Python深度学习之搭建小型卷积神经网络(Kaggle网站Dogs-vs-Cats数据集)
作者:互联网
完全来源与《Python深度学习》中的例子,仅供学习只用。
Cats vs. Dogs(猫狗大战)是Kaggle大数据竞赛的数据集,数据集由训练数据和测试数据组成,训练数据包含猫和狗各12500张图片,测试数据包含12500张猫和狗的图片。
我们取Cats vs. Dogs数据集中的2000个测试,1000验证,1000个测试,其中猫狗各一半。。
在2000个训练样本上训练一个简单的小型卷积神经网络,不做任何正则化,为模型目标设定一个基准,这会得到73%的分类精度。
示例源码如下:
#!/usr/bin/env python3
import os, shutil
os.environ["TF_CPP_MIN_LOG_LEVEL"] = '2'
import tensorflow as tf
from tensorflow.keras import layers
from tensorflow.keras import models
from tensorflow.keras import optimizers
from tensorflow.keras.preprocessing.image import ImageDataGenerator
original_dataset_dir = r'D:\Kaggle Datasets\dogs-vs-cats\train'
base_dir = r'D:\Pycharm Projects\Dogs-vs-Cats\cats_and_dogs_images'
if not os.path.exists(base_dir):
os.mkdir(base_dir)
train_dir = os.path.join(base_dir, 'train')
if not os.path.exists(train_dir):
os.mkdir(train_dir)
validation_dir = os.path.join(base_dir, 'validation')
if not os.path.exists(validation_dir):
os.mkdir(validation_dir)
test_dir = os.path.join(base_dir, 'test')
if not os.path.exists(test_dir):
os.mkdir(test_dir)
train_dogs_dir = os.path.join(train_dir, 'dogs')
if not os.path.exists(train_dogs_dir):
os.mkdir(train_dogs_dir)
train_cats_dir = os.path.join(train_dir, 'cats')
if not os.path.exists(train_cats_dir):
os.mkdir(train_cats_dir)
validation_dogs_dir = os.path.join(validation_dir, 'dogs')
if not os.path.exists(validation_dogs_dir):
os.mkdir(validation_dogs_dir)
validation_cats_dir = os.path.join(validation_dir, 'cats')
if not os.path.exists(validation_cats_dir):
os.mkdir(validation_cats_dir)
test_dogs_dir = os.path.join(test_dir, 'dogs')
if not os.path.exists(test_dogs_dir):
os.mkdir(test_dogs_dir)
test_cats_dir = os.path.join(test_dir, 'cats')
if not os.path.exists(test_cats_dir):
os.mkdir(test_cats_dir)
'''
fnames = ['dog.{}.jpg'.format(i) for i in range(1000)]
for fname in fnames:
src = os.path.join(original_dataset_dir, fname)
dst = os.path.join(train_dogs_dir, fname)
shutil.copy(src, dst)
fnames = ['dog.{}.jpg'.format(i) for i in range(1000, 1500)]
for fname in fnames:
src = os.path.join(original_dataset_dir, fname)
dst = os.path.join(validation_dogs_dir, fname)
shutil.copy(src, dst)
fnames = ['dog.{}.jpg'.format(i) for i in range(1500, 2000)]
for fname in fnames:
src = os.path.join(original_dataset_dir, fname)
dst = os.path.join(test_dogs_dir, fname)
shutil.copy(src, dst)
fnames = ['cat.{}.jpg'.format(i) for i in range(1000)]
for fname in fnames:
src = os.path.join(original_dataset_dir, fname)
dst = os.path.join(train_cats_dir, fname)
shutil.copy(src, dst)
fnames = ['cat.{}.jpg'.format(i) for i in range(1000, 1500)]
for fname in fnames:
src = os.path.join(original_dataset_dir, fname)
dst = os.path.join(validation_cats_dir, fname)
shutil.copy(src, dst)
fnames = ['cat.{}.jpg'.format(i) for i in range(1500, 2000)]
for fname in fnames:
src = os.path.join(original_dataset_dir, fname)
dst = os.path.join(test_cats_dir, fname)
shutil.copy(src, dst)
'''
print('total training dog images:', len(os.listdir(train_dogs_dir)))
print('total training cat images:', len(os.listdir(train_cats_dir)))
print('total validation dog images:', len(os.listdir(validation_dogs_dir)))
print('total validation cat images:', len(os.listdir(validation_cats_dir)))
print('total test dog images:', len(os.listdir(test_dogs_dir)))
print('total test cat images:', len(os.listdir(test_cats_dir)))
model = models.Sequential()
model.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=(150, 150, 3)))
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Conv2D(64, (3, 3), activation='relu'))
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Conv2D(128, (3, 3), activation='relu'))
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Conv2D(128, (3, 3), activation='relu'))
model.add(layers.MaxPooling2D((2, 2)))
model.add(layers.Flatten())
model.add(layers.Dense(512, activation='relu'))
model.add(layers.Dense(1, activation='sigmoid'))
model.summary()
model.compile(loss='binary_crossentropy',
optimizer=optimizers.RMSprop(lr=1e-4),
metrics=['acc'])
train_datagen = ImageDataGenerator(rescale=1./255)
validation_datagen = ImageDataGenerator(rescale=1./255)
test_datagen = ImageDataGenerator(rescale=1./255)
train_generator = train_datagen.flow_from_directory(train_dir,
target_size=(150, 150),
batch_size=20,
class_mode='binary')
validation_generator = validation_datagen.flow_from_directory(validation_dir,
target_size=(150, 150),
batch_size=20,
class_mode='binary')
test_generator = test_datagen.flow_from_directory(test_dir,
target_size=(150, 150),
batch_size=20,
class_mode='binary')
model.fit_generator(train_generator,
steps_per_epoch=100,
epochs=20,
validation_data=validation_generator,
validation_steps=50)
model.save('cats_and_dogs_small.h5')
model = models.load_model('cats_and_dogs_small.h5')
model.evaluate_generator(test_generator, workers=5, use_multiprocessing=False, verbose=1)
运行结果如下:
"C:\Program Files\Python\Python37\python.exe" "D:/Pycharm Projects/Dogs-vs-Cats/Dogs-vs-Cats.py"
total training dog images: 1000
total training cat images: 1000
total validation dog images: 500
total validation cat images: 500
total test dog images: 500
total test cat images: 500
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d (Conv2D) (None, 148, 148, 32) 896
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 74, 74, 32) 0
_________________________________________________________________
conv2d_1 (Conv2D) (None, 72, 72, 64) 18496
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 36, 36, 64) 0
_________________________________________________________________
conv2d_2 (Conv2D) (None, 34, 34, 128) 73856
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 17, 17, 128) 0
_________________________________________________________________
conv2d_3 (Conv2D) (None, 15, 15, 128) 147584
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 7, 7, 128) 0
_________________________________________________________________
flatten (Flatten) (None, 6272) 0
_________________________________________________________________
dense (Dense) (None, 512) 3211776
_________________________________________________________________
dense_1 (Dense) (None, 1) 513
=================================================================
Total params: 3,453,121
Trainable params: 3,453,121
Non-trainable params: 0
_________________________________________________________________
Found 2000 images belonging to 2 classes.
Found 1000 images belonging to 2 classes.
Found 1000 images belonging to 2 classes.
