/step - loss: 0.5287 - accuracy: 0.7383
Epoch 30/150
512/512 [==============================] - 0s 432us/step - loss: 0.5330 - accuracy: 0.7578
Epoch 31/150
512/512 [==============================] - 0s 427us/step - loss: 0.5163 - accuracy: 0.7500
Epoch 32/150
512/512 [==============================] - 0s 421us/step - loss: 0.5312 - accuracy: 0.7520
Epoch 33/150
512/512 [==============================] - 0s 432us/step - loss: 0.5632 - accuracy: 0.7324
Epoch 34/150
512/512 [==============================] - 0s 425us/step - loss: 0.5333 - accuracy: 0.7559
Epoch 35/150
512/512 [==============================] - 0s 425us/step - loss: 0.5569 - accuracy: 0.7539
Epoch 36/150
512/512 [==============================] - 0s 421us/step - loss: 0.5551 - accuracy: 0.7383
Epoch 37/150
512/512 [==============================] - 0s 393us/step - loss: 0.5673 - accuracy: 0.7441
Epoch 38/150
512/512 [==============================] - 0s 417us/step - loss: 0.5347 - accuracy: 0.7578
Epoch 39/150
512/512 [==============================] - 0s 432us/step - loss: 0.5567 - accuracy: 0.7578
Epoch 40/150
512/512 [==============================] - 0s 397us/step - loss: 0.5135 - accuracy: 0.7578
Epoch 41/150
512/512 [==============================] - 0s 452us/step - loss: 0.5091 - accuracy: 0.7402
Epoch 42/150
512/512 [==============================] - 0s 430us/step - loss: 0.5254 - accuracy: 0.7500
Epoch 43/150
512/512 [==============================] - 0s 423us/step - loss: 0.5224 - accuracy: 0.7461
Epoch 44/150
512/512 [==============================] - 0s 427us/step - loss: 0.6121 - accuracy: 0.7129
Epoch 45/150
512/512 [==============================] - 0s 421us/step - loss: 0.5721 - accuracy: 0.7324
Epoch 46/150
512/512 [==============================] - 0s 415us/step - loss: 0.5296 - accuracy: 0.7637
Epoch 47/150
512/512 [==============================] - 0s 430us/step - loss: 0.5158 - accuracy: 0.7383
Epoch 48/150
512/512 [==============================] - 0s 432us/step - loss: 0.5443 - accuracy: 0.7383
Epoch 49/150
512/512 [==============================] - 0s 430us/step - loss: 0.5143 - accuracy: 0.7480
Epoch 50/150
512/512 [==============================] - 0s 442us/step - loss: 0.5481 - accuracy: 0.7559
Epoch 51/150
512/512 [==============================] - 0s 423us/step - loss: 0.5187 - accuracy: 0.7578
Epoch 52/150
512/512 [==============================] - 0s 431us/step - loss: 0.5221 - accuracy: 0.7383
Epoch 53/150
512/512 [==============================] - 0s 427us/step - loss: 0.5043 - accuracy: 0.7656
Epoch 54/150
512/512 [==============================] - 0s 413us/step - loss: 0.5317 - accuracy: 0.7402
Epoch 55/150
512/512 [==============================] - 0s 394us/step - loss: 0.4904 - accuracy: 0.7617
Epoch 56/150
512/512 [==============================] - 0s 429us/step - loss: 0.5004 - accuracy: 0.7617
Epoch 57/150
512/512 [==============================] - 0s 425us/step - loss: 0.5256 - accuracy: 0.76170s - loss: 0.5621 - accuracy
Epoch 58/150
512/512 [==============================] - 0s 421us/step - loss: 0.5142 - accuracy: 0.7617
Epoch 59/150
512/512 [==============================] - 0s 430us/step - loss: 0.4891 - accuracy: 0.7793
Epoch 60/150
512/512 [==============================] - 0s 419us/step - loss: 0.5120 - accuracy: 0.7402
Epoch 61/150
512/512 [==============================] - 0s 433us/step - loss: 0.5616 - accuracy: 0.7246
Epoch 62/150
512/512 [==============================] - 0s 421us/step - loss: 0.5022 - accuracy: 0.7461
Epoch 63/150
512/512 [==============================] - 0s 415us/step - loss: 0.5175 - accuracy: 0.7520
Epoch 64/150
512/512 [==============================] - 0s 395us/step - loss: 0.4909 - accuracy: 0.7637
Epoch 65/150
512/512 [==============================] - 0s 429us/step - loss: 0.6114 - accuracy: 0.7344
Epoch 66/150
512/512 [==============================] - 0s 423us/step - loss: 0.5532 - accuracy: 0.7539
Epoch 67/150
512/512 [==============================] - 0s 415us/step - loss: 0.4782 - accuracy: 0.7715
Epoch 68/150
512/512 [==============================] - 0s 421us/step - loss: 0.5067 - accuracy: 0.7559
Epoch 69/150
512/512 [==============================] - 0s 429us/step - loss: 0.6105 - accuracy: 0.7188
Epoch 70/150
512/512 [==============================] - 0s 428us/step - loss: 0.6149 - accuracy: 0.7246
Epoch 71/150
512/512 [==============================] - 0s 444us/step - loss: 0.5073 - accuracy: 0.7637
Epoch 72/150
512/512 [==============================] - 0s 429us/step - loss: 0.5127 - accuracy: 0.74220s - loss: 0.5206 - accuracy
Epoch 73/150
512/512 [==============================] - 0s 395us/step - loss: 0.5193 - accuracy: 0.7500
Epoch 74/150
512/512 [==============================] - 0s 430us/step - loss: 0.4963 - accuracy: 0.7852
Epoch 75/150
512/512 [==============================] - 0s 432us/step - loss: 0.5058 - accuracy: 0.7676
Epoch 76/150
512/512 [==============================] - 0s 430us/step - loss: 0.4877 - accuracy: 0.7754
Epoch 77/150
512/512 [==============================] - 0s 436us/step - loss: 0.5215 - accuracy: 0.7500
Epoch 78/150
512/512 [==============================] - 0s 432us/step - loss: 0.5168 - accuracy: 0.7559
Epoch 79/150
512/512 [==============================] - 0s 430us/step - loss: 0.5250 - accuracy: 0.7559
Epoch 80/150
512/512 [==============================] - 0s 427us/step - loss: 0.4980 - accuracy: 0.7676
Epoch 81/150
512/512 [==============================] - 0s 407us/step - loss: 0.5284 - accuracy: 0.7559
Epoch 82/150
512/512 [==============================] - 0s 393us/step - loss: 0.4800 - accuracy: 0.7754
Epoch 83/150
512/512 [==============================] - 0s 429us/step - loss: 0.5060 - accuracy: 0.7676
Epoch 84/150
512/512 [==============================] - 0s 438us/step - loss: 0.4960 - accuracy: 0.7578
Epoch 85/150
512/512 [==============================] - 0s 421us/step - loss: 0.5313 - accuracy: 0.7695
Epoch 86/150
512/512 [==============================] - 0s 419us/step - loss: 0.5019 - accuracy: 0.7598
Epoch 87/150
512/512 [==============================] - 0s 425us/step - loss: 0.4991 - accuracy: 0.7695
Epoch 88/150
512/512 [==============================] - 0s 425us/step - loss: 0.4954 - accuracy: 0.7812
Epoch 89/150
512/512 [==============================] - 0s 423us/step - loss: 0.4765 - accuracy: 0.7773
Epoch 90/150
512/512 [==============================] - 0s 419us/step - loss: 0.5126 - accuracy: 0.7734
Epoch 91/150
512/512 [==============================] - 0s 390us/step - loss: 0.4657 - accuracy: 0.7734
Epoch 92/150
512/512 [==============================] - 0s 434us/step - loss: 0.4588 - accuracy: 0.7949
Epoch 93/150
512/512 [==============================] - 0s 421us/step - loss: 0.5058 - accuracy: 0.7578
Epoch 94/150
512/512 [==============================] - 0s 423us/step - loss: 0.4758 - accuracy: 0.7891
Epoch 95/150
512/512 [==============================] - 0s 434us/step - loss: 0.4683 - accuracy: 0.7812
Epoch 96/150
512/512 [==============================] - 0s 427us/step - loss: 0.5101 - accuracy: 0.7559
Epoch 97/150
512/512 [==============================] - 0s 421us/step - loss: 0.4646 - accuracy: 0.7617
Epoch 98/150
512/512 [==============================] - 0s 456us/step - loss: 0.5010 - accuracy: 0.7656
Epoch 99/150
512/512 [==============================] - 0s 479us/step - loss: 0.4818 - accuracy: 0.77730s - loss: 0.4879 - accuracy: 0.
