from pandas import read_csv
# 加载数据集
filename = 'pima-indians-diabetes.csv'
dataset = read_csv(filename, header=None)
# 显示数据实例个数、属性个数
dataset.shape
(768, 9)
# 前10个样本情况
dataset.head(10)
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 |
# 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()
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 |
from matplotlib import pyplot
# 线盒图
dataset.plot(kind='box')
pyplot.show()
# 柱状图
dataset.hist()
pyplot.show()
# 多变量散点图
from pandas.plotting import scatter_matrix
scatter_matrix(dataset)
pyplot.show()
# 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
# 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
# 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
# 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
# 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
# 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
# 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
# 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
# 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'])