Epoch 1/20
WARNING:tensorflow:From C:\Program Files\Python\Python37\lib\site-packages\tensorflow_core\python\ops\math_grad.py:1394: where (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
1/100 [..............................] - ETA: 1:24 - loss: 0.6923 - acc: 0.5000
2/100 [..............................] - ETA: 1:15 - loss: 0.7183 - acc: 0.5000
3/100 [..............................] - ETA: 1:11 - loss: 0.7119 - acc: 0.4000
4/100 [>.............................] - ETA: 1:09 - loss: 0.6891 - acc: 0.5000
5/100 [>.............................] - ETA: 1:08 - loss: 0.6868 - acc: 0.5200
6/100 [>.............................] - ETA: 1:06 - loss: 0.6833 - acc: 0.5333
7/100 [=>............................] - ETA: 1:05 - loss: 0.6930 - acc: 0.5143
8/100 [=>............................] - ETA: 1:04 - loss: 0.6931 - acc: 0.5125
9/100 [=>............................] - ETA: 1:03 - loss: 0.6929 - acc: 0.5111
10/100 [==>...........................] - ETA: 1:03 - loss: 0.6941 - acc: 0.5050
11/100 [==>...........................] - ETA: 1:02 - loss: 0.6938 - acc: 0.5182
12/100 [==>...........................] - ETA: 1:02 - loss: 0.6946 - acc: 0.5125
13/100 [==>...........................] - ETA: 1:01 - loss: 0.6953 - acc: 0.5000
14/100 [===>..........................] - ETA: 1:00 - loss: 0.6954 - acc: 0.5000
15/100 [===>..........................] - ETA: 59s - loss: 0.6955 - acc: 0.4967
16/100 [===>..........................] - ETA: 59s - loss: 0.6955 - acc: 0.5000
17/100 [====>.........................] - ETA: 58s - loss: 0.6955 - acc: 0.4971
18/100 [====>.........................] - ETA: 57s - loss: 0.6951 - acc: 0.5111
19/100 [====>.........................] - ETA: 56s - loss: 0.6947 - acc: 0.5184
20/100 [=====>........................] - ETA: 56s - loss: 0.6951 - acc: 0.5125
21/100 [=====>........................] - ETA: 55s - loss: 0.6952 - acc: 0.5071
22/100 [=====>........................] - ETA: 54s - loss: 0.6950 - acc: 0.5091
23/100 [=====>........................] - ETA: 54s - loss: 0.6945 - acc: 0.5152
24/100 [======>.......................] - ETA: 53s - loss: 0.6939 - acc: 0.5188
25/100 [======>.......................] - ETA: 52s - loss: 0.6933 - acc: 0.5220
26/100 [======>.......................] - ETA: 51s - loss: 0.6950 - acc: 0.5154
27/100 [=======>......................] - ETA: 50s - loss: 0.6947 - acc: 0.5167
28/100 [=======>......................] - ETA: 50s - loss: 0.6944 - acc: 0.5196
29/100 [=======>......................] - ETA: 49s - loss: 0.6933 - acc: 0.5276
30/100 [========>.....................] - ETA: 48s - loss: 0.6950 - acc: 0.5217
31/100 [========>.....................] - ETA: 47s - loss: 0.6954 - acc: 0.5177
32/100 [========>.....................] - ETA: 47s - loss: 0.6954 - acc: 0.5141
33/100 [========>.....................] - ETA: 46s - loss: 0.6957 - acc: 0.5076
34/100 [=========>....................] - ETA: 45s - loss: 0.6958 - acc: 0.5059
35/100 [=========>....................] - ETA: 45s - loss: 0.6957 - acc: 0.5086
36/100 [=========>....................] - ETA: 44s - loss: 0.6956 - acc: 0.5069
37/100 [==========>...................] - ETA: 43s - loss: 0.6955 - acc: 0.5054
38/100 [==========>...................] - ETA: 42s - loss: 0.6953 - acc: 0.5053
39/100 [==========>...................] - ETA: 42s - loss: 0.6951 - acc: 0.5090
40/100 [===========>..................] - ETA: 41s - loss: 0.6953 - acc: 0.5050
41/100 [===========>..................] - ETA: 40s - loss: 0.6952 - acc: 0.5085
42/100 [===========>..................] - ETA: 40s - loss: 0.6951 - acc: 0.5071
43/100 [===========>..................] - ETA: 39s - loss: 0.6950 - acc: 0.5081
44/100 [============>.................] - ETA: 38s - loss: 0.6950 - acc: 0.5080
45/100 [============>.................] - ETA: 38s - loss: 0.6949 - acc: 0.5067
46/100 [============>.................] - ETA: 37s - loss: 0.6945 - acc: 0.5076
47/100 [=============>................] - ETA: 36s - loss: 0.6944 - acc: 0.5064
48/100 [=============>................] - ETA: 36s - loss: 0.6944 - acc: 0.5063
49/100 [=============>................] - ETA: 35s - loss: 0.6942 - acc: 0.5092
50/100 [==============>...............] - ETA: 34s - loss: 0.6945 - acc: 0.5050
51/100 [==============>...............] - ETA: 34s - loss: 0.6944 - acc: 0.5059
52/100 [==============>...............] - ETA: 33s - loss: 0.6942 - acc: 0.5077
53/100 [==============>...............] - ETA: 32s - loss: 0.6939 - acc: 0.5113
54/100 [===============>..............] - ETA: 31s - loss: 0.6933 - acc: 0.5139
55/100 [===============>..............] - ETA: 31s - loss: 0.6937 - acc: 0.5118
56/100 [===============>..............] - ETA: 30s - loss: 0.6938 - acc: 0.5107
57/100 [================>.............] - ETA: 29s - loss: 0.6934 - acc: 0.5132
58/100 [================>.............] - ETA: 29s - loss: 0.6935 - acc: 0.5121
59/100 [================>.............] - ETA: 28s - loss: 0.6933 - acc: 0.5144
60/100 [=================>............] - ETA: 27s - loss: 0.6931 - acc: 0.5150
61/100 [=================>............] - ETA: 27s - loss: 0.6930 - acc: 0.5156
62/100 [=================>............] - ETA: 26s - loss: 0.6932 - acc: 0.5137
63/100 [=================>............] - ETA: 25s - loss: 0.6927 - acc: 0.5167
64/100 [==================>...........] - ETA: 25s - loss: 0.6935 - acc: 0.5148
65/100 [==================>...........] - ETA: 24s - loss: 0.6932 - acc: 0.5146
66/100 [==================>...........] - ETA: 23s - loss: 0.6930 - acc: 0.5144
67/100 [===================>..........] - ETA: 22s - loss: 0.6928 - acc: 0.5149
68/100 [===================>..........] - ETA: 22s - loss: 0.6923 - acc: 0.5169
69/100 [===================>..........] - ETA: 21s - loss: 0.6930 - acc: 0.5145
70/100 [====================>.........] - ETA: 20s - loss: 0.6927 - acc: 0.5157
71/100 [====================>.........] - ETA: 20s - loss: 0.6923 - acc: 0.5169
72/100 [====================>.........] - ETA: 19s - loss: 0.6920 - acc: 0.5174
73/100 [====================>.........] - ETA: 18s - loss: 0.6921 - acc: 0.5164
74/100 [=====================>........] - ETA: 18s - loss: 0.6914 - acc: 0.5189
75/100 [=====================>........] - ETA: 17s - loss: 0.6919 - acc: 0.5180
76/100 [=====================>........] - ETA: 16s - loss: 0.6915 - acc: 0.5197
77/100 [======================>.......] - ETA: 15s - loss: 0.6919 - acc: 0.5182
78/100 [======================>.......] - ETA: 15s - loss: 0.6920 - acc: 0.5167
79/100 [======================>.......] - ETA: 14s - loss: 0.6918 - acc: 0.5184
80/100 [=======================>......] - ETA: 13s - loss: 0.6918 - acc: 0.5194
81/100 [=======================>......] - ETA: 13s - loss: 0.6917 - acc: 0.5204
82/100 [=======================>......] - ETA: 12s - loss: 0.6914 - acc: 0.5207
83/100 [=======================>......] - ETA: 11s - loss: 0.6913 - acc: 0.5217
84/100 [========================>.....] - ETA: 11s - loss: 0.6909 - acc: 0.5226
85/100 [========================>.....] - ETA: 10s - loss: 0.6904 - acc: 0.5241
86/100 [========================>.....] - ETA: 9s - loss: 0.6903 - acc: 0.5244
87/100 [=========================>....] - ETA: 8s - loss: 0.6905 - acc: 0.5236
88/100 [=========================>....] - ETA: 8s - loss: 0.6903 - acc: 0.5244
89/100 [=========================>....] - ETA: 7s - loss: 0.6901 - acc: 0.5253
90/100 [==========================>...] - ETA: 6s - loss: 0.6893 - acc: 0.5267
91/100 [==========================>...] - ETA: 6s - loss: 0.6897 - acc: 0.5258
92/100 [==========================>...] - ETA: 5s - loss: 0.6893 - acc: 0.5266