Epoch 100/150
512/512 [==============================] - 0s 466us/step - loss: 0.4594 - accuracy: 0.7852
Epoch 101/150
512/512 [==============================] - 0s 430us/step - loss: 0.5203 - accuracy: 0.7637
Epoch 102/150
512/512 [==============================] - 0s 487us/step - loss: 0.4735 - accuracy: 0.7910
Epoch 103/150
512/512 [==============================] - 0s 471us/step - loss: 0.4847 - accuracy: 0.7520
Epoch 104/150
512/512 [==============================] - 0s 464us/step - loss: 0.4634 - accuracy: 0.7832
Epoch 105/150
512/512 [==============================] - 0s 411us/step - loss: 0.4572 - accuracy: 0.7949
Epoch 106/150
512/512 [==============================] - 0s 430us/step - loss: 0.5274 - accuracy: 0.7773
Epoch 107/150
512/512 [==============================] - 0s 495us/step - loss: 0.4887 - accuracy: 0.7461
Epoch 108/150
512/512 [==============================] - 0s 430us/step - loss: 0.4954 - accuracy: 0.7852
Epoch 109/150
512/512 [==============================] - 0s 483us/step - loss: 0.4660 - accuracy: 0.7617
Epoch 110/150
512/512 [==============================] - 0s 489us/step - loss: 0.4750 - accuracy: 0.7734
Epoch 111/150
512/512 [==============================] - 0s 374us/step - loss: 0.4827 - accuracy: 0.7754
Epoch 112/150
512/512 [==============================] - 0s 360us/step - loss: 0.4542 - accuracy: 0.7832
Epoch 113/150
512/512 [==============================] - 0s 386us/step - loss: 0.4583 - accuracy: 0.7891
Epoch 114/150
512/512 [==============================] - 0s 432us/step - loss: 0.4836 - accuracy: 0.7773
Epoch 115/150
512/512 [==============================] - 0s 354us/step - loss: 0.5297 - accuracy: 0.7480
Epoch 116/150
512/512 [==============================] - 0s 352us/step - loss: 0.4666 - accuracy: 0.7734
Epoch 117/150
512/512 [==============================] - 0s 347us/step - loss: 0.4975 - accuracy: 0.7695
Epoch 118/150
512/512 [==============================] - 0s 341us/step - loss: 0.5114 - accuracy: 0.7676
Epoch 119/150
512/512 [==============================] - 0s 390us/step - loss: 0.5001 - accuracy: 0.7598
Epoch 120/150
512/512 [==============================] - 0s 347us/step - loss: 0.4478 - accuracy: 0.7852
Epoch 121/150
512/512 [==============================] - 0s 386us/step - loss: 0.4619 - accuracy: 0.7754
Epoch 122/150
512/512 [==============================] - 0s 356us/step - loss: 0.4555 - accuracy: 0.7812
Epoch 123/150
512/512 [==============================] - 0s 380us/step - loss: 0.4836 - accuracy: 0.7910
Epoch 124/150
512/512 [==============================] - 0s 497us/step - loss: 0.5280 - accuracy: 0.7656
Epoch 125/150
512/512 [==============================] - 0s 393us/step - loss: 0.5056 - accuracy: 0.7676
Epoch 126/150
512/512 [==============================] - 0s 446us/step - loss: 0.4606 - accuracy: 0.7891
Epoch 127/150
512/512 [==============================] - 0s 413us/step - loss: 0.4864 - accuracy: 0.7793
Epoch 128/150
512/512 [==============================] - 0s 370us/step - loss: 0.4420 - accuracy: 0.7852
Epoch 129/150
512/512 [==============================] - 0s 357us/step - loss: 0.4657 - accuracy: 0.7734
Epoch 130/150
512/512 [==============================] - 0s 419us/step - loss: 0.4602 - accuracy: 0.7930
Epoch 131/150
512/512 [==============================] - 0s 362us/step - loss: 0.4464 - accuracy: 0.7930
Epoch 132/150
512/512 [==============================] - 0s 438us/step - loss: 0.4470 - accuracy: 0.7773
Epoch 133/150
512/512 [==============================] - 0s 479us/step - loss: 0.4376 - accuracy: 0.8008
Epoch 134/150
512/512 [==============================] - 0s 382us/step - loss: 0.4675 - accuracy: 0.7793
Epoch 135/150
512/512 [==============================] - 0s 518us/step - loss: 0.4708 - accuracy: 0.7715
Epoch 136/150
512/512 [==============================] - 0s 399us/step - loss: 0.4821 - accuracy: 0.7734
Epoch 137/150
512/512 [==============================] - 0s 368us/step - loss: 0.4509 - accuracy: 0.7988
Epoch 138/150
512/512 [==============================] - 0s 440us/step - loss: 0.4848 - accuracy: 0.7734
Epoch 139/150
512/512 [==============================] - 0s 450us/step - loss: 0.4645 - accuracy: 0.7676
Epoch 140/150
512/512 [==============================] - 0s 409us/step - loss: 0.4680 - accuracy: 0.7715
Epoch 141/150
512/512 [==============================] - 0s 405us/step - loss: 0.4922 - accuracy: 0.7461
Epoch 142/150
512/512 [==============================] - 0s 397us/step - loss: 0.4740 - accuracy: 0.7715
Epoch 143/150
512/512 [==============================] - 0s 479us/step - loss: 0.4728 - accuracy: 0.7949
Epoch 144/150
512/512 [==============================] - 0s 438us/step - loss: 0.5175 - accuracy: 0.7598
Epoch 145/150
512/512 [==============================] - 0s 432us/step - loss: 0.5550 - accuracy: 0.7539
Epoch 146/150
512/512 [==============================] - 0s 386us/step - loss: 0.4433 - accuracy: 0.7988
Epoch 147/150
512/512 [==============================] - 0s 397us/step - loss: 0.4409 - accuracy: 0.7891
Epoch 148/150
512/512 [==============================] - 0s 430us/step - loss: 0.4502 - accuracy: 0.7910
Epoch 149/150
512/512 [==============================] - 0s 409us/step - loss: 0.4835 - accuracy: 0.7734
Epoch 150/150
512/512 [==============================] - 0s 588us/step - loss: 0.4445 - accuracy: 0.7871
256/256 [==============================] - 1s 3ms/step
Epoch 1/150
512/512 [==============================] - 1s 2ms/step - loss: 3.6784 - accuracy: 0.5586
Epoch 2/150
512/512 [==============================] - 0s 419us/step - loss: 1.4498 - accuracy: 0.5801
Epoch 3/150
512/512 [==============================] - 0s 438us/step - loss: 1.1686 - accuracy: 0.6074
Epoch 4/150
512/512 [==============================] - 0s 491us/step - loss: 1.1414 - accuracy: 0.62500s - loss: 1.1241 - accuracy
Epoch 5/150
512/512 [==============================] - 0s 411us/step - loss: 0.9802 - accuracy: 0.6348
Epoch 6/150
512/512 [==============================] - 0s 393us/step - loss: 0.9616 - accuracy: 0.5957
Epoch 7/150
512/512 [==============================] - 0s 386us/step - loss: 0.9623 - accuracy: 0.6367
Epoch 8/150
512/512 [==============================] - 0s 395us/step - loss: 0.7953 - accuracy: 0.6777
Epoch 9/150
512/512 [==============================] - 0s 386us/step - loss: 0.8052 - accuracy: 0.6777
Epoch 10/150
512/512 [==============================] - 0s 417us/step - loss: 0.7488 - accuracy: 0.6699
Epoch 11/150
512/512 [==============================] - 0s 569us/step - loss: 0.7678 - accuracy: 0.6875
Epoch 12/150
512/512 [==============================] - 0s 499us/step - loss: 0.7661 - accuracy: 0.6562
Epoch 13/150
512/512 [==============================] - 0s 390us/step - loss: 0.7154 - accuracy: 0.6758
Epoch 14/150
512/512 [==============================] - 0s 417us/step - loss: 0.6765 - accuracy: 0.6582
Epoch 15/150
512/512 [==============================] - 0s 458us/step - loss: 0.7495 - accuracy: 0.6738
Epoch 16/150
512/512 [==============================] - 0s 450us/step - loss: 0.6485 - accuracy: 0.6758
Epoch 17/150
512/512 [==============================] - 0s 473us/step - loss: 0.6505 - accuracy: 0.7012
Epoch 18/150
512/512 [==============================] - 0s 417us/step - loss: 0.6481 - accuracy: 0.7070
Epoch 19/150
512/512 [==============================] - 0s 427us/step - loss: 0.5898 - accuracy: 0.6934
Epoch 20/150
512/512 [==============================] - 0s 411us/step - loss: 0.6289 - accuracy: 0.7090
Epoch 21/150
512/512 [==============================] - 0s 429us/step - loss: 0.5985 - accuracy: 0.7012
Epoch 22/150
512/512 [==============================] - 0s 409us/step - loss: 0.6031 - accuracy: 0.7090
Epoch 23/150
512/512 [==============================] - 0s 390us/step - loss: 0.6214 - accuracy: 0.7031
Epoch 24/150
512/512 [==============================] - 0s 394us/step - loss: 0.6426 - accuracy: 0.6641
Epoch 25/150
512/512 [==============================] - 0s 401us/step - loss: 0.7939 - accuracy: 0.6602
Epoch 26/150
512/512 [==============================] - 0s 425us/step - loss: 0.6736 - accuracy: 0.6855
Epoch 27/150
512/512 [==============================] - 0s 413us/step - loss: 0.6115 - accuracy: 0.6953
Epoch 28/150
512/512 [==============================] - 0s 401us/step - loss: 0.7001 - accuracy: 0.6953
Epoch 29/150
512/512 [==============================] - 0s 390us/step - loss: 0.6726 - accuracy: 0.6836
Epoch 30/150
512/512 [==============================] - 0s 392us/step - loss: 0.5956 - accuracy: 0.6973
Epoch 31/150
512/512 [==============================] - 0s 401us/step - loss: 0.8416 - accuracy: 0.6621
Epoch 32/150
512/512 [==============================] - 0s 423us/step - loss: 0.6413 - accuracy: 0.7188
Epoch 33/150
512/512 [==============================] - 0s 401us/step - loss: 0.5837 - accuracy: 0.7031
Epoch 34/150
512/512 [==============================] - 0s 395us/step - loss: 0.6334 - accuracy: 0.7109
Epoch 35/150
512/512 [==============================] - 0s 397us/step - loss: 0.6349 - accuracy: 0.6953
Epoch 36/150
512/512 [==============================] - 0s 390us/step - loss: 0.6128 - accuracy: 0.6777
Epoch 37/150
512/512 [==============================] - 0s 397us/step - loss: 0.7210 - accuracy: 0.6582
Epoch 38/150
512/512 [==============================] - 0s 518us/step - loss: 0.6343 - accuracy: 0.6953
Epoch 39/150
512/512 [==============================] - 0s 639us/step - loss: 0.5724 - accuracy: 0.7031
Epoch 40/150
512/512 [==============================] - 0s 430us/step - loss: 0.6128 - accuracy: 0.6816
Epoch 41/150
512/512 [==============================] - 0s 454us/step - loss: 0.6517 - accuracy: 0.6973
Epoch 42/150
512/512 [==============================] - 0s 415us/step - loss: 0.6073 - accuracy: 0.6953
Epoch 43/150
512/512 [==============================] - 0s 392us/step - loss: 0.5639 - accuracy: 0.7188
Epoch 44/150
512/512 [==============================] - 0s 401us/step - loss: 0.6045 - accuracy: 0.6992
Epoch 45/150
512/512 [==============================] - 0s 454us/step - loss: 0.6041 - accuracy: 0.7168
Epoch 46/150