93/100 [==========================>...] - ETA: 4s - loss: 0.6891 - acc: 0.5269
94/100 [===========================>..] - ETA: 4s - loss: 0.6885 - acc: 0.5293
95/100 [===========================>..] - ETA: 3s - loss: 0.6882 - acc: 0.5295
96/100 [===========================>..] - ETA: 2s - loss: 0.6870 - acc: 0.5318
97/100 [============================>.] - ETA: 2s - loss: 0.6901 - acc: 0.5289
98/100 [============================>.] - ETA: 1s - loss: 0.6901 - acc: 0.5291
99/100 [============================>.] - ETA: 0s - loss: 0.6899 - acc: 0.5298
100/100 [==============================] - 79s 794ms/step - loss: 0.6903 - acc: 0.5290 - val_loss: 0.6729 - val_acc: 0.6020
Epoch 2/20
1/100 [..............................] - ETA: 1:08 - loss: 0.6765 - acc: 0.5500
2/100 [..............................] - ETA: 1:07 - loss: 0.6666 - acc: 0.6250
3/100 [..............................] - ETA: 1:06 - loss: 0.6682 - acc: 0.6167
4/100 [>.............................] - ETA: 1:05 - loss: 0.6674 - acc: 0.6125
5/100 [>.............................] - ETA: 1:04 - loss: 0.6719 - acc: 0.5600
6/100 [>.............................] - ETA: 1:04 - loss: 0.6674 - acc: 0.5833
7/100 [=>............................] - ETA: 1:03 - loss: 0.6765 - acc: 0.5571
8/100 [=>............................] - ETA: 1:02 - loss: 0.6752 - acc: 0.5688
9/100 [=>............................] - ETA: 1:01 - loss: 0.6754 - acc: 0.5556
10/100 [==>...........................] - ETA: 1:01 - loss: 0.6743 - acc: 0.5550
11/100 [==>...........................] - ETA: 1:00 - loss: 0.6740 - acc: 0.5636
12/100 [==>...........................] - ETA: 59s - loss: 0.6720 - acc: 0.5667
13/100 [==>...........................] - ETA: 59s - loss: 0.6703 - acc: 0.5808
14/100 [===>..........................] - ETA: 58s - loss: 0.6706 - acc: 0.5750
15/100 [===>..........................] - ETA: 57s - loss: 0.6698 - acc: 0.5733
16/100 [===>..........................] - ETA: 57s - loss: 0.6687 - acc: 0.5719
17/100 [====>.........................] - ETA: 56s - loss: 0.6650 - acc: 0.5853
18/100 [====>.........................] - ETA: 55s - loss: 0.6677 - acc: 0.5806
19/100 [====>.........................] - ETA: 55s - loss: 0.6681 - acc: 0.5789
20/100 [=====>........................] - ETA: 54s - loss: 0.6677 - acc: 0.5875
21/100 [=====>........................] - ETA: 53s - loss: 0.6669 - acc: 0.5905
22/100 [=====>........................] - ETA: 53s - loss: 0.6712 - acc: 0.5795
23/100 [=====>........................] - ETA: 52s - loss: 0.6696 - acc: 0.5870
24/100 [======>.......................] - ETA: 51s - loss: 0.6732 - acc: 0.5813
25/100 [======>.......................] - ETA: 51s - loss: 0.6716 - acc: 0.5900
26/100 [======>.......................] - ETA: 50s - loss: 0.6713 - acc: 0.5865
27/100 [=======>......................] - ETA: 49s - loss: 0.6707 - acc: 0.5907
28/100 [=======>......................] - ETA: 49s - loss: 0.6707 - acc: 0.5857
29/100 [=======>......................] - ETA: 48s - loss: 0.6700 - acc: 0.5879
30/100 [========>.....................] - ETA: 47s - loss: 0.6671 - acc: 0.5900
31/100 [========>.....................] - ETA: 47s - loss: 0.6629 - acc: 0.5952
32/100 [========>.....................] - ETA: 46s - loss: 0.6634 - acc: 0.5938
33/100 [========>.....................] - ETA: 45s - loss: 0.6625 - acc: 0.5924
34/100 [=========>....................] - ETA: 44s - loss: 0.6632 - acc: 0.5926
35/100 [=========>....................] - ETA: 44s - loss: 0.6632 - acc: 0.5929
36/100 [=========>....................] - ETA: 43s - loss: 0.6627 - acc: 0.5944
37/100 [==========>...................] - ETA: 42s - loss: 0.6617 - acc: 0.6000
38/100 [==========>...................] - ETA: 42s - loss: 0.6678 - acc: 0.5895
39/100 [==========>...................] - ETA: 41s - loss: 0.6658 - acc: 0.5962
40/100 [===========>..................] - ETA: 40s - loss: 0.6660 - acc: 0.5925
41/100 [===========>..................] - ETA: 40s - loss: 0.6668 - acc: 0.5890
42/100 [===========>..................] - ETA: 39s - loss: 0.6676 - acc: 0.5857
43/100 [===========>..................] - ETA: 38s - loss: 0.6675 - acc: 0.5860
44/100 [============>.................] - ETA: 38s - loss: 0.6674 - acc: 0.5864
45/100 [============>.................] - ETA: 37s - loss: 0.6675 - acc: 0.5833
46/100 [============>.................] - ETA: 36s - loss: 0.6672 - acc: 0.5826
47/100 [=============>................] - ETA: 36s - loss: 0.6668 - acc: 0.5840
48/100 [=============>................] - ETA: 35s - loss: 0.6680 - acc: 0.5802
49/100 [=============>................] - ETA: 34s - loss: 0.6677 - acc: 0.5786
50/100 [==============>...............] - ETA: 34s - loss: 0.6675 - acc: 0.5800
51/100 [==============>...............] - ETA: 33s - loss: 0.6675 - acc: 0.5784
52/100 [==============>...............] - ETA: 32s - loss: 0.6679 - acc: 0.5750
53/100 [==============>...............] - ETA: 32s - loss: 0.6669 - acc: 0.5802
54/100 [===============>..............] - ETA: 31s - loss: 0.6669 - acc: 0.5806
55/100 [===============>..............] - ETA: 30s - loss: 0.6673 - acc: 0.5818
56/100 [===============>..............] - ETA: 30s - loss: 0.6670 - acc: 0.5848
57/100 [================>.............] - ETA: 29s - loss: 0.6664 - acc: 0.5868
58/100 [================>.............] - ETA: 28s - loss: 0.6657 - acc: 0.5871
59/100 [================>.............] - ETA: 27s - loss: 0.6659 - acc: 0.5847
60/100 [=================>............] - ETA: 27s - loss: 0.6658 - acc: 0.5842
61/100 [=================>............] - ETA: 26s - loss: 0.6661 - acc: 0.5844
62/100 [=================>............] - ETA: 25s - loss: 0.6655 - acc: 0.5847
63/100 [=================>............] - ETA: 25s - loss: 0.6658 - acc: 0.5849
64/100 [==================>...........] - ETA: 24s - loss: 0.6649 - acc: 0.5883
65/100 [==================>...........] - ETA: 23s - loss: 0.6653 - acc: 0.5869
66/100 [==================>...........] - ETA: 23s - loss: 0.6648 - acc: 0.5886
67/100 [===================>..........] - ETA: 22s - loss: 0.6646 - acc: 0.5903
68/100 [===================>..........] - ETA: 21s - loss: 0.6625 - acc: 0.5934
69/100 [===================>..........] - ETA: 21s - loss: 0.6640 - acc: 0.5920
70/100 [====================>.........] - ETA: 20s - loss: 0.6628 - acc: 0.5943
71/100 [====================>.........] - ETA: 19s - loss: 0.6625 - acc: 0.5937
72/100 [====================>.........] - ETA: 19s - loss: 0.6624 - acc: 0.5931
73/100 [====================>.........] - ETA: 18s - loss: 0.6627 - acc: 0.5932
74/100 [=====================>........] - ETA: 17s - loss: 0.6618 - acc: 0.5946
75/100 [=====================>........] - ETA: 17s - loss: 0.6620 - acc: 0.5940
76/100 [=====================>........] - ETA: 16s - loss: 0.6620 - acc: 0.5947
77/100 [======================>.......] - ETA: 15s - loss: 0.6616 - acc: 0.5942
78/100 [======================>.......] - ETA: 15s - loss: 0.6618 - acc: 0.5936
79/100 [======================>.......] - ETA: 14s - loss: 0.6614 - acc: 0.5962
80/100 [=======================>......] - ETA: 13s - loss: 0.6613 - acc: 0.5962
81/100 [=======================>......] - ETA: 12s - loss: 0.6611 - acc: 0.5969
82/100 [=======================>......] - ETA: 12s - loss: 0.6606 - acc: 0.5970
83/100 [=======================>......] - ETA: 11s - loss: 0.6603 - acc: 0.5964
84/100 [========================>.....] - ETA: 10s - loss: 0.6592 - acc: 0.5988
85/100 [========================>.....] - ETA: 10s - loss: 0.6578 - acc: 0.6018
86/100 [========================>.....] - ETA: 9s - loss: 0.6585 - acc: 0.5994
87/100 [=========================>....] - ETA: 8s - loss: 0.6578 - acc: 0.6006
88/100 [=========================>....] - ETA: 8s - loss: 0.6575 - acc: 0.6011
89/100 [=========================>....] - ETA: 7s - loss: 0.6579 - acc: 0.6006
90/100 [==========================>...] - ETA: 6s - loss: 0.6581 - acc: 0.6011
91/100 [==========================>...] - ETA: 6s - loss: 0.6585 - acc: 0.6000
92/100 [==========================>...] - ETA: 5s - loss: 0.6591 - acc: 0.5984
93/100 [==========================>...] - ETA: 4s - loss: 0.6582 - acc: 0.5995
94/100 [===========================>..] - ETA: 4s - loss: 0.6580 - acc: 0.6005
95/100 [===========================>..] - ETA: 3s - loss: 0.6577 - acc: 0.6011
96/100 [===========================>..] - ETA: 2s - loss: 0.6579 - acc: 0.6005
97/100 [============================>.] - ETA: 2s - loss: 0.6575 - acc: 0.6015
98/100 [============================>.] - ETA: 1s - loss: 0.6567 - acc: 0.6026
99/100 [============================>.] - ETA: 0s - loss: 0.6568 - acc: 0.6020
100/100 [==============================] - 78s 782ms/step - loss: 0.6563 - acc: 0.6030 - val_loss: 0.6369 - val_acc: 0.6350
Epoch 3/20
1/100 [..............................] - ETA: 1:07 - loss: 0.6600 - acc: 0.5500
2/100 [..............................] - ETA: 1:06 - loss: 0.6788 - acc: 0.5000
3/100 [..............................] - ETA: 1:07 - loss: 0.6832 - acc: 0.5500
4/100 [>.............................] - ETA: 1:06 - loss: 0.6676 - acc: 0.5750
5/100 [>.............................] - ETA: 1:05 - loss: 0.6546 - acc: 0.6200
6/100 [>.............................] - ETA: 1:04 - loss: 0.6452 - acc: 0.6250
7/100 [=>............................] - ETA: 1:03 - loss: 0.6507 - acc: 0.5929
8/100 [=>............................] - ETA: 1:02 - loss: 0.6485 - acc: 0.6062
9/100 [=>............................] - ETA: 1:02 - loss: 0.6526 - acc: 0.6167
10/100 [==>...........................] - ETA: 1:01 - loss: 0.6433 - acc: 0.6350
11/100 [==>...........................] - ETA: 1:00 - loss: 0.6378 - acc: 0.6455
12/100 [==>...........................] - ETA: 1:00 - loss: 0.6299 - acc: 0.6583
13/100 [==>...........................] - ETA: 59s - loss: 0.6284 - acc: 0.6615
14/100 [===>..........................] - ETA: 58s - loss: 0.6284 - acc: 0.6607
15/100 [===>..........................] - ETA: 58s - loss: 0.6264 - acc: 0.6633
16/100 [===>..........................] - ETA: 57s - loss: 0.6342 - acc: 0.6531
17/100 [====>.........................] - ETA: 56s - loss: 0.6334 - acc: 0.6529
18/100 [====>.........................] - ETA: 55s - loss: 0.6337 - acc: 0.6528
19/100 [====>.........................] - ETA: 55s - loss: 0.6332 - acc: 0.6500
20/100 [=====>........................] - ETA: 54s - loss: 0.6283 - acc: 0.6575
21/100 [=====>........................] - ETA: 53s - loss: 0.6274 - acc: 0.6619
22/100 [=====>........................] - ETA: 53s - loss: 0.6288 - acc: 0.6523
23/100 [=====>........................] - ETA: 52s - loss: 0.6270 - acc: 0.6543
24/100 [======>.......................] - ETA: 51s - loss: 0.6288 - acc: 0.6479
25/100 [======>.......................] - ETA: 51s - loss: 0.6251 - acc: 0.6520
26/100 [======>.......................] - ETA: 50s - loss: 0.6290 - acc: 0.6442
27/100 [=======>......................] - ETA: 49s - loss: 0.6239 - acc: 0.6500
28/100 [=======>......................] - ETA: 49s - loss: 0.6280 - acc: 0.6446
29/100 [=======>......................] - ETA: 48s - loss: 0.6307 - acc: 0.6379
30/100 [========>.....................] - ETA: 47s - loss: 0.6294 - acc: 0.6400
31/100 [========>.....................] - ETA: 47s - loss: 0.6288 - acc: 0.6387
32/100 [========>.....................] - ETA: 46s - loss: 0.6288 - acc: 0.6406
33/100 [========>.....................] - ETA: 45s - loss: 0.6270 - acc: 0.6470
34/100 [=========>....................] - ETA: 45s - loss: 0.6276 - acc: 0.6441
35/100 [=========>....................] - ETA: 44s - loss: 0.6269 - acc: 0.6429
36/100 [=========>....................] - ETA: 43s - loss: 0.6266 - acc: 0.6417
37/100 [==========>...................] - ETA: 42s - loss: 0.6261 - acc: 0.6419
38/100 [==========>...................] - ETA: 42s - loss: 0.6250 - acc: 0.6434
39/100 [==========>...................] - ETA: 41s - loss: 0.6257 - acc: 0.6423
40/100 [===========>..................] - ETA: 40s - loss: 0.6238 - acc: 0.6438
41/100 [===========>..................] - ETA: 40s - loss: 0.6253 - acc: 0.6402
42/100 [===========>..................] - ETA: 39s - loss: 0.6228 - acc: 0.6429
43/100 [===========>..................] - ETA: 38s - loss: 0.6241 - acc: 0.6430
44/100 [============>.................] - ETA: 38s - loss: 0.6243 - acc: 0.6432
45/100 [============>.................] - ETA: 37s - loss: 0.6221 - acc: 0.6444
46/100 [============>.................] - ETA: 36s - loss: 0.6232 - acc: 0.6402
47/100 [=============>................] - ETA: 36s - loss: 0.6221 - acc: 0.6404
48/100 [=============>................] - ETA: 35s - loss: 0.6230 - acc: 0.6385
49/100 [=============>................] - ETA: 34s - loss: 0.6228 - acc: 0.6367
50/100 [==============>...............] - ETA: 34s - loss: 0.6232 - acc: 0.6370
51/100 [==============>...............] - ETA: 33s - loss: 0.6206 - acc: 0.6412
52/100 [==============>...............] - ETA: 32s - loss: 0.6217 - acc: 0.6394
53/100 [==============>...............] - ETA: 32s - loss: 0.6197 - acc: 0.6434
54/100 [===============>..............] - ETA: 31s - loss: 0.6192 - acc: 0.6454
55/100 [===============>..............] - ETA: 30s - loss: 0.6181 - acc: 0.6473
56/100 [===============>..............] - ETA: 30s - loss: 0.6189 - acc: 0.6464
57/100 [================>.............] - ETA: 29s - loss: 0.6181 - acc: 0.6482
58/100 [================>.............] - ETA: 28s - loss: 0.6172 - acc: 0.6483
59/100 [================>.............] - ETA: 27s - loss: 0.6166 - acc: 0.6466
60/100 [=================>............] - ETA: 27s - loss: 0.6181 - acc: 0.6467
61/100 [=================>............] - ETA: 26s - loss: 0.6170 - acc: 0.6467
62/100 [=================>............] - ETA: 25s - loss: 0.6163 - acc: 0.6484
63/100 [=================>............] - ETA: 25s - loss: 0.6171 - acc: 0.6484
64/100 [==================>...........] - ETA: 24s - loss: 0.6184 - acc: 0.6469
65/100 [==================>...........] - ETA: 23s - loss: 0.6177 - acc: 0.6500
66/100 [==================>...........] - ETA: 23s - loss: 0.6176 - acc: 0.6492
67/100 [===================>..........] - ETA: 22s - loss: 0.6178 - acc: 0.6493
68/100 [===================>..........] - ETA: 21s - loss: 0.6165 - acc: 0.6493
69/100 [===================>..........] - ETA: 21s - loss: 0.6155 - acc: 0.6522
70/100 [====================>.........] - ETA: 20s - loss: 0.6140 - acc: 0.6557
71/100 [====================>.........] - ETA: 19s - loss: 0.6164 - acc: 0.6535
72/100 [====================>.........] - ETA: 19s - loss: 0.6154 - acc: 0.6549
73/100 [====================>.........] - ETA: 18s - loss: 0.6152 - acc: 0.6562
74/100 [=====================>........] - ETA: 17s - loss: 0.6140 - acc: 0.6574
75/100 [=====================>........] - ETA: 17s - loss: 0.6158 - acc: 0.6540
76/100 [=====================>........] - ETA: 16s - loss: 0.6161 - acc: 0.6533
77/100 [======================>.......] - ETA: 15s - loss: 0.6148 - acc: 0.6545
78/100 [======================>.......] - ETA: 14s - loss: 0.6149 - acc: 0.6551
79/100 [======================>.......] - ETA: 14s - loss: 0.6156 - acc: 0.6538