512/512 [==============================] - 0s 374us/step - loss: 0.6108 - accuracy: 0.6953
Epoch 47/150
512/512 [==============================] - 0s 399us/step - loss: 0.5804 - accuracy: 0.7246
Epoch 48/150
512/512 [==============================] - 0s 405us/step - loss: 0.5624 - accuracy: 0.7207
Epoch 49/150
512/512 [==============================] - 0s 382us/step - loss: 0.5637 - accuracy: 0.7227
Epoch 50/150
512/512 [==============================] - 0s 378us/step - loss: 0.5834 - accuracy: 0.7168
Epoch 51/150
512/512 [==============================] - 0s 376us/step - loss: 0.5317 - accuracy: 0.7227
Epoch 52/150
512/512 [==============================] - 0s 376us/step - loss: 0.5687 - accuracy: 0.7246
Epoch 53/150
512/512 [==============================] - 0s 347us/step - loss: 0.5631 - accuracy: 0.7246
Epoch 54/150
512/512 [==============================] - 0s 366us/step - loss: 0.5763 - accuracy: 0.7227
Epoch 55/150
512/512 [==============================] - 0s 353us/step - loss: 0.5769 - accuracy: 0.7031
Epoch 56/150
512/512 [==============================] - 0s 364us/step - loss: 0.5665 - accuracy: 0.7188
Epoch 57/150
512/512 [==============================] - 0s 356us/step - loss: 0.5898 - accuracy: 0.7012
Epoch 58/150
512/512 [==============================] - 0s 362us/step - loss: 0.6046 - accuracy: 0.7129
Epoch 59/150
512/512 [==============================] - 0s 360us/step - loss: 0.5295 - accuracy: 0.7188
Epoch 60/150
512/512 [==============================] - 0s 349us/step - loss: 0.5558 - accuracy: 0.7246
Epoch 61/150
512/512 [==============================] - 0s 356us/step - loss: 0.6023 - accuracy: 0.7070
Epoch 62/150
512/512 [==============================] - 0s 349us/step - loss: 0.6253 - accuracy: 0.7129
Epoch 63/150
512/512 [==============================] - 0s 351us/step - loss: 0.5399 - accuracy: 0.7441
Epoch 64/150
512/512 [==============================] - 0s 364us/step - loss: 0.5398 - accuracy: 0.7285
Epoch 65/150
512/512 [==============================] - 0s 349us/step - loss: 0.6020 - accuracy: 0.7129
Epoch 66/150
512/512 [==============================] - 0s 415us/step - loss: 0.5706 - accuracy: 0.7266
Epoch 67/150
512/512 [==============================] - 0s 419us/step - loss: 0.5449 - accuracy: 0.7188
Epoch 68/150
512/512 [==============================] - 0s 393us/step - loss: 0.5424 - accuracy: 0.7188
Epoch 69/150
512/512 [==============================] - 0s 347us/step - loss: 0.6204 - accuracy: 0.6914
Epoch 70/150
512/512 [==============================] - 0s 355us/step - loss: 0.5407 - accuracy: 0.7168
Epoch 71/150
512/512 [==============================] - 0s 360us/step - loss: 0.5505 - accuracy: 0.7266
Epoch 72/150
512/512 [==============================] - 0s 349us/step - loss: 0.6014 - accuracy: 0.6934
Epoch 73/150
512/512 [==============================] - 0s 355us/step - loss: 0.5979 - accuracy: 0.6992
Epoch 74/150
512/512 [==============================] - 0s 395us/step - loss: 0.5873 - accuracy: 0.7324
Epoch 75/150
512/512 [==============================] - 0s 415us/step - loss: 0.5577 - accuracy: 0.7383
Epoch 76/150
512/512 [==============================] - 0s 364us/step - loss: 0.5619 - accuracy: 0.6953
Epoch 77/150
512/512 [==============================] - 0s 355us/step - loss: 0.5697 - accuracy: 0.7383
Epoch 78/150
512/512 [==============================] - 0s 378us/step - loss: 0.7010 - accuracy: 0.6777
Epoch 79/150
512/512 [==============================] - 0s 356us/step - loss: 0.5189 - accuracy: 0.7402
Epoch 80/150
512/512 [==============================] - 0s 356us/step - loss: 0.5604 - accuracy: 0.7305
Epoch 81/150
512/512 [==============================] - 0s 356us/step - loss: 0.5493 - accuracy: 0.7305
Epoch 82/150
512/512 [==============================] - 0s 360us/step - loss: 0.5551 - accuracy: 0.7480
Epoch 83/150
512/512 [==============================] - 0s 353us/step - loss: 0.5105 - accuracy: 0.7578
Epoch 84/150
512/512 [==============================] - 0s 353us/step - loss: 0.5696 - accuracy: 0.7324
Epoch 85/150
512/512 [==============================] - 0s 354us/step - loss: 0.5515 - accuracy: 0.7246
Epoch 86/150
512/512 [==============================] - 0s 351us/step - loss: 0.5150 - accuracy: 0.74800s - loss: 0.5053 - accuracy: 0.75
Epoch 87/150
512/512 [==============================] - 0s 444us/step - loss: 0.5187 - accuracy: 0.7344
Epoch 88/150
512/512 [==============================] - 0s 399us/step - loss: 0.5357 - accuracy: 0.7422
Epoch 89/150
512/512 [==============================] - 0s 429us/step - loss: 0.5101 - accuracy: 0.7559
Epoch 90/150
512/512 [==============================] - 0s 405us/step - loss: 0.5397 - accuracy: 0.7266
Epoch 91/150
512/512 [==============================] - 0s 411us/step - loss: 0.5568 - accuracy: 0.7285
Epoch 92/150
512/512 [==============================] - 0s 374us/step - loss: 0.5207 - accuracy: 0.7539
Epoch 93/150
512/512 [==============================] - 0s 374us/step - loss: 0.5445 - accuracy: 0.7520
Epoch 94/150
512/512 [==============================] - 0s 378us/step - loss: 0.5438 - accuracy: 0.7441
Epoch 95/150
512/512 [==============================] - 0s 442us/step - loss: 0.5584 - accuracy: 0.7402
Epoch 96/150
512/512 [==============================] - 0s 475us/step - loss: 0.5075 - accuracy: 0.7773
Epoch 97/150
512/512 [==============================] - 0s 372us/step - loss: 0.5176 - accuracy: 0.7441
Epoch 98/150
512/512 [==============================] - 0s 397us/step - loss: 0.6083 - accuracy: 0.7051
Epoch 99/150
512/512 [==============================] - 0s 360us/step - loss: 0.5436 - accuracy: 0.7402
Epoch 100/150
512/512 [==============================] - 0s 360us/step - loss: 0.5166 - accuracy: 0.7539
Epoch 101/150
512/512 [==============================] - 0s 364us/step - loss: 0.5076 - accuracy: 0.7559
Epoch 102/150
512/512 [==============================] - 0s 360us/step - loss: 0.5695 - accuracy: 0.7402
Epoch 103/150
512/512 [==============================] - 0s 358us/step - loss: 0.5161 - accuracy: 0.7383
Epoch 104/150
512/512 [==============================] - 0s 405us/step - loss: 0.5191 - accuracy: 0.7363
Epoch 105/150
512/512 [==============================] - 0s 401us/step - loss: 0.5441 - accuracy: 0.7266
Epoch 106/150
512/512 [==============================] - 0s 452us/step - loss: 0.5056 - accuracy: 0.7539
Epoch 107/150
512/512 [==============================] - 0s 419us/step - loss: 0.6572 - accuracy: 0.6895
Epoch 108/150
512/512 [==============================] - 0s 436us/step - loss: 0.5735 - accuracy: 0.7383
Epoch 109/150
512/512 [==============================] - 0s 432us/step - loss: 0.5534 - accuracy: 0.7285
Epoch 110/150
512/512 [==============================] - 0s 425us/step - loss: 0.5053 - accuracy: 0.7656
Epoch 111/150
512/512 [==============================] - 0s 399us/step - loss: 0.5429 - accuracy: 0.7480
Epoch 112/150
512/512 [==============================] - 0s 374us/step - loss: 0.5088 - accuracy: 0.7559
Epoch 113/150
512/512 [==============================] - 0s 392us/step - loss: 0.5075 - accuracy: 0.7461
Epoch 114/150
512/512 [==============================] - 0s 415us/step - loss: 0.5510 - accuracy: 0.7344
Epoch 115/150
512/512 [==============================] - 0s 411us/step - loss: 0.5493 - accuracy: 0.7480
Epoch 116/150
512/512 [==============================] - 0s 366us/step - loss: 0.5815 - accuracy: 0.6992
Epoch 117/150
512/512 [==============================] - 0s 353us/step - loss: 0.5677 - accuracy: 0.7402
Epoch 118/150
512/512 [==============================] - 0s 432us/step - loss: 0.5062 - accuracy: 0.7695
Epoch 119/150
512/512 [==============================] - 0s 448us/step - loss: 0.5252 - accuracy: 0.7598
Epoch 120/150
512/512 [==============================] - 0s 454us/step - loss: 0.5761 - accuracy: 0.7305
Epoch 121/150
512/512 [==============================] - 0s 411us/step - loss: 0.5128 - accuracy: 0.72460s - loss: 0.5166 - accuracy: 
Epoch 122/150
512/512 [==============================] - 0s 456us/step - loss: 0.6392 - accuracy: 0.7168
Epoch 123/150
512/512 [==============================] - 0s 413us/step - loss: 0.4956 - accuracy: 0.7656
Epoch 124/150
512/512 [==============================] - 0s 450us/step - loss: 0.5569 - accuracy: 0.7520
Epoch 125/150
512/512 [==============================] - 0s 590us/step - loss: 0.5443 - accuracy: 0.7266
Epoch 126/150
512/512 [==============================] - 0s 501us/step - loss: 0.5014 - accuracy: 0.7539
Epoch 127/150
512/512 [==============================] - 0s 415us/step - loss: 0.5374 - accuracy: 0.7520
Epoch 128/150
512/512 [==============================] - 0s 485us/step - loss: 0.4834 - accuracy: 0.7773
Epoch 129/150
512/512 [==============================] - 0s 487us/step - loss: 0.5055 - accuracy: 0.7480
Epoch 130/150
512/512 [==============================] - 0s 405us/step - loss: 0.5079 - accuracy: 0.7461
Epoch 131/150
512/512 [==============================] - 0s 440us/step - loss: 0.5362 - accuracy: 0.7480
Epoch 132/150
512/512 [==============================] - 0s 397us/step - loss: 0.4927 - accuracy: 0.7734
Epoch 133/150
512/512 [==============================] - 0s 394us/step - loss: 0.5140 - accuracy: 0.7578
Epoch 134/150
512/512 [==============================] - 0s 407us/step - loss: 0.5662 - accuracy: 0.7363
Epoch 135/150
512/512 [==============================] - 0s 397us/step - loss: 0.6099 - accuracy: 0.7012
Epoch 136/150
512/512 [==============================] - 0s 491us/step - loss: 0.4887 - accuracy: 0.7598
Epoch 137/150
512/512 [==============================] - 0s 501us/step - loss: 0.5654 - accuracy: 0.7188
Epoch 138/150
512/512 [==============================] - 0s 444us/step - loss: 0.5022 - accuracy: 0.7773
Epoch 139/150
512/512 [==============================] - 0s 395us/step - loss: 0.5063 - accuracy: 0.7461
Epoch 140/150
512/512 [==============================] - 0s 419us/step - loss: 0.4852 - accuracy: 0.7812
Epoch 141/150
512/512 [==============================] - 0s 399us/step - loss: 0.5683 - accuracy: 0.7266
Epoch 142/150