80/100 [=======================>......] - ETA: 13s - loss: 0.6151 - acc: 0.6544
81/100 [=======================>......] - ETA: 12s - loss: 0.6136 - acc: 0.6568
82/100 [=======================>......] - ETA: 12s - loss: 0.6134 - acc: 0.6573
83/100 [=======================>......] - ETA: 11s - loss: 0.6145 - acc: 0.6566
84/100 [========================>.....] - ETA: 10s - loss: 0.6134 - acc: 0.6577
85/100 [========================>.....] - ETA: 10s - loss: 0.6138 - acc: 0.6588
86/100 [========================>.....] - ETA: 9s - loss: 0.6137 - acc: 0.6599
87/100 [=========================>....] - ETA: 8s - loss: 0.6127 - acc: 0.6609
88/100 [=========================>....] - ETA: 8s - loss: 0.6125 - acc: 0.6614
89/100 [=========================>....] - ETA: 7s - loss: 0.6137 - acc: 0.6596
90/100 [==========================>...] - ETA: 6s - loss: 0.6124 - acc: 0.6606
91/100 [==========================>...] - ETA: 6s - loss: 0.6121 - acc: 0.6604
92/100 [==========================>...] - ETA: 5s - loss: 0.6122 - acc: 0.6614
93/100 [==========================>...] - ETA: 4s - loss: 0.6118 - acc: 0.6629
94/100 [===========================>..] - ETA: 4s - loss: 0.6119 - acc: 0.6622
95/100 [===========================>..] - ETA: 3s - loss: 0.6114 - acc: 0.6637
96/100 [===========================>..] - ETA: 2s - loss: 0.6110 - acc: 0.6641
97/100 [============================>.] - ETA: 2s - loss: 0.6115 - acc: 0.6634
98/100 [============================>.] - ETA: 1s - loss: 0.6104 - acc: 0.6658
99/100 [============================>.] - ETA: 0s - loss: 0.6116 - acc: 0.6657
100/100 [==============================] - 78s 782ms/step - loss: 0.6108 - acc: 0.6680 - val_loss: 0.6073 - val_acc: 0.6780
Epoch 4/20
1/100 [..............................] - ETA: 1:07 - loss: 0.5794 - acc: 0.7500
2/100 [..............................] - ETA: 1:06 - loss: 0.5491 - acc: 0.7500
3/100 [..............................] - ETA: 1:05 - loss: 0.5312 - acc: 0.7667
4/100 [>.............................] - ETA: 1:04 - loss: 0.5322 - acc: 0.7500
5/100 [>.............................] - ETA: 1:04 - loss: 0.5590 - acc: 0.7100
6/100 [>.............................] - ETA: 1:04 - loss: 0.5473 - acc: 0.7167
7/100 [=>............................] - ETA: 1:03 - loss: 0.5376 - acc: 0.7357
8/100 [=>............................] - ETA: 1:02 - loss: 0.5440 - acc: 0.7312
9/100 [=>............................] - ETA: 1:01 - loss: 0.5520 - acc: 0.7222
10/100 [==>...........................] - ETA: 1:01 - loss: 0.5500 - acc: 0.7250
11/100 [==>...........................] - ETA: 1:00 - loss: 0.5515 - acc: 0.7182
12/100 [==>...........................] - ETA: 1:00 - loss: 0.5462 - acc: 0.7250
13/100 [==>...........................] - ETA: 59s - loss: 0.5520 - acc: 0.7269
14/100 [===>..........................] - ETA: 58s - loss: 0.5495 - acc: 0.7321
15/100 [===>..........................] - ETA: 57s - loss: 0.5584 - acc: 0.7267
16/100 [===>..........................] - ETA: 57s - loss: 0.5547 - acc: 0.7312
17/100 [====>.........................] - ETA: 56s - loss: 0.5586 - acc: 0.7294
18/100 [====>.........................] - ETA: 55s - loss: 0.5528 - acc: 0.7306
19/100 [====>.........................] - ETA: 55s - loss: 0.5518 - acc: 0.7316
20/100 [=====>........................] - ETA: 54s - loss: 0.5556 - acc: 0.7275
21/100 [=====>........................] - ETA: 53s - loss: 0.5498 - acc: 0.7357
22/100 [=====>........................] - ETA: 53s - loss: 0.5478 - acc: 0.7341
23/100 [=====>........................] - ETA: 52s - loss: 0.5554 - acc: 0.7239
24/100 [======>.......................] - ETA: 51s - loss: 0.5622 - acc: 0.7167
25/100 [======>.......................] - ETA: 51s - loss: 0.5610 - acc: 0.7200
26/100 [======>.......................] - ETA: 50s - loss: 0.5548 - acc: 0.7250
27/100 [=======>......................] - ETA: 49s - loss: 0.5510 - acc: 0.7278
28/100 [=======>......................] - ETA: 49s - loss: 0.5502 - acc: 0.7286
29/100 [=======>......................] - ETA: 48s - loss: 0.5545 - acc: 0.7224
30/100 [========>.....................] - ETA: 47s - loss: 0.5558 - acc: 0.7217
31/100 [========>.....................] - ETA: 47s - loss: 0.5612 - acc: 0.7177
32/100 [========>.....................] - ETA: 46s - loss: 0.5608 - acc: 0.7219
33/100 [========>.....................] - ETA: 45s - loss: 0.5608 - acc: 0.7197
34/100 [=========>....................] - ETA: 45s - loss: 0.5601 - acc: 0.7206
35/100 [=========>....................] - ETA: 44s - loss: 0.5597 - acc: 0.7200
36/100 [=========>....................] - ETA: 43s - loss: 0.5593 - acc: 0.7194
37/100 [==========>...................] - ETA: 43s - loss: 0.5613 - acc: 0.7176
38/100 [==========>...................] - ETA: 42s - loss: 0.5615 - acc: 0.7197
39/100 [==========>...................] - ETA: 41s - loss: 0.5626 - acc: 0.7192
40/100 [===========>..................] - ETA: 41s - loss: 0.5631 - acc: 0.7150
41/100 [===========>..................] - ETA: 40s - loss: 0.5645 - acc: 0.7110
42/100 [===========>..................] - ETA: 39s - loss: 0.5650 - acc: 0.7107
43/100 [===========>..................] - ETA: 39s - loss: 0.5627 - acc: 0.7140
44/100 [============>.................] - ETA: 38s - loss: 0.5644 - acc: 0.7125
45/100 [============>.................] - ETA: 37s - loss: 0.5642 - acc: 0.7122
46/100 [============>.................] - ETA: 37s - loss: 0.5645 - acc: 0.7130
47/100 [=============>................] - ETA: 36s - loss: 0.5680 - acc: 0.7117
48/100 [=============>................] - ETA: 35s - loss: 0.5693 - acc: 0.7094
49/100 [=============>................] - ETA: 35s - loss: 0.5698 - acc: 0.7102
50/100 [==============>...............] - ETA: 34s - loss: 0.5694 - acc: 0.7090
51/100 [==============>...............] - ETA: 33s - loss: 0.5697 - acc: 0.7098
52/100 [==============>...............] - ETA: 33s - loss: 0.5712 - acc: 0.7067
53/100 [==============>...............] - ETA: 32s - loss: 0.5712 - acc: 0.7057
54/100 [===============>..............] - ETA: 31s - loss: 0.5720 - acc: 0.7056
55/100 [===============>..............] - ETA: 31s - loss: 0.5701 - acc: 0.7073
56/100 [===============>..............] - ETA: 30s - loss: 0.5697 - acc: 0.7089
57/100 [================>.............] - ETA: 29s - loss: 0.5702 - acc: 0.7079
58/100 [================>.............] - ETA: 29s - loss: 0.5725 - acc: 0.7069
59/100 [================>.............] - ETA: 28s - loss: 0.5722 - acc: 0.7059
60/100 [=================>............] - ETA: 27s - loss: 0.5737 - acc: 0.7067
61/100 [=================>............] - ETA: 27s - loss: 0.5744 - acc: 0.7049
62/100 [=================>............] - ETA: 26s - loss: 0.5728 - acc: 0.7081
63/100 [=================>............] - ETA: 25s - loss: 0.5722 - acc: 0.7087
64/100 [==================>...........] - ETA: 25s - loss: 0.5732 - acc: 0.7086
65/100 [==================>...........] - ETA: 24s - loss: 0.5724 - acc: 0.7100
66/100 [==================>...........] - ETA: 23s - loss: 0.5730 - acc: 0.7091
67/100 [===================>..........] - ETA: 22s - loss: 0.5736 - acc: 0.7097
68/100 [===================>..........] - ETA: 22s - loss: 0.5731 - acc: 0.7110
69/100 [===================>..........] - ETA: 21s - loss: 0.5733 - acc: 0.7109
70/100 [====================>.........] - ETA: 20s - loss: 0.5729 - acc: 0.7100
71/100 [====================>.........] - ETA: 20s - loss: 0.5713 - acc: 0.7127
72/100 [====================>.........] - ETA: 19s - loss: 0.5720 - acc: 0.7118
73/100 [====================>.........] - ETA: 18s - loss: 0.5708 - acc: 0.7123
74/100 [=====================>........] - ETA: 18s - loss: 0.5713 - acc: 0.7128
75/100 [=====================>........] - ETA: 17s - loss: 0.5705 - acc: 0.7147
76/100 [=====================>........] - ETA: 16s - loss: 0.5697 - acc: 0.7151
77/100 [======================>.......] - ETA: 16s - loss: 0.5684 - acc: 0.7162
78/100 [======================>.......] - ETA: 15s - loss: 0.5689 - acc: 0.7154
79/100 [======================>.......] - ETA: 14s - loss: 0.5678 - acc: 0.7171
80/100 [=======================>......] - ETA: 13s - loss: 0.5673 - acc: 0.7169
81/100 [=======================>......] - ETA: 13s - loss: 0.5670 - acc: 0.7185
82/100 [=======================>......] - ETA: 12s - loss: 0.5674 - acc: 0.7189
83/100 [=======================>......] - ETA: 11s - loss: 0.5685 - acc: 0.7175
84/100 [========================>.....] - ETA: 11s - loss: 0.5688 - acc: 0.7173
85/100 [========================>.....] - ETA: 10s - loss: 0.5693 - acc: 0.7171
86/100 [========================>.....] - ETA: 9s - loss: 0.5693 - acc: 0.7169
87/100 [=========================>....] - ETA: 9s - loss: 0.5690 - acc: 0.7161
88/100 [=========================>....] - ETA: 8s - loss: 0.5693 - acc: 0.7153
89/100 [=========================>....] - ETA: 7s - loss: 0.5696 - acc: 0.7135
90/100 [==========================>...] - ETA: 6s - loss: 0.5684 - acc: 0.7150
91/100 [==========================>...] - ETA: 6s - loss: 0.5678 - acc: 0.7143
92/100 [==========================>...] - ETA: 5s - loss: 0.5669 - acc: 0.7152
93/100 [==========================>...] - ETA: 4s - loss: 0.5661 - acc: 0.7140
94/100 [===========================>..] - ETA: 4s - loss: 0.5672 - acc: 0.7122
95/100 [===========================>..] - ETA: 3s - loss: 0.5676 - acc: 0.7116
96/100 [===========================>..] - ETA: 2s - loss: 0.5662 - acc: 0.7125
97/100 [============================>.] - ETA: 2s - loss: 0.5676 - acc: 0.7108
98/100 [============================>.] - ETA: 1s - loss: 0.5663 - acc: 0.7117
99/100 [============================>.] - ETA: 0s - loss: 0.5644 - acc: 0.7141
100/100 [==============================] - 80s 798ms/step - loss: 0.5636 - acc: 0.7150 - val_loss: 0.5932 - val_acc: 0.6930
Epoch 5/20
1/100 [..............................] - ETA: 1:06 - loss: 0.4588 - acc: 0.8000
2/100 [..............................] - ETA: 1:05 - loss: 0.6144 - acc: 0.6250
3/100 [..............................] - ETA: 1:05 - loss: 0.6550 - acc: 0.6167
4/100 [>.............................] - ETA: 1:04 - loss: 0.6335 - acc: 0.6500
5/100 [>.............................] - ETA: 1:04 - loss: 0.6097 - acc: 0.6800
6/100 [>.............................] - ETA: 1:04 - loss: 0.5938 - acc: 0.7000
7/100 [=>............................] - ETA: 1:03 - loss: 0.5656 - acc: 0.7286
8/100 [=>............................] - ETA: 1:02 - loss: 0.5545 - acc: 0.7437
9/100 [=>............................] - ETA: 1:01 - loss: 0.5442 - acc: 0.7556
10/100 [==>...........................] - ETA: 1:01 - loss: 0.5467 - acc: 0.7650
11/100 [==>...........................] - ETA: 1:00 - loss: 0.5373 - acc: 0.7682
12/100 [==>...........................] - ETA: 1:00 - loss: 0.5357 - acc: 0.7708
13/100 [==>...........................] - ETA: 59s - loss: 0.5426 - acc: 0.7615
14/100 [===>..........................] - ETA: 58s - loss: 0.5510 - acc: 0.7571
15/100 [===>..........................] - ETA: 57s - loss: 0.5435 - acc: 0.7633
16/100 [===>..........................] - ETA: 57s - loss: 0.5417 - acc: 0.7625
17/100 [====>.........................] - ETA: 56s - loss: 0.5393 - acc: 0.7647
18/100 [====>.........................] - ETA: 55s - loss: 0.5403 - acc: 0.7639
19/100 [====>.........................] - ETA: 55s - loss: 0.5346 - acc: 0.7632
20/100 [=====>........................] - ETA: 54s - loss: 0.5319 - acc: 0.7625
21/100 [=====>........................] - ETA: 53s - loss: 0.5511 - acc: 0.7548
22/100 [=====>........................] - ETA: 53s - loss: 0.5435 - acc: 0.7659
23/100 [=====>........................] - ETA: 52s - loss: 0.5489 - acc: 0.7609
24/100 [======>.......................] - ETA: 52s - loss: 0.5578 - acc: 0.7458
25/100 [======>.......................] - ETA: 51s - loss: 0.5580 - acc: 0.7480
26/100 [======>.......................] - ETA: 50s - loss: 0.5558 - acc: 0.7500
27/100 [=======>......................] - ETA: 50s - loss: 0.5626 - acc: 0.7444
28/100 [=======>......................] - ETA: 49s - loss: 0.5621 - acc: 0.7429
29/100 [=======>......................] - ETA: 48s - loss: 0.5639 - acc: 0.7397
30/100 [========>.....................] - ETA: 48s - loss: 0.5628 - acc: 0.7400
31/100 [========>.....................] - ETA: 47s - loss: 0.5600 - acc: 0.7403
32/100 [========>.....................] - ETA: 46s - loss: 0.5571 - acc: 0.7375
33/100 [========>.....................] - ETA: 45s - loss: 0.5556 - acc: 0.7364
34/100 [=========>....................] - ETA: 45s - loss: 0.5567 - acc: 0.7309
35/100 [=========>....................] - ETA: 44s - loss: 0.5540 - acc: 0.7300
36/100 [=========>....................] - ETA: 43s - loss: 0.5504 - acc: 0.7306
37/100 [==========>...................] - ETA: 43s - loss: 0.5500 - acc: 0.7311
38/100 [==========>...................] - ETA: 42s - loss: 0.5497 - acc: 0.7316
39/100 [==========>...................] - ETA: 41s - loss: 0.5542 - acc: 0.7269
40/100 [===========>..................] - ETA: 41s - loss: 0.5535 - acc: 0.7250
41/100 [===========>..................] - ETA: 40s - loss: 0.5537 - acc: 0.7244
42/100 [===========>..................] - ETA: 39s - loss: 0.5536 - acc: 0.7262
43/100 [===========>..................] - ETA: 39s - loss: 0.5513 - acc: 0.7291
44/100 [============>.................] - ETA: 38s - loss: 0.5497 - acc: 0.7284
45/100 [============>.................] - ETA: 37s - loss: 0.5488 - acc: 0.7278
46/100 [============>.................] - ETA: 36s - loss: 0.5470 - acc: 0.7315
47/100 [=============>................] - ETA: 36s - loss: 0.5453 - acc: 0.7319
48/100 [=============>................] - ETA: 35s - loss: 0.5444 - acc: 0.7333
49/100 [=============>................] - ETA: 34s - loss: 0.5436 - acc: 0.7337
50/100 [==============>...............] - ETA: 34s - loss: 0.5441 - acc: 0.7350
51/100 [==============>...............] - ETA: 33s - loss: 0.5436 - acc: 0.7363
52/100 [==============>...............] - ETA: 32s - loss: 0.5436 - acc: 0.7356
53/100 [==============>...............] - ETA: 32s - loss: 0.5445 - acc: 0.7349
54/100 [===============>..............] - ETA: 31s - loss: 0.5429 - acc: 0.7361
55/100 [===============>..............] - ETA: 30s - loss: 0.5454 - acc: 0.7336
56/100 [===============>..............] - ETA: 30s - loss: 0.5451 - acc: 0.7330
57/100 [================>.............] - ETA: 29s - loss: 0.5442 - acc: 0.7333
58/100 [================>.............] - ETA: 28s - loss: 0.5440 - acc: 0.7345
59/100 [================>.............] - ETA: 28s - loss: 0.5488 - acc: 0.7305
60/100 [=================>............] - ETA: 27s - loss: 0.5494 - acc: 0.7292
61/100 [=================>............] - ETA: 26s - loss: 0.5493 - acc: 0.7295
62/100 [=================>............] - ETA: 26s - loss: 0.5486 - acc: 0.7298
63/100 [=================>............] - ETA: 25s - loss: 0.5467 - acc: 0.7310
64/100 [==================>...........] - ETA: 24s - loss: 0.5467 - acc: 0.7305
65/100 [==================>...........] - ETA: 23s - loss: 0.5468 - acc: 0.7308
66/100 [==================>...........] - ETA: 23s - loss: 0.5451 - acc: 0.7326