512/512 [==============================] - 0s 393us/step - loss: 0.5181 - accuracy: 0.7715
Epoch 143/150
512/512 [==============================] - 0s 446us/step - loss: 0.4860 - accuracy: 0.7715
Epoch 144/150
512/512 [==============================] - 0s 407us/step - loss: 0.4916 - accuracy: 0.7734
Epoch 145/150
512/512 [==============================] - 0s 413us/step - loss: 0.5876 - accuracy: 0.7285
Epoch 146/150
512/512 [==============================] - 0s 380us/step - loss: 0.4830 - accuracy: 0.7695
Epoch 147/150
512/512 [==============================] - 0s 403us/step - loss: 0.5655 - accuracy: 0.7305
Epoch 148/150
512/512 [==============================] - 0s 485us/step - loss: 0.5199 - accuracy: 0.7715
Epoch 149/150
512/512 [==============================] - 0s 444us/step - loss: 0.5001 - accuracy: 0.7578
Epoch 150/150
512/512 [==============================] - 0s 429us/step - loss: 0.4888 - accuracy: 0.7715
256/256 [==============================] - 1s 3ms/step
0.7018229166666666
In [31]:
# 改变神经网络结构,(加深,加宽),看看什么结构对模型性能有较大影响。
# 加宽 加深
def create_model_2():
    # create model
    model = Sequential()
    model.add(Dense(24, input_dim=8, activation='relu'))
    model.add(Dense(24, input_dim=24, activation='relu'))
    model.add(Dense(24, input_dim=24, activation='relu'))
    model.add(Dense(24, input_dim=24, activation='relu'))
    model.add(Dense(24, input_dim=24, activation='relu'))
    model.add(Dense(12, input_dim=24, activation='relu'))
    model.add(Dense(12, input_dim=12, activation='relu'))
    model.add(Dense(12, input_dim=12, activation='relu'))
    model.add(Dense(12, input_dim=12, activation='relu'))
    model.add(Dense(12, input_dim=12, activation='relu'))
    model.add(Dense(12, input_dim=12, activation='relu'))
    model.add(Dense(8, input_dim=12, activation='relu'))
    model.add(Dense(8, input_dim=12, activation='relu'))
    model.add(Dense(8, input_dim=12, activation='relu'))
    model.add(Dense(8, input_dim=12, activation='relu'))
    model.add(Dense(8, input_dim=12, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    # Compile model
    model.compile(loss='binary_crossentropy',
                  optimizer='adam',
                  metrics=['accuracy'])
    return model


model = KerasClassifier(build_fn=create_model_2, epochs=150, batch_size=10)
kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)
results = cross_val_score(model, X, Y, cv=kfold)
print(results.mean())
Epoch 1/150
512/512 [==============================] - 2s 3ms/step - loss: 0.6805 - accuracy: 0.6367
Epoch 2/150
512/512 [==============================] - 0s 576us/step - loss: 0.6584 - accuracy: 0.6523
Epoch 3/150
512/512 [==============================] - 0s 610us/step - loss: 0.6513 - accuracy: 0.6523
Epoch 4/150
512/512 [==============================] - 0s 584us/step - loss: 0.6455 - accuracy: 0.6523
Epoch 5/150
512/512 [==============================] - 0s 579us/step - loss: 0.6398 - accuracy: 0.6523
Epoch 6/150
512/512 [==============================] - 0s 577us/step - loss: 0.6291 - accuracy: 0.6523
Epoch 7/150
512/512 [==============================] - 0s 526us/step - loss: 0.6307 - accuracy: 0.6523
Epoch 8/150
512/512 [==============================] - 0s 561us/step - loss: 0.6249 - accuracy: 0.6523
Epoch 9/150
512/512 [==============================] - 0s 582us/step - loss: 0.6198 - accuracy: 0.6523
Epoch 10/150
512/512 [==============================] - 0s 596us/step - loss: 0.6168 - accuracy: 0.6523
Epoch 11/150
512/512 [==============================] - 0s 635us/step - loss: 0.6087 - accuracy: 0.6523
Epoch 12/150
512/512 [==============================] - 0s 632us/step - loss: 0.6119 - accuracy: 0.6523
Epoch 13/150
512/512 [==============================] - 0s 588us/step - loss: 0.6028 - accuracy: 0.6523
Epoch 14/150
512/512 [==============================] - 0s 579us/step - loss: 0.6032 - accuracy: 0.6523
Epoch 15/150
512/512 [==============================] - 0s 592us/step - loss: 0.5931 - accuracy: 0.6680
Epoch 16/150
512/512 [==============================] - 0s 588us/step - loss: 0.5914 - accuracy: 0.6973
Epoch 17/150
512/512 [==============================] - 0s 606us/step - loss: 0.5867 - accuracy: 0.6914
Epoch 18/150
512/512 [==============================] - 0s 580us/step - loss: 0.6141 - accuracy: 0.6855
Epoch 19/150
512/512 [==============================] - 0s 625us/step - loss: 0.5875 - accuracy: 0.6914
Epoch 20/150
512/512 [==============================] - 0s 608us/step - loss: 0.6134 - accuracy: 0.6367
Epoch 21/150
512/512 [==============================] - 0s 629us/step - loss: 0.5956 - accuracy: 0.6895
Epoch 22/150
512/512 [==============================] - 0s 645us/step - loss: 0.5806 - accuracy: 0.7246
Epoch 23/150
512/512 [==============================] - 0s 575us/step - loss: 0.5725 - accuracy: 0.6973
Epoch 24/150
512/512 [==============================] - 0s 577us/step - loss: 0.5733 - accuracy: 0.7168
Epoch 25/150
512/512 [==============================] - 0s 573us/step - loss: 0.5508 - accuracy: 0.7422
Epoch 26/150
512/512 [==============================] - 0s 543us/step - loss: 0.6049 - accuracy: 0.6855
Epoch 27/150
512/512 [==============================] - 0s 621us/step - loss: 0.5575 - accuracy: 0.7500
Epoch 28/150
512/512 [==============================] - 0s 641us/step - loss: 0.5435 - accuracy: 0.7402
Epoch 29/150
512/512 [==============================] - 0s 588us/step - loss: 0.5516 - accuracy: 0.7344
Epoch 30/150
512/512 [==============================] - 0s 584us/step - loss: 0.5469 - accuracy: 0.7363
Epoch 31/150
512/512 [==============================] - 0s 596us/step - loss: 0.5665 - accuracy: 0.6973
Epoch 32/150
512/512 [==============================] - 0s 582us/step - loss: 0.5374 - accuracy: 0.7207
Epoch 33/150
512/512 [==============================] - 0s 545us/step - loss: 0.5364 - accuracy: 0.7441
Epoch 34/150
512/512 [==============================] - 0s 641us/step - loss: 0.5232 - accuracy: 0.7539
Epoch 35/150
512/512 [==============================] - 0s 577us/step - loss: 0.5177 - accuracy: 0.7441
Epoch 36/150
512/512 [==============================] - 0s 643us/step - loss: 0.5435 - accuracy: 0.7285
Epoch 37/150
512/512 [==============================] - 0s 580us/step - loss: 0.5249 - accuracy: 0.7539
Epoch 38/150
512/512 [==============================] - 0s 612us/step - loss: 0.5283 - accuracy: 0.7441
Epoch 39/150
512/512 [==============================] - 0s 590us/step - loss: 0.4969 - accuracy: 0.7676
Epoch 40/150
512/512 [==============================] - 0s 596us/step - loss: 0.4840 - accuracy: 0.7695
Epoch 41/150
512/512 [==============================] - 0s 586us/step - loss: 0.5000 - accuracy: 0.7422
Epoch 42/150
512/512 [==============================] - 0s 579us/step - loss: 0.5037 - accuracy: 0.7520
Epoch 43/150
512/512 [==============================] - 0s 627us/step - loss: 0.5108 - accuracy: 0.7441
Epoch 44/150
512/512 [==============================] - 0s 604us/step - loss: 0.5106 - accuracy: 0.7383
Epoch 45/150
512/512 [==============================] - 0s 573us/step - loss: 0.5277 - accuracy: 0.7109
Epoch 46/150
512/512 [==============================] - ETA: 0s - loss: 0.5003 - accuracy: 0.74 - 0s 573us/step - loss: 0.4925 - accuracy: 0.7539
Epoch 47/150
512/512 [==============================] - 0s 592us/step - loss: 0.4881 - accuracy: 0.7578
Epoch 48/150
512/512 [==============================] - 0s 596us/step - loss: 0.4726 - accuracy: 0.7773
Epoch 49/150
512/512 [==============================] - 0s 575us/step - loss: 0.4987 - accuracy: 0.7520
Epoch 50/150
512/512 [==============================] - 0s 575us/step - loss: 0.4749 - accuracy: 0.7656
Epoch 51/150
512/512 [==============================] - 0s 553us/step - loss: 0.4723 - accuracy: 0.7734
Epoch 52/150
512/512 [==============================] - 0s 571us/step - loss: 0.4591 - accuracy: 0.7852
Epoch 53/150
512/512 [==============================] - 0s 571us/step - loss: 0.4633 - accuracy: 0.7793
Epoch 54/150
512/512 [==============================] - 0s 588us/step - loss: 0.4885 - accuracy: 0.7715
Epoch 55/150
512/512 [==============================] - 0s 577us/step - loss: 0.4709 - accuracy: 0.7578
Epoch 56/150
512/512 [==============================] - 0s 579us/step - loss: 0.4553 - accuracy: 0.7832
Epoch 57/150
512/512 [==============================] - 0s 557us/step - loss: 0.4506 - accuracy: 0.7949
Epoch 58/150
512/512 [==============================] - 0s 594us/step - loss: 0.4551 - accuracy: 0.78120s - loss: 0.4839 - accuracy: 
Epoch 59/150
512/512 [==============================] - 0s 516us/step - loss: 0.4442 - accuracy: 0.7773
Epoch 60/150
512/512 [==============================] - 0s 567us/step - loss: 0.4689 - accuracy: 0.7734
Epoch 61/150
512/512 [==============================] - 0s 557us/step - loss: 0.4650 - accuracy: 0.7812
Epoch 62/150
512/512 [==============================] - ETA: 0s - loss: 0.4641 - accuracy: 0.77 - 0s 571us/step - loss: 0.4651 - accuracy: 0.7715
Epoch 63/150
512/512 [==============================] - 0s 561us/step - loss: 0.4507 - accuracy: 0.7754
Epoch 64/150
512/512 [==============================] - 0s 563us/step - loss: 0.4598 - accuracy: 0.7637
Epoch 65/150
512/512 [==============================] - 0s 575us/step - loss: 0.4412 - accuracy: 0.7715
Epoch 66/150
512/512 [==============================] - 0s 547us/step - loss: 0.4606 - accuracy: 0.7676
Epoch 67/150
512/512 [==============================] - 0s 584us/step - loss: 0.4630 - accuracy: 0.7656
Epoch 68/150
512/512 [==============================] - 0s 584us/step - loss: 0.4491 - accuracy: 0.7656
Epoch 69/150
512/512 [==============================] - 0s 582us/step - loss: 0.4240 - accuracy: 0.7988
Epoch 70/150
512/512 [==============================] - 0s 580us/step - loss: 0.4846 - accuracy: 0.7676
Epoch 71/150
512/512 [==============================] - 0s 606us/step - loss: 0.4606 - accuracy: 0.7637
Epoch 72/150
512/512 [==============================] - 0s 586us/step - loss: 0.4862 - accuracy: 0.7656
Epoch 73/150
512/512 [==============================] - 0s 575us/step - loss: 0.4420 - accuracy: 0.7812
Epoch 74/150
512/512 [==============================] - 0s 586us/step - loss: 0.4681 - accuracy: 0.7695
Epoch 75/150
512/512 [==============================] - 0s 580us/step - loss: 0.4449 - accuracy: 0.7793
Epoch 76/150
512/512 [==============================] - 0s 598us/step - loss: 0.4348 - accuracy: 0.7910
Epoch 77/150
512/512 [==============================] - 0s 617us/step - loss: 0.4532 - accuracy: 0.7852
Epoch 78/150
512/512 [==============================] - 0s 656us/step - loss: 0.4292 - accuracy: 0.7910
Epoch 79/150
512/512 [==============================] - 0s 540us/step - loss: 0.4058 - accuracy: 0.8125
Epoch 80/150
512/512 [==============================] - 0s 555us/step - loss: 0.4404 - accuracy: 0.7891
Epoch 81/150
512/512 [==============================] - 0s 551us/step - loss: 0.4437 - accuracy: 0.7969
Epoch 82/150
512/512 [==============================] - 0s 604us/step - loss: 0.4296 - accuracy: 0.7812
Epoch 83/150
512/512 [==============================] - 0s 549us/step - loss: 0.4330 - accuracy: 0.7891
Epoch 84/150
512/512 [==============================] - 0s 625us/step - loss: 0.4391 - accuracy: 0.7969
Epoch 85/150
512/512 [==============================] - 0s 543us/step - loss: 0.4075 - accuracy: 0.8164
Epoch 86/150
512/512 [==============================] - 0s 526us/step - loss: 0.4181 - accuracy: 0.7812
Epoch 87/150
512/512 [==============================] - 0s 563us/step - loss: 0.4065 - accuracy: 0.7949
Epoch 88/150
512/512 [==============================] - 0s 588us/step - loss: 0.4307 - accuracy: 0.7891
Epoch 89/150
512/512 [==============================] - 0s 625us/step - loss: 0.4233 - accuracy: 0.7988
Epoch 90/150
512/512 [==============================] - 0s 557us/step - loss: 0.4111 - accuracy: 0.8066
Epoch 91/150
512/512 [==============================] - 0s 561us/step - loss: 0.4280 - accuracy: 0.7852
Epoch 92/150
512/512 [==============================] - 0s 536us/step - loss: 0.4421 - accuracy: 0.7832
Epoch 93/150
512/512 [==============================] - 0s 656us/step - loss: 0.4382 - accuracy: 0.7832
Epoch 94/150
512/512 [==============================] - 0s 623us/step - loss: 0.4536 - accuracy: 0.7832
Epoch 95/150
512/512 [==============================] - 0s 594us/step - loss: 0.4238 - accuracy: 0.7930
Epoch 96/150
512/512 [==============================] - 0s 559us/step - loss: 0.4255 - accuracy: 0.8047
Epoch 97/150
512/512 [==============================] - 0s 627us/step - loss: 0.4161 - accuracy: 0.7910
Epoch 98/150
512/512 [==============================] - 0s 549us/step - loss: 0.4063 - accuracy: 0.7910
Epoch 99/150
512/512 [==============================] - 0s 520us/step - loss: 0.3991 - accuracy: 0.8223
Epoch 100/150
512/512 [==============================] - 0s 559us/step - loss: 0.4124 - accuracy: 0.8105
Epoch 101/150
512/512 [==============================] - 0s 567us/step - loss: 0.4241 - accuracy: 0.7910
Epoch 102/150
512/512 [==============================] - 0s 577us/step - loss: 0.3913 - accuracy: 0.8066
Epoch 103/150
512/512 [==============================] - 0s 633us/step - loss: 0.4305 - accuracy: 0.7773
Epoch 104/150
512/512 [==============================] - 0s 604us/step - loss: 0.3915 - accuracy: 0.8184
Epoch 105/150
512/512 [==============================] - 0s 606us/step - loss: 0.3884 - accuracy: 0.8105
Epoch 106/150
512/512 [==============================] - 0s 553us/step - loss: 0.3962 - accuracy: 0.8066
Epoch 107/150
512/512 [==============================] - 0s 569us/step - loss: 0.3961 - accuracy: 0.7949
Epoch 108/150
512/512 [==============================] - 0s 561us/step - loss: 0.3882 - accuracy: 0.8223
Epoch 109/150
512/512 [==============================] - 0s 635us/step - loss: 0.4126 - accuracy: 0.81250s - loss: 0.3929 - accuracy: 
Epoch 110/150
512/512 [==============================] - 0s 565us/step - loss: 0.3920 - accuracy: 0.8281
Epoch 111/150
512/512 [==============================] - 0s 561us/step - loss: 0.3813 - accuracy: 0.8320
Epoch 112/150
512/512 [==============================] - 0s 619us/step - loss: 0.4025 - accuracy: 0.8242
Epoch 113/150
512/512 [==============================] - 0s 637us/step - loss: 0.4074 - accuracy: 0.8086
Epoch 114/150
512/512 [==============================] - 0s 604us/step - loss: 0.4016 - accuracy: 0.8223
Epoch 115/150
512/512 [==============================] - 0s 561us/step - loss: 0.4033 - accuracy: 0.8066
Epoch 116/150
512/512 [==============================] - 0s 586us/step - loss: 0.3889 - accuracy: 0.8086
Epoch 117/150
512/512 [==============================] - 0s 573us/step - loss: 0.3942 - accuracy: 0.8086
Epoch 118/150
512/512 [==============================] - 0s 545us/step - loss: 0.3687 - accuracy: 0.8359
Epoch 119/150
512/512 [==============================] - 0s 540us/step - loss: 0.3677 - accuracy: 0.8125
Epoch 120/150
512/512 [==============================] - 0s 575us/step - loss: 0.3677 - accuracy: 0.8281
Epoch 121/150
512/512 [==============================] - 0s 565us/step - loss: 0.3832 - accuracy: 0.8203
Epoch 122/150
512/512 [==============================] - 0s 565us/step - loss: 0.3835 - accuracy: 0.8164
Epoch 123/150
512/512 [==============================] - 0s 551us/step - loss: 0.3931 - accuracy: 0.8184
Epoch 124/150
512/512 [==============================] - 0s 553us/step - loss: 0.3885 - accuracy: 0.8184
Epoch 125/150
512/512 [==============================] - 0s 563us/step - loss: 0.3898 - accuracy: 0.8164
Epoch 126/150
512/512 [==============================] - 0s 614us/step - loss: 0.4158 - accuracy: 0.8047
Epoch 127/150
512/512 [==============================] - 0s 658us/step - loss: 0.3776 - accuracy: 0.8320
Epoch 128/150
512/512 [==============================] - 0s 582us/step - loss: 0.3676 - accuracy: 0.8262
Epoch 129/150
512/512 [==============================] - 0s 575us/step - loss: 0.4031 - accuracy: 0.8008
Epoch 130/150
512/512 [==============================] - 0s 670us/step - loss: 0.3731 - accuracy: 0.8223
Epoch 131/150
512/512 [==============================] - 0s 621us/step - loss: 0.3681 - accuracy: 0.8242
Epoch 132/150
512/512 [==============================] - 0s 596us/step - loss: 0.3568 - accuracy: 0.8359
Epoch 133/150
512/512 [==============================] - 0s 633us/step - loss: 0.3640 - accuracy: 0.8242
Epoch 134/150
512/512 [==============================] - 0s 577us/step - loss: 0.3664 - accuracy: 0.8320
Epoch 135/150
512/512 [==============================] - 0s 561us/step - loss: 0.3725 - accuracy: 0.8418
Epoch 136/150
512/512 [==============================] - 0s 559us/step - loss: 0.3646 - accuracy: 0.8340
Epoch 137/150
512/512 [==============================] - 0s 621us/step - loss: 0.3622 - accuracy: 0.8242
Epoch 138/150
512/512 [==============================] - 0s 536us/step - loss: 0.3773 - accuracy: 0.8125
Epoch 139/150
512/512 [==============================] - 0s 580us/step - loss: 0.3501 - accuracy: 0.8340
Epoch 140/150
512/512 [==============================] - 0s 616us/step - loss: 0.3773 - accuracy: 0.8223
Epoch 141/150
512/512 [==============================] - 0s 577us/step - loss: 0.3969 - accuracy: 0.8242
Epoch 142/150
512/512 [==============================] - 0s 579us/step - loss: 0.3778 - accuracy: 0.8223
Epoch 143/150
512/512 [==============================] - 0s 582us/step - loss: 0.4021 - accuracy: 0.8223
Epoch 144/150
512/512 [==============================] - 0s 561us/step - loss: 0.3534 - accuracy: 0.8320
Epoch 145/150
512/512 [==============================] - 0s 563us/step - loss: 0.3556 - accuracy: 0.8438
Epoch 146/150
512/512 [==============================] - 0s 582us/step - loss: 0.3636 - accuracy: 0.8320
Epoch 147/150
512/512 [==============================] - 0s 573us/step - loss: 0.3382 - accuracy: 0.8340
Epoch 148/150
512/512 [==============================] - 0s 580us/step - loss: 0.3464 - accuracy: 0.8477
Epoch 149/150
512/512 [==============================] - 0s 575us/step - loss: 0.4036 - accuracy: 0.8105
Epoch 150/150
512/512 [==============================] - 0s 571us/step - loss: 0.3937 - accuracy: 0.7910
256/256 [==============================] - 1s 4ms/step
Epoch 1/150
512/512 [==============================] - 2s 3ms/step - loss: 0.6748 - accuracy: 0.6289
Epoch 2/150
512/512 [==============================] - 0s 575us/step - loss: 0.6586 - accuracy: 0.6504
Epoch 3/150
512/512 [==============================] - 0s 577us/step - loss: 0.6393 - accuracy: 0.6504
Epoch 4/150
512/512 [==============================] - 0s 590us/step - loss: 0.6164 - accuracy: 0.6504
Epoch 5/150
512/512 [==============================] - 0s 592us/step - loss: 0.6191 - accuracy: 0.6855
Epoch 6/150
512/512 [==============================] - 0s 575us/step - loss: 0.5842 - accuracy: 0.6934
Epoch 7/150
512/512 [==============================] - 0s 555us/step - loss: 0.5714 - accuracy: 0.6953
Epoch 8/150
512/512 [==============================] - 0s 600us/step - loss: 0.5845 - accuracy: 0.6934
Epoch 9/150
512/512 [==============================] - 0s 596us/step - loss: 0.5644 - accuracy: 0.6953
Epoch 10/150
512/512 [==============================] - 0s 600us/step - loss: 0.5681 - accuracy: 0.6816
Epoch 11/150
512/512 [==============================] - 0s 596us/step - loss: 0.5526 - accuracy: 0.7090
Epoch 12/150
512/512 [==============================] - 0s 590us/step - loss: 0.5521 - accuracy: 0.7188
Epoch 13/150
512/512 [==============================] - 0s 559us/step - loss: 0.5673 - accuracy: 0.6641
Epoch 14/150
512/512 [==============================] - 0s 596us/step - loss: 0.5649 - accuracy: 0.6914
Epoch 15/150
512/512 [==============================] - 0s 596us/step - loss: 0.5531 - accuracy: 0.7383
Epoch 16/150
512/512 [==============================] - 0s 596us/step - loss: 0.5457 - accuracy: 0.7070
Epoch 17/150
512/512 [==============================] - 0s 596us/step - loss: 0.5556 - accuracy: 0.7168
Epoch 18/150
512/512 [==============================] - 0s 592us/step - loss: 0.5360 - accuracy: 0.7227
Epoch 19/150
512/512 [==============================] - 0s 584us/step - loss: 0.5244 - accuracy: 0.7227
Epoch 20/150