67/100 [===================>..........] - ETA: 22s - loss: 0.5455 - acc: 0.7321
68/100 [===================>..........] - ETA: 21s - loss: 0.5451 - acc: 0.7316
69/100 [===================>..........] - ETA: 21s - loss: 0.5479 - acc: 0.7268
70/100 [====================>.........] - ETA: 20s - loss: 0.5464 - acc: 0.7271
71/100 [====================>.........] - ETA: 19s - loss: 0.5468 - acc: 0.7275
72/100 [====================>.........] - ETA: 19s - loss: 0.5498 - acc: 0.7243
73/100 [====================>.........] - ETA: 18s - loss: 0.5498 - acc: 0.7247
74/100 [=====================>........] - ETA: 17s - loss: 0.5510 - acc: 0.7209
75/100 [=====================>........] - ETA: 17s - loss: 0.5515 - acc: 0.7213
76/100 [=====================>........] - ETA: 16s - loss: 0.5526 - acc: 0.7197
77/100 [======================>.......] - ETA: 15s - loss: 0.5517 - acc: 0.7201
78/100 [======================>.......] - ETA: 15s - loss: 0.5520 - acc: 0.7186
79/100 [======================>.......] - ETA: 14s - loss: 0.5516 - acc: 0.7190
80/100 [=======================>......] - ETA: 13s - loss: 0.5527 - acc: 0.7156
81/100 [=======================>......] - ETA: 12s - loss: 0.5503 - acc: 0.7185
82/100 [=======================>......] - ETA: 12s - loss: 0.5497 - acc: 0.7189
83/100 [=======================>......] - ETA: 11s - loss: 0.5487 - acc: 0.7205
84/100 [========================>.....] - ETA: 10s - loss: 0.5486 - acc: 0.7190
85/100 [========================>.....] - ETA: 10s - loss: 0.5481 - acc: 0.7194
86/100 [========================>.....] - ETA: 9s - loss: 0.5491 - acc: 0.7180
87/100 [=========================>....] - ETA: 8s - loss: 0.5475 - acc: 0.7195
88/100 [=========================>....] - ETA: 8s - loss: 0.5465 - acc: 0.7199
89/100 [=========================>....] - ETA: 7s - loss: 0.5473 - acc: 0.7202
90/100 [==========================>...] - ETA: 6s - loss: 0.5504 - acc: 0.7178
91/100 [==========================>...] - ETA: 6s - loss: 0.5497 - acc: 0.7187
92/100 [==========================>...] - ETA: 5s - loss: 0.5506 - acc: 0.7174
93/100 [==========================>...] - ETA: 4s - loss: 0.5487 - acc: 0.7188
94/100 [===========================>..] - ETA: 4s - loss: 0.5486 - acc: 0.7186
95/100 [===========================>..] - ETA: 3s - loss: 0.5478 - acc: 0.7195
96/100 [===========================>..] - ETA: 2s - loss: 0.5478 - acc: 0.7203
97/100 [============================>.] - ETA: 2s - loss: 0.5480 - acc: 0.7201
98/100 [============================>.] - ETA: 1s - loss: 0.5475 - acc: 0.7214
99/100 [============================>.] - ETA: 0s - loss: 0.5472 - acc: 0.7217
100/100 [==============================] - 79s 793ms/step - loss: 0.5457 - acc: 0.7230 - val_loss: 0.5998 - val_acc: 0.6770
Epoch 6/20
1/100 [..............................] - ETA: 1:12 - loss: 0.5432 - acc: 0.8000
2/100 [..............................] - ETA: 1:09 - loss: 0.4844 - acc: 0.8500
3/100 [..............................] - ETA: 1:07 - loss: 0.5022 - acc: 0.8000
4/100 [>.............................] - ETA: 1:06 - loss: 0.5109 - acc: 0.8000
5/100 [>.............................] - ETA: 1:05 - loss: 0.5089 - acc: 0.7800
6/100 [>.............................] - ETA: 1:04 - loss: 0.5186 - acc: 0.7750
7/100 [=>............................] - ETA: 1:04 - loss: 0.4993 - acc: 0.7857
8/100 [=>............................] - ETA: 1:03 - loss: 0.5044 - acc: 0.7750
9/100 [=>............................] - ETA: 1:02 - loss: 0.4966 - acc: 0.7833
10/100 [==>...........................] - ETA: 1:02 - loss: 0.4938 - acc: 0.7850
11/100 [==>...........................] - ETA: 1:01 - loss: 0.5017 - acc: 0.7773
12/100 [==>...........................] - ETA: 1:00 - loss: 0.4955 - acc: 0.7833
13/100 [==>...........................] - ETA: 1:00 - loss: 0.5031 - acc: 0.7769
14/100 [===>..........................] - ETA: 59s - loss: 0.5126 - acc: 0.7679
15/100 [===>..........................] - ETA: 58s - loss: 0.5210 - acc: 0.7633
16/100 [===>..........................] - ETA: 57s - loss: 0.5139 - acc: 0.7719
17/100 [====>.........................] - ETA: 56s - loss: 0.5125 - acc: 0.7706
18/100 [====>.........................] - ETA: 56s - loss: 0.5163 - acc: 0.7583
19/100 [====>.........................] - ETA: 55s - loss: 0.5136 - acc: 0.7605
20/100 [=====>........................] - ETA: 55s - loss: 0.5131 - acc: 0.7575
21/100 [=====>........................] - ETA: 54s - loss: 0.5050 - acc: 0.7667
22/100 [=====>........................] - ETA: 53s - loss: 0.5054 - acc: 0.7636
23/100 [=====>........................] - ETA: 52s - loss: 0.5049 - acc: 0.7652
24/100 [======>.......................] - ETA: 52s - loss: 0.5041 - acc: 0.7646
25/100 [======>.......................] - ETA: 51s - loss: 0.5032 - acc: 0.7640
26/100 [======>.......................] - ETA: 50s - loss: 0.5070 - acc: 0.7635
27/100 [=======>......................] - ETA: 50s - loss: 0.5057 - acc: 0.7630
28/100 [=======>......................] - ETA: 49s - loss: 0.5018 - acc: 0.7661
29/100 [=======>......................] - ETA: 48s - loss: 0.5036 - acc: 0.7638
30/100 [========>.....................] - ETA: 48s - loss: 0.5078 - acc: 0.7600
31/100 [========>.....................] - ETA: 47s - loss: 0.5126 - acc: 0.7565
32/100 [========>.....................] - ETA: 46s - loss: 0.5139 - acc: 0.7578
33/100 [========>.....................] - ETA: 46s - loss: 0.5161 - acc: 0.7561
34/100 [=========>....................] - ETA: 45s - loss: 0.5167 - acc: 0.7500
35/100 [=========>....................] - ETA: 44s - loss: 0.5190 - acc: 0.7429
36/100 [=========>....................] - ETA: 44s - loss: 0.5192 - acc: 0.7431
37/100 [==========>...................] - ETA: 43s - loss: 0.5170 - acc: 0.7473
38/100 [==========>...................] - ETA: 42s - loss: 0.5133 - acc: 0.7526
39/100 [==========>...................] - ETA: 41s - loss: 0.5127 - acc: 0.7526
40/100 [===========>..................] - ETA: 41s - loss: 0.5095 - acc: 0.7563
41/100 [===========>..................] - ETA: 40s - loss: 0.5099 - acc: 0.7561
42/100 [===========>..................] - ETA: 39s - loss: 0.5111 - acc: 0.7548
43/100 [===========>..................] - ETA: 39s - loss: 0.5074 - acc: 0.7558
44/100 [============>.................] - ETA: 38s - loss: 0.5076 - acc: 0.7545
45/100 [============>.................] - ETA: 37s - loss: 0.5099 - acc: 0.7533
46/100 [============>.................] - ETA: 37s - loss: 0.5148 - acc: 0.7500
47/100 [=============>................] - ETA: 36s - loss: 0.5123 - acc: 0.7489
48/100 [=============>................] - ETA: 36s - loss: 0.5116 - acc: 0.7479
49/100 [=============>................] - ETA: 35s - loss: 0.5105 - acc: 0.7490
50/100 [==============>...............] - ETA: 34s - loss: 0.5088 - acc: 0.7520
51/100 [==============>...............] - ETA: 33s - loss: 0.5099 - acc: 0.7500
52/100 [==============>...............] - ETA: 33s - loss: 0.5106 - acc: 0.7500
53/100 [==============>...............] - ETA: 32s - loss: 0.5076 - acc: 0.7519
54/100 [===============>..............] - ETA: 31s - loss: 0.5096 - acc: 0.7454
55/100 [===============>..............] - ETA: 31s - loss: 0.5097 - acc: 0.7445
56/100 [===============>..............] - ETA: 30s - loss: 0.5098 - acc: 0.7429
57/100 [================>.............] - ETA: 29s - loss: 0.5086 - acc: 0.7430
58/100 [================>.............] - ETA: 28s - loss: 0.5106 - acc: 0.7414
59/100 [================>.............] - ETA: 28s - loss: 0.5087 - acc: 0.7424