512/512 [==============================] - 0s 559us/step - loss: 0.5213 - accuracy: 0.7402
Epoch 21/150
512/512 [==============================] - 0s 588us/step - loss: 0.5518 - accuracy: 0.7227
Epoch 22/150
512/512 [==============================] - 0s 598us/step - loss: 0.5588 - accuracy: 0.7285
Epoch 23/150
512/512 [==============================] - 0s 653us/step - loss: 0.5209 - accuracy: 0.7598
Epoch 24/150
512/512 [==============================] - 0s 612us/step - loss: 0.5115 - accuracy: 0.7461
Epoch 25/150
512/512 [==============================] - 0s 598us/step - loss: 0.5261 - accuracy: 0.7246
Epoch 26/150
512/512 [==============================] - 0s 563us/step - loss: 0.5064 - accuracy: 0.7344
Epoch 27/150
512/512 [==============================] - 0s 614us/step - loss: 0.4925 - accuracy: 0.7676
Epoch 28/150
512/512 [==============================] - 0s 608us/step - loss: 0.5094 - accuracy: 0.7441
Epoch 29/150
512/512 [==============================] - 0s 635us/step - loss: 0.5241 - accuracy: 0.7285
Epoch 30/150
512/512 [==============================] - 0s 629us/step - loss: 0.4918 - accuracy: 0.7617
Epoch 31/150
512/512 [==============================] - 0s 598us/step - loss: 0.4960 - accuracy: 0.7539
Epoch 32/150
512/512 [==============================] - 0s 584us/step - loss: 0.5049 - accuracy: 0.7480
Epoch 33/150
512/512 [==============================] - 0s 616us/step - loss: 0.4977 - accuracy: 0.7520
Epoch 34/150
512/512 [==============================] - 0s 617us/step - loss: 0.4855 - accuracy: 0.7656
Epoch 35/150
512/512 [==============================] - 0s 621us/step - loss: 0.5137 - accuracy: 0.7637
Epoch 36/150
512/512 [==============================] - 0s 617us/step - loss: 0.4714 - accuracy: 0.7754
Epoch 37/150
512/512 [==============================] - 0s 619us/step - loss: 0.4799 - accuracy: 0.7773
Epoch 38/150
512/512 [==============================] - 0s 600us/step - loss: 0.4873 - accuracy: 0.7715
Epoch 39/150
512/512 [==============================] - 0s 588us/step - loss: 0.4983 - accuracy: 0.7422
Epoch 40/150
512/512 [==============================] - 0s 608us/step - loss: 0.4683 - accuracy: 0.7832
Epoch 41/150
512/512 [==============================] - 0s 621us/step - loss: 0.5004 - accuracy: 0.7539
Epoch 42/150
512/512 [==============================] - 0s 600us/step - loss: 0.4756 - accuracy: 0.7793
Epoch 43/150
512/512 [==============================] - 0s 604us/step - loss: 0.4675 - accuracy: 0.7676
Epoch 44/150
512/512 [==============================] - 0s 600us/step - loss: 0.4680 - accuracy: 0.7773
Epoch 45/150
512/512 [==============================] - 0s 567us/step - loss: 0.4574 - accuracy: 0.7910
Epoch 46/150
512/512 [==============================] - 0s 612us/step - loss: 0.4790 - accuracy: 0.7500
Epoch 47/150
512/512 [==============================] - 0s 616us/step - loss: 0.4468 - accuracy: 0.7832
Epoch 48/150
512/512 [==============================] - 0s 619us/step - loss: 0.4435 - accuracy: 0.7812
Epoch 49/150
512/512 [==============================] - 0s 616us/step - loss: 0.4421 - accuracy: 0.7773
Epoch 50/150
512/512 [==============================] - 0s 612us/step - loss: 0.4473 - accuracy: 0.7773
Epoch 51/150
512/512 [==============================] - 0s 582us/step - loss: 0.4516 - accuracy: 0.7871
Epoch 52/150
512/512 [==============================] - 0s 606us/step - loss: 0.4714 - accuracy: 0.7676
Epoch 53/150
512/512 [==============================] - 0s 614us/step - loss: 0.4602 - accuracy: 0.7754
Epoch 54/150
512/512 [==============================] - 0s 608us/step - loss: 0.4367 - accuracy: 0.7852
Epoch 55/150
512/512 [==============================] - 0s 623us/step - loss: 0.4639 - accuracy: 0.7598
Epoch 56/150
512/512 [==============================] - 0s 614us/step - loss: 0.4405 - accuracy: 0.7617
Epoch 57/150
512/512 [==============================] - 0s 588us/step - loss: 0.4412 - accuracy: 0.7852
Epoch 58/150
512/512 [==============================] - 0s 598us/step - loss: 0.4662 - accuracy: 0.7637
Epoch 59/150
512/512 [==============================] - 0s 610us/step - loss: 0.4455 - accuracy: 0.7871
Epoch 60/150
512/512 [==============================] - 0s 617us/step - loss: 0.4288 - accuracy: 0.7969
Epoch 61/150
512/512 [==============================] - 0s 617us/step - loss: 0.4312 - accuracy: 0.7715
Epoch 62/150
512/512 [==============================] - 0s 614us/step - loss: 0.4282 - accuracy: 0.7949
Epoch 63/150
512/512 [==============================] - 0s 610us/step - loss: 0.4409 - accuracy: 0.7852
Epoch 64/150
512/512 [==============================] - 0s 577us/step - loss: 0.4440 - accuracy: 0.7832
Epoch 65/150
512/512 [==============================] - 0s 610us/step - loss: 0.4217 - accuracy: 0.7930
Epoch 66/150
512/512 [==============================] - 0s 617us/step - loss: 0.4457 - accuracy: 0.7754
Epoch 67/150
512/512 [==============================] - 0s 612us/step - loss: 0.4247 - accuracy: 0.7910
Epoch 68/150
512/512 [==============================] - 0s 617us/step - loss: 0.4734 - accuracy: 0.7520
Epoch 69/150
512/512 [==============================] - 0s 621us/step - loss: 0.4246 - accuracy: 0.7715
Epoch 70/150
512/512 [==============================] - 0s 580us/step - loss: 0.4156 - accuracy: 0.7891
Epoch 71/150
512/512 [==============================] - 0s 606us/step - loss: 0.4321 - accuracy: 0.8027
Epoch 72/150
512/512 [==============================] - 0s 614us/step - loss: 0.4090 - accuracy: 0.8066
Epoch 73/150
512/512 [==============================] - 0s 621us/step - loss: 0.4553 - accuracy: 0.7773
Epoch 74/150
512/512 [==============================] - 0s 612us/step - loss: 0.4435 - accuracy: 0.77730s - loss: 0.4010 - accuracy: 
Epoch 75/150
512/512 [==============================] - 0s 590us/step - loss: 0.4226 - accuracy: 0.7988
Epoch 76/150
512/512 [==============================] - 0s 580us/step - loss: 0.4185 - accuracy: 0.7852
Epoch 77/150
512/512 [==============================] - 0s 602us/step - loss: 0.4023 - accuracy: 0.8008
Epoch 78/150
512/512 [==============================] - 0s 625us/step - loss: 0.4080 - accuracy: 0.7871
Epoch 79/150
512/512 [==============================] - 0s 610us/step - loss: 0.4094 - accuracy: 0.7949
Epoch 80/150
512/512 [==============================] - 0s 596us/step - loss: 0.4403 - accuracy: 0.7656
Epoch 81/150
512/512 [==============================] - 0s 604us/step - loss: 0.3978 - accuracy: 0.8203
Epoch 82/150
512/512 [==============================] - 0s 600us/step - loss: 0.4182 - accuracy: 0.7949
Epoch 83/150
512/512 [==============================] - 0s 580us/step - loss: 0.4097 - accuracy: 0.7988
Epoch 84/150
512/512 [==============================] - 0s 610us/step - loss: 0.4134 - accuracy: 0.7988
Epoch 85/150
512/512 [==============================] - 0s 606us/step - loss: 0.3952 - accuracy: 0.7910
Epoch 86/150
512/512 [==============================] - 0s 617us/step - loss: 0.4181 - accuracy: 0.7969
Epoch 87/150
512/512 [==============================] - 0s 612us/step - loss: 0.3896 - accuracy: 0.8301
Epoch 88/150
512/512 [==============================] - 0s 608us/step - loss: 0.4160 - accuracy: 0.8047
Epoch 89/150
512/512 [==============================] - 0s 579us/step - loss: 0.3952 - accuracy: 0.8086
Epoch 90/150
512/512 [==============================] - 0s 617us/step - loss: 0.4125 - accuracy: 0.8047
Epoch 91/150
512/512 [==============================] - 0s 625us/step - loss: 0.4160 - accuracy: 0.7930
Epoch 92/150
512/512 [==============================] - 0s 625us/step - loss: 0.3996 - accuracy: 0.8027
Epoch 93/150
512/512 [==============================] - 0s 612us/step - loss: 0.4088 - accuracy: 0.8027
Epoch 94/150
512/512 [==============================] - 0s 602us/step - loss: 0.4438 - accuracy: 0.7812
Epoch 95/150
512/512 [==============================] - 0s 573us/step - loss: 0.4181 - accuracy: 0.7930
Epoch 96/150
512/512 [==============================] - 0s 598us/step - loss: 0.3950 - accuracy: 0.8047
Epoch 97/150
512/512 [==============================] - 0s 610us/step - loss: 0.3934 - accuracy: 0.8066
Epoch 98/150
512/512 [==============================] - 0s 617us/step - loss: 0.3975 - accuracy: 0.8105
Epoch 99/150
512/512 [==============================] - 0s 614us/step - loss: 0.4393 - accuracy: 0.7812
Epoch 100/150
512/512 [==============================] - 0s 612us/step - loss: 0.3944 - accuracy: 0.8184
Epoch 101/150
512/512 [==============================] - 0s 602us/step - loss: 0.3950 - accuracy: 0.8145
Epoch 102/150
512/512 [==============================] - 0s 580us/step - loss: 0.4130 - accuracy: 0.7969
Epoch 103/150
512/512 [==============================] - 0s 612us/step - loss: 0.3893 - accuracy: 0.8262
Epoch 104/150
512/512 [==============================] - 0s 608us/step - loss: 0.4022 - accuracy: 0.7832
Epoch 105/150
512/512 [==============================] - 0s 623us/step - loss: 0.3830 - accuracy: 0.8223
Epoch 106/150
512/512 [==============================] - 0s 614us/step - loss: 0.3872 - accuracy: 0.8223
Epoch 107/150
512/512 [==============================] - 0s 610us/step - loss: 0.3906 - accuracy: 0.8242
Epoch 108/150
512/512 [==============================] - 0s 577us/step - loss: 0.3889 - accuracy: 0.8047
Epoch 109/150
512/512 [==============================] - 0s 606us/step - loss: 0.3943 - accuracy: 0.8008
Epoch 110/150
512/512 [==============================] - 0s 619us/step - loss: 0.3814 - accuracy: 0.8262
Epoch 111/150
512/512 [==============================] - 0s 617us/step - loss: 0.3964 - accuracy: 0.8086
Epoch 112/150
512/512 [==============================] - 0s 619us/step - loss: 0.3892 - accuracy: 0.8320
Epoch 113/150
512/512 [==============================] - 0s 612us/step - loss: 0.3801 - accuracy: 0.8125
Epoch 114/150
512/512 [==============================] - 0s 602us/step - loss: 0.3656 - accuracy: 0.8301
Epoch 115/150
512/512 [==============================] - 0s 596us/step - loss: 0.3916 - accuracy: 0.8164
Epoch 116/150
512/512 [==============================] - 0s 608us/step - loss: 0.3789 - accuracy: 0.8125
Epoch 117/150
512/512 [==============================] - 0s 610us/step - loss: 0.3826 - accuracy: 0.8164
Epoch 118/150
512/512 [==============================] - 0s 614us/step - loss: 0.3732 - accuracy: 0.8340
Epoch 119/150
512/512 [==============================] - 0s 623us/step - loss: 0.3887 - accuracy: 0.8184
Epoch 120/150
512/512 [==============================] - 0s 610us/step - loss: 0.4132 - accuracy: 0.7812
Epoch 121/150
512/512 [==============================] - 0s 586us/step - loss: 0.3841 - accuracy: 0.8242
Epoch 122/150
512/512 [==============================] - 0s 614us/step - loss: 0.3987 - accuracy: 0.7988
Epoch 123/150
512/512 [==============================] - 0s 606us/step - loss: 0.3985 - accuracy: 0.8105
Epoch 124/150
512/512 [==============================] - 0s 612us/step - loss: 0.3842 - accuracy: 0.8164
Epoch 125/150
512/512 [==============================] - 0s 614us/step - loss: 0.3922 - accuracy: 0.8164
Epoch 126/150
512/512 [==============================] - 0s 616us/step - loss: 0.3625 - accuracy: 0.8438
Epoch 127/150
512/512 [==============================] - 0s 580us/step - loss: 0.3949 - accuracy: 0.8086
Epoch 128/150
512/512 [==============================] - 0s 610us/step - loss: 0.3701 - accuracy: 0.8281
Epoch 129/150
512/512 [==============================] - 0s 617us/step - loss: 0.3828 - accuracy: 0.8125
Epoch 130/150
512/512 [==============================] - 0s 617us/step - loss: 0.3722 - accuracy: 0.8223
Epoch 131/150
512/512 [==============================] - 0s 619us/step - loss: 0.4494 - accuracy: 0.7734
Epoch 132/150
512/512 [==============================] - 0s 608us/step - loss: 0.4390 - accuracy: 0.7812
Epoch 133/150
512/512 [==============================] - 0s 588us/step - loss: 0.4262 - accuracy: 0.7812
Epoch 134/150
512/512 [==============================] - 0s 604us/step - loss: 0.4146 - accuracy: 0.7949
Epoch 135/150
512/512 [==============================] - 0s 610us/step - loss: 0.4150 - accuracy: 0.7891
Epoch 136/150
512/512 [==============================] - 0s 614us/step - loss: 0.3854 - accuracy: 0.8242
Epoch 137/150
512/512 [==============================] - 0s 608us/step - loss: 0.4102 - accuracy: 0.8027
Epoch 138/150
512/512 [==============================] - 0s 608us/step - loss: 0.3805 - accuracy: 0.8164
Epoch 139/150
512/512 [==============================] - 0s 596us/step - loss: 0.3866 - accuracy: 0.8203
Epoch 140/150
512/512 [==============================] - 0s 584us/step - loss: 0.3817 - accuracy: 0.8223
Epoch 141/150
512/512 [==============================] - 0s 610us/step - loss: 0.3853 - accuracy: 0.8223
Epoch 142/150
512/512 [==============================] - 0s 606us/step - loss: 0.3900 - accuracy: 0.8281
Epoch 143/150
512/512 [==============================] - 0s 604us/step - loss: 0.3982 - accuracy: 0.8164
Epoch 144/150
512/512 [==============================] - 0s 604us/step - loss: 0.3904 - accuracy: 0.8281
Epoch 145/150
512/512 [==============================] - 0s 592us/step - loss: 0.3956 - accuracy: 0.8047
Epoch 146/150
512/512 [==============================] - 0s 571us/step - loss: 0.3820 - accuracy: 0.8145
Epoch 147/150
512/512 [==============================] - 0s 602us/step - loss: 0.3770 - accuracy: 0.8242
Epoch 148/150
512/512 [==============================] - 0s 604us/step - loss: 0.3879 - accuracy: 0.8203
Epoch 149/150
512/512 [==============================] - 0s 602us/step - loss: 0.3905 - accuracy: 0.8066
Epoch 150/150
512/512 [==============================] - 0s 610us/step - loss: 0.3664 - accuracy: 0.8379
256/256 [==============================] - 1s 4ms/step
Epoch 1/150
512/512 [==============================] - 2s 3ms/step - loss: 0.6708 - accuracy: 0.6504
Epoch 2/150
512/512 [==============================] - 0s 604us/step - loss: 0.6600 - accuracy: 0.6504
Epoch 3/150
512/512 [==============================] - 0s 623us/step - loss: 0.6540 - accuracy: 0.6504
Epoch 4/150
512/512 [==============================] - 0s 621us/step - loss: 0.6473 - accuracy: 0.6504
Epoch 5/150
512/512 [==============================] - 0s 639us/step - loss: 0.6447 - accuracy: 0.6504
Epoch 6/150
512/512 [==============================] - 0s 598us/step - loss: 0.6362 - accuracy: 0.6504
Epoch 7/150
512/512 [==============================] - 0s 608us/step - loss: 0.6393 - accuracy: 0.6504
Epoch 8/150
512/512 [==============================] - 0s 610us/step - loss: 0.6343 - accuracy: 0.6504
Epoch 9/150
512/512 [==============================] - 0s 621us/step - loss: 0.6218 - accuracy: 0.6504
Epoch 10/150
512/512 [==============================] - 0s 616us/step - loss: 0.6155 - accuracy: 0.6504
Epoch 11/150
512/512 [==============================] - 0s 616us/step - loss: 0.6222 - accuracy: 0.6504
Epoch 12/150
512/512 [==============================] - 0s 610us/step - loss: 0.6127 - accuracy: 0.6504
Epoch 13/150
512/512 [==============================] - 0s 602us/step - loss: 0.6095 - accuracy: 0.6504
Epoch 14/150
512/512 [==============================] - 0s 625us/step - loss: 0.6255 - accuracy: 0.6504
Epoch 15/150
512/512 [==============================] - 0s 623us/step - loss: 0.6116 - accuracy: 0.6504
Epoch 16/150
512/512 [==============================] - 0s 617us/step - loss: 0.6133 - accuracy: 0.6504
Epoch 17/150
512/512 [==============================] - 0s 614us/step - loss: 0.6129 - accuracy: 0.6504
Epoch 18/150
512/512 [==============================] - 0s 617us/step - loss: 0.6038 - accuracy: 0.6504
Epoch 19/150
512/512 [==============================] - 0s 586us/step - loss: 0.6091 - accuracy: 0.6504
Epoch 20/150
512/512 [==============================] - 0s 629us/step - loss: 0.6068 - accuracy: 0.6504
Epoch 21/150
512/512 [==============================] - 0s 617us/step - loss: 0.6097 - accuracy: 0.6504
Epoch 22/150
512/512 [==============================] - 0s 616us/step - loss: 0.5991 - accuracy: 0.6504
Epoch 23/150
512/512 [==============================] - 0s 617us/step - loss: 0.5950 - accuracy: 0.6504
Epoch 24/150
512/512 [==============================] - 0s 617us/step - loss: 0.6113 - accuracy: 0.6504
Epoch 25/150
512/512 [==============================] - 0s 580us/step - loss: 0.6010 - accuracy: 0.6504
Epoch 26/150
512/512 [==============================] - 0s 621us/step - loss: 0.6052 - accuracy: 0.6504
Epoch 27/150
512/512 [==============================] - 0s 606us/step - loss: 0.5835 - accuracy: 0.6504
Epoch 28/150
512/512 [==============================] - 0s 619us/step - loss: 0.6006 - accuracy: 0.6504
Epoch 29/150
512/512 [==============================] - 0s 610us/step - loss: 0.5919 - accuracy: 0.6504
Epoch 30/150
512/512 [==============================] - 0s 647us/step - loss: 0.5851 - accuracy: 0.6504
Epoch 31/150
512/512 [==============================] - 0s 619us/step - loss: 0.5761 - accuracy: 0.6504
Epoch 32/150
512/512 [==============================] - 0s 594us/step - loss: 0.5824 - accuracy: 0.6504
Epoch 33/150
512/512 [==============================] - 0s 610us/step - loss: 0.5740 - accuracy: 0.6543
Epoch 34/150
512/512 [==============================] - 0s 608us/step - loss: 0.5890 - accuracy: 0.6602
Epoch 35/150
512/512 [==============================] - 0s 616us/step - loss: 0.5865 - accuracy: 0.6523
Epoch 36/150
512/512 [==============================] - 0s 612us/step - loss: 0.5756 - accuracy: 0.6348
Epoch 37/150
512/512 [==============================] - 0s 602us/step - loss: 0.5735 - accuracy: 0.6680
Epoch 38/150
512/512 [==============================] - 0s 604us/step - loss: 0.5740 - accuracy: 0.7207
Epoch 39/150
512/512 [==============================] - 0s 617us/step - loss: 0.5957 - accuracy: 0.6777
Epoch 40/150
512/512 [==============================] - 0s 610us/step - loss: 0.5753 - accuracy: 0.6914
Epoch 41/150
512/512 [==============================] - 0s 606us/step - loss: 0.5640 - accuracy: 0.7285
Epoch 42/150
512/512 [==============================] - 0s 606us/step - loss: 0.5641 - accuracy: 0.6953
Epoch 43/150
512/512 [==============================] - 0s 608us/step - loss: 0.5607 - accuracy: 0.7051
Epoch 44/150
512/512 [==============================] - 0s 586us/step - loss: 0.5569 - accuracy: 0.7305
Epoch 45/150
512/512 [==============================] - 0s 617us/step - loss: 0.5535 - accuracy: 0.7227
Epoch 46/150
512/512 [==============================] - 0s 608us/step - loss: 0.5521 - accuracy: 0.7148
Epoch 47/150
512/512 [==============================] - 0s 621us/step - loss: 0.5836 - accuracy: 0.6172
Epoch 48/150
512/512 [==============================] - 0s 612us/step - loss: 0.5611 - accuracy: 0.6641
Epoch 49/150
512/512 [==============================] - 0s 610us/step - loss: 0.5775 - accuracy: 0.6523
Epoch 50/150
512/512 [==============================] - 0s 580us/step - loss: 0.5679 - accuracy: 0.7051
Epoch 51/150
512/512 [==============================] - 0s 602us/step - loss: 0.5492 - accuracy: 0.7227
Epoch 52/150
512/512 [==============================] - 0s 614us/step - loss: 0.5373 - accuracy: 0.7402
Epoch 53/150
512/512 [==============================] - 0s 608us/step - loss: 0.5612 - accuracy: 0.6973
Epoch 54/150
512/512 [==============================] - 0s 627us/step - loss: 0.5291 - accuracy: 0.7578
Epoch 55/150
512/512 [==============================] - 0s 598us/step - loss: 0.5430 - accuracy: 0.7266
Epoch 56/150
512/512 [==============================] - 0s 619us/step - loss: 0.5410 - accuracy: 0.7227
Epoch 57/150
512/512 [==============================] - 0s 596us/step - loss: 0.5600 - accuracy: 0.7051
Epoch 58/150
512/512 [==============================] - 0s 621us/step - loss: 0.5368 - accuracy: 0.7305
Epoch 59/150
512/512 [==============================] - 0s 617us/step - loss: 0.5178 - accuracy: 0.7480
Epoch 60/150
512/512 [==============================] - 0s 617us/step - loss: 0.5190 - accuracy: 0.7637
Epoch 61/150
512/512 [==============================] - 0s 621us/step - loss: 0.5688 - accuracy: 0.6387
Epoch 62/150
512/512 [==============================] - 0s 627us/step - loss: 0.5513 - accuracy: 0.7051
Epoch 63/150
512/512 [==============================] - 0s 582us/step - loss: 0.5255 - accuracy: 0.7520
Epoch 64/150
512/512 [==============================] - 0s 617us/step - loss: 0.5177 - accuracy: 0.7695
Epoch 65/150
512/512 [==============================] - 0s 621us/step - loss: 0.5157 - accuracy: 0.7754
Epoch 66/150
512/512 [==============================] - 0s 617us/step - loss: 0.5326 - accuracy: 0.7344
Epoch 67/150
512/512 [==============================] - 0s 617us/step - loss: 0.5100 - accuracy: 0.7617
Epoch 68/150
512/512 [==============================] - 0s 621us/step - loss: 0.5327 - accuracy: 0.7402
Epoch 69/150
512/512 [==============================] - 0s 594us/step - loss: 0.5085 - accuracy: 0.7715
Epoch 70/150
512/512 [==============================] - 0s 631us/step - loss: 0.5342 - accuracy: 0.7441
Epoch 71/150
512/512 [==============================] - 0s 621us/step - loss: 0.5219 - accuracy: 0.7520
Epoch 72/150
512/512 [==============================] - 0s 625us/step - loss: 0.5057 - accuracy: 0.7520
Epoch 73/150
512/512 [==============================] - 0s 627us/step - loss: 0.4989 - accuracy: 0.7793
Epoch 74/150
512/512 [==============================] - 0s 616us/step - loss: 0.4909 - accuracy: 0.7734
Epoch 75/150
512/512 [==============================] - 0s 596us/step - loss: 0.5066 - accuracy: 0.7500
Epoch 76/150
512/512 [==============================] - 0s 610us/step - loss: 0.5258 - accuracy: 0.7363
Epoch 77/150
512/512 [==============================] - 0s 621us/step - loss: 0.5181 - accuracy: 0.7441
Epoch 78/150
512/512 [==============================] - 0s 614us/step - loss: 0.4868 - accuracy: 0.7930
Epoch 79/150
512/512 [==============================] - 0s 614us/step - loss: 0.4905 - accuracy: 0.7832
Epoch 80/150
512/512 [==============================] - 0s 612us/step - loss: 0.5071 - accuracy: 0.7656
Epoch 81/150
512/512 [==============================] - 0s 600us/step - loss: 0.4879 - accuracy: 0.7793
Epoch 82/150
512/512 [==============================] - 0s 594us/step - loss: 0.5705 - accuracy: 0.6582
Epoch 83/150
512/512 [==============================] - 0s 614us/step - loss: 0.4875 - accuracy: 0.7598
Epoch 84/150
512/512 [==============================] - 0s 606us/step - loss: 0.4918 - accuracy: 0.7695
Epoch 85/150
512/512 [==============================] - 0s 614us/step - loss: 0.4889 - accuracy: 0.7578
Epoch 86/150
512/512 [==============================] - 0s 617us/step - loss: 0.4916 - accuracy: 0.7676
Epoch 87/150
512/512 [==============================] - 0s 610us/step - loss: 0.4779 - accuracy: 0.7656
Epoch 88/150
512/512 [==============================] - 0s 582us/step - loss: 0.4869 - accuracy: 0.7930
Epoch 89/150
512/512 [==============================] - 0s 619us/step - loss: 0.4749 - accuracy: 0.7832
Epoch 90/150
512/512 [==============================] - 0s 614us/step - loss: 0.4754 - accuracy: 0.7715
Epoch 91/150
512/512 [==============================] - 0s 610us/step - loss: 0.4914 - accuracy: 0.7871
Epoch 92/150
512/512 [==============================] - 0s 621us/step - loss: 0.4955 - accuracy: 0.7676
Epoch 93/150
512/512 [==============================] - 0s 617us/step - loss: 0.4788 - accuracy: 0.7793
Epoch 94/150
512/512 [==============================] - 0s 579us/step - loss: 0.4897 - accuracy: 0.7832
Epoch 95/150
512/512 [==============================] - 0s 617us/step - loss: 0.4711 - accuracy: 0.7969
Epoch 96/150
512/512 [==============================] - 0s 616us/step - loss: 0.4734 - accuracy: 0.7832
Epoch 97/150
512/512 [==============================] - 0s 621us/step - loss: 0.4765 - accuracy: 0.7891
Epoch 98/150
512/512 [==============================] - 0s 625us/step - loss: 0.4776 - accuracy: 0.7812
Epoch 99/150
512/512 [==============================] - 0s 619us/step - loss: 0.4729 - accuracy: 0.7793
Epoch 100/150
512/512 [==============================] - 0s 592us/step - loss: 0.4723 - accuracy: 0.7812
Epoch 101/150
512/512 [==============================] - 0s 612us/step - loss: 0.5189 - accuracy: 0.7246
Epoch 102/150
512/512 [==============================] - 0s 625us/step - loss: 0.4615 - accuracy: 0.7969
Epoch 103/150
512/512 [==============================] - 0s 619us/step - loss: 0.4723 - accuracy: 0.7910
Epoch 104/150
512/512 [==============================] - 0s 621us/step - loss: 0.4672 - accuracy: 0.8008
Epoch 105/150
512/512 [==============================] - 0s 625us/step - loss: 0.5140 - accuracy: 0.7520
Epoch 106/150
512/512 [==============================] - 0s 602us/step - loss: 0.4721 - accuracy: 0.8086
Epoch 107/150
512/512 [==============================] - 0s 610us/step - loss: 0.4598 - accuracy: 0.7988
Epoch 108/150
512/512 [==============================] - 0s 617us/step - loss: 0.4600 - accuracy: 0.7988
Epoch 109/150
512/512 [==============================] - 0s 621us/step - loss: 0.4598 - accuracy: 0.7910
Epoch 110/150
512/512 [==============================] - 0s 621us/step - loss: 0.4566 - accuracy: 0.7910
Epoch 111/150
512/512 [==============================] - 0s 625us/step - loss: 0.4959 - accuracy: 0.7539
Epoch 112/150
512/512 [==============================] - 0s 610us/step - loss: 0.4451 - accuracy: 0.8008
Epoch 113/150
512/512 [==============================] - 0s 590us/step - loss: 0.5030 - accuracy: 0.7520
Epoch 114/150
512/512 [==============================] - 0s 678us/step - loss: 0.4568 - accuracy: 0.8066
Epoch 115/150
512/512 [==============================] - 0s 637us/step - loss: 0.4437 - accuracy: 0.7949
Epoch 116/150
512/512 [==============================] - 0s 592us/step - loss: 0.4418 - accuracy: 0.8008
Epoch 117/150
512/512 [==============================] - 0s 596us/step - loss: 0.4585 - accuracy: 0.7910
Epoch 118/150
512/512 [==============================] - 0s 621us/step - loss: 0.4545 - accuracy: 0.7930
Epoch 119/150
512/512 [==============================] - 0s 580us/step - loss: 0.4476 - accuracy: 0.7871
Epoch 120/150
512/512 [==============================] - 0s 637us/step - loss: 0.4457 - accuracy: 0.8027
Epoch 121/150
512/512 [==============================] - 0s 623us/step - loss: 0.4447 - accuracy: 0.7988
Epoch 122/150
512/512 [==============================] - 0s 610us/step - loss: 0.4513 - accuracy: 0.7988
Epoch 123/150
512/512 [==============================] - 0s 633us/step - loss: 0.4650 - accuracy: 0.7812
Epoch 124/150
512/512 [==============================] - 0s 604us/step - loss: 0.4487 - accuracy: 0.7910
Epoch 125/150
512/512 [==============================] - 0s 598us/step - loss: 0.4300 - accuracy: 0.8164
Epoch 126/150
512/512 [==============================] - 0s 604us/step - loss: 0.4285 - accuracy: 0.8105
Epoch 127/150
512/512 [==============================] - 0s 614us/step - loss: 0.4666 - accuracy: 0.7812
Epoch 128/150
512/512 [==============================] - 0s 614us/step - loss: 0.4500 - accuracy: 0.7891
Epoch 129/150
512/512 [==============================] - 0s 608us/step - loss: 0.4536 - accuracy: 0.7871
Epoch 130/150
512/512 [==============================] - 0s 635us/step - loss: 0.4290 - accuracy: 0.8086
Epoch 131/150
512/512 [==============================] - 0s 653us/step - loss: 0.4746 - accuracy: 0.7676
Epoch 132/150
512/512 [==============================] - 0s 627us/step - loss: 0.4305 - accuracy: 0.8145
Epoch 133/150
512/512 [==============================] - 0s 643us/step - loss: 0.4965 - accuracy: 0.7480
Epoch 134/150
512/512 [==============================] - 0s 845us/step - loss: 0.4249 - accuracy: 0.8125
Epoch 135/150
512/512 [==============================] - 0s 688us/step - loss: 0.4561 - accuracy: 0.7793
Epoch 136/150
512/512 [==============================] - 0s 596us/step - loss: 0.4458 - accuracy: 0.7969
Epoch 137/150
512/512 [==============================] - 0s 641us/step - loss: 0.4194 - accuracy: 0.8184
Epoch 138/150
512/512 [==============================] - 0s 600us/step - loss: 0.4187 - accuracy: 0.8223
Epoch 139/150
512/512 [==============================] - 0s 639us/step - loss: 0.4127 - accuracy: 0.8262
Epoch 140/150
512/512 [==============================] - 0s 639us/step - loss: 0.4013 - accuracy: 0.8340
Epoch 141/150
512/512 [==============================] - 0s 588us/step - loss: 0.4275 - accuracy: 0.8164
Epoch 142/150
512/512 [==============================] - 0s 608us/step - loss: 0.4394 - accuracy: 0.8066
Epoch 143/150
512/512 [==============================] - 0s 604us/step - loss: 0.4262 - accuracy: 0.8066
Epoch 144/150
512/512 [==============================] - 0s 596us/step - loss: 0.4114 - accuracy: 0.8242
Epoch 145/150
512/512 [==============================] - 0s 791us/step - loss: 0.4104 - accuracy: 0.8242
Epoch 146/150
512/512 [==============================] - 0s 730us/step - loss: 0.4080 - accuracy: 0.8164
Epoch 147/150
512/512 [==============================] - 0s 610us/step - loss: 0.4436 - accuracy: 0.7930
Epoch 148/150
512/512 [==============================] - 0s 682us/step - loss: 0.4229 - accuracy: 0.8105
Epoch 149/150
512/512 [==============================] - 0s 649us/step - loss: 0.4303 - accuracy: 0.8008
Epoch 150/150
512/512 [==============================] - 0s 637us/step - loss: 0.4321 - accuracy: 0.8066
256/256 [==============================] - 1s 4ms/step
0.7174479166666666
In [17]:
# 可视化训练过程(损失函数关系图,精确度关系图)
import matplotlib.pyplot as plt
# Fit the model
model = KerasClassifier(build_fn=create_model,
                        epochs=150,
                        batch_size=10)
history = model.fit(X,
                    Y,
                    validation_split=0.33,
                    epochs=150,
                    batch_size=10,
                    verbose=0)
# list all data in history
print(history.history.keys())

# summarize history for accuracy
plt.plot(history.history['accuracy'])
plt.plot(history.history['val_accuracy'])
plt.title('model accuracy')
plt.ylabel('accuracy')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
# summarize history for loss
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.title('model loss')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.legend(['train', 'test'], loc='upper left')
plt.show()
dict_keys(['val_loss', 'val_accuracy', 'loss', 'accuracy'])