60/100 [=================>............] - ETA: 27s - loss: 0.5102 - acc: 0.7417
61/100 [=================>............] - ETA: 26s - loss: 0.5109 - acc: 0.7410
62/100 [=================>............] - ETA: 26s - loss: 0.5110 - acc: 0.7395
63/100 [=================>............] - ETA: 25s - loss: 0.5090 - acc: 0.7397
64/100 [==================>...........] - ETA: 24s - loss: 0.5075 - acc: 0.7414
65/100 [==================>...........] - ETA: 24s - loss: 0.5063 - acc: 0.7423
66/100 [==================>...........] - ETA: 23s - loss: 0.5054 - acc: 0.7417
67/100 [===================>..........] - ETA: 22s - loss: 0.5044 - acc: 0.7425
68/100 [===================>..........] - ETA: 22s - loss: 0.5043 - acc: 0.7419
69/100 [===================>..........] - ETA: 21s - loss: 0.5039 - acc: 0.7420
70/100 [====================>.........] - ETA: 20s - loss: 0.5059 - acc: 0.7393
71/100 [====================>.........] - ETA: 19s - loss: 0.5055 - acc: 0.7380
72/100 [====================>.........] - ETA: 19s - loss: 0.5059 - acc: 0.7389
73/100 [====================>.........] - ETA: 18s - loss: 0.5070 - acc: 0.7377
74/100 [=====================>........] - ETA: 17s - loss: 0.5076 - acc: 0.7378
75/100 [=====================>........] - ETA: 17s - loss: 0.5078 - acc: 0.7393
76/100 [=====================>........] - ETA: 16s - loss: 0.5068 - acc: 0.7408
77/100 [======================>.......] - ETA: 15s - loss: 0.5086 - acc: 0.7383
78/100 [======================>.......] - ETA: 15s - loss: 0.5104 - acc: 0.7365
79/100 [======================>.......] - ETA: 14s - loss: 0.5112 - acc: 0.7354
80/100 [=======================>......] - ETA: 13s - loss: 0.5129 - acc: 0.7337
81/100 [=======================>......] - ETA: 13s - loss: 0.5135 - acc: 0.7333
82/100 [=======================>......] - ETA: 12s - loss: 0.5118 - acc: 0.7348
83/100 [=======================>......] - ETA: 11s - loss: 0.5136 - acc: 0.7331
84/100 [========================>.....] - ETA: 11s - loss: 0.5130 - acc: 0.7345
85/100 [========================>.....] - ETA: 10s - loss: 0.5143 - acc: 0.7341
86/100 [========================>.....] - ETA: 9s - loss: 0.5140 - acc: 0.7349
87/100 [=========================>....] - ETA: 8s - loss: 0.5119 - acc: 0.7356
88/100 [=========================>....] - ETA: 8s - loss: 0.5109 - acc: 0.7369
89/100 [=========================>....] - ETA: 7s - loss: 0.5101 - acc: 0.7371
90/100 [==========================>...] - ETA: 6s - loss: 0.5088 - acc: 0.7383
91/100 [==========================>...] - ETA: 6s - loss: 0.5107 - acc: 0.7363
92/100 [==========================>...] - ETA: 5s - loss: 0.5107 - acc: 0.7359
93/100 [==========================>...] - ETA: 4s - loss: 0.5111 - acc: 0.7360
94/100 [===========================>..] - ETA: 4s - loss: 0.5105 - acc: 0.7367
95/100 [===========================>..] - ETA: 3s - loss: 0.5104 - acc: 0.7368
96/100 [===========================>..] - ETA: 2s - loss: 0.5118 - acc: 0.7354
97/100 [============================>.] - ETA: 2s - loss: 0.5114 - acc: 0.7361
98/100 [============================>.] - ETA: 1s - loss: 0.5103 - acc: 0.7378
99/100 [============================>.] - ETA: 0s - loss: 0.5089 - acc: 0.7389
100/100 [==============================] - 79s 789ms/step - loss: 0.5099 - acc: 0.7375 - val_loss: 0.5761 - val_acc: 0.7030
Epoch 7/20
1/100 [..............................] - ETA: 1:08 - loss: 0.6860 - acc: 0.6000
2/100 [..............................] - ETA: 1:08 - loss: 0.7118 - acc: 0.6250
3/100 [..............................] - ETA: 1:07 - loss: 0.6377 - acc: 0.6833
4/100 [>.............................] - ETA: 1:06 - loss: 0.6277 - acc: 0.6750
5/100 [>.............................] - ETA: 1:05 - loss: 0.5887 - acc: 0.7100
6/100 [>.............................] - ETA: 1:04 - loss: 0.5629 - acc: 0.7167
7/100 [=>............................] - ETA: 1:03 - loss: 0.5717 - acc: 0.7214
8/100 [=>............................] - ETA: 1:03 - loss: 0.5567 - acc: 0.7312
9/100 [=>............................] - ETA: 1:02 - loss: 0.5415 - acc: 0.7389
10/100 [==>...........................] - ETA: 1:01 - loss: 0.5450 - acc: 0.7400
11/100 [==>...........................] - ETA: 1:00 - loss: 0.5469 - acc: 0.7455
12/100 [==>...........................] - ETA: 1:00 - loss: 0.5247 - acc: 0.7542
13/100 [==>...........................] - ETA: 59s - loss: 0.5146 - acc: 0.7654
14/100 [===>..........................] - ETA: 58s - loss: 0.5143 - acc: 0.7643
15/100 [===>..........................] - ETA: 58s - loss: 0.5098 - acc: 0.7600
16/100 [===>..........................] - ETA: 57s - loss: 0.5076 - acc: 0.7656
17/100 [====>.........................] - ETA: 56s - loss: 0.5054 - acc: 0.7647
18/100 [====>.........................] - ETA: 55s - loss: 0.5035 - acc: 0.7667
19/100 [====>.........................] - ETA: 55s - loss: 0.5188 - acc: 0.7553
20/100 [=====>........................] - ETA: 54s - loss: 0.5198 - acc: 0.7500
21/100 [=====>........................] - ETA: 53s - loss: 0.5198 - acc: 0.7500
22/100 [=====>........................] - ETA: 53s - loss: 0.5175 - acc: 0.7500
23/100 [=====>........................] - ETA: 52s - loss: 0.5230 - acc: 0.7457
24/100 [======>.......................] - ETA: 51s - loss: 0.5150 - acc: 0.7542
25/100 [======>.......................] - ETA: 51s - loss: 0.5076 - acc: 0.7560
26/100 [======>.......................] - ETA: 50s - loss: 0.5033 - acc: 0.7615
27/100 [=======>......................] - ETA: 49s - loss: 0.5111 - acc: 0.7593
28/100 [=======>......................] - ETA: 49s - loss: 0.5138 - acc: 0.7536
29/100 [=======>......................] - ETA: 48s - loss: 0.5106 - acc: 0.7586
30/100 [========>.....................] - ETA: 47s - loss: 0.5086 - acc: 0.7617
31/100 [========>.....................] - ETA: 47s - loss: 0.5176 - acc: 0.7548
32/100 [========>.....................] - ETA: 46s - loss: 0.5199 - acc: 0.7500
33/100 [========>.....................] - ETA: 45s - loss: 0.5213 - acc: 0.7470
34/100 [=========>....................] - ETA: 45s - loss: 0.5202 - acc: 0.7471
35/100 [=========>....................] - ETA: 44s - loss: 0.5198 - acc: 0.7457
36/100 [=========>....................] - ETA: 43s - loss: 0.5181 - acc: 0.7472
37/100 [==========>...................] - ETA: 42s - loss: 0.5167 - acc: 0.7473
38/100 [==========>...................] - ETA: 42s - loss: 0.5138 - acc: 0.7500
39/100 [==========>...................] - ETA: 41s - loss: 0.5119 - acc: 0.7526
40/100 [===========>..................] - ETA: 40s - loss: 0.5085 - acc: 0.7550
41/100 [===========>..................] - ETA: 40s - loss: 0.5080 - acc: 0.7549
42/100 [===========>..................] - ETA: 39s - loss: 0.5083 - acc: 0.7536
43/100 [===========>..................] - ETA: 38s - loss: 0.5089 - acc: 0.7535
44/100 [============>.................] - ETA: 38s - loss: 0.5132 - acc: 0.7489
45/100 [============>.................] - ETA: 37s - loss: 0.5113 - acc: 0.7500
46/100 [============>.................] - ETA: 36s - loss: 0.5160 - acc: 0.7446
47/100 [=============>................] - ETA: 36s - loss: 0.5160 - acc: 0.7447
48/100 [=============>................] - ETA: 35s - loss: 0.5145 - acc: 0.7469
49/100 [=============>................] - ETA: 34s - loss: 0.5115 - acc: 0.7500
50/100 [==============>...............] - ETA: 34s - loss: 0.5105 - acc: 0.7520
51/100 [==============>...............] - ETA: 33s - loss: 0.5077 - acc: 0.7539
52/100 [==============>...............] - ETA: 32s - loss: 0.5107 - acc: 0.7519
53/100 [==============>...............] - ETA: 32s - loss: 0.5089 - acc: 0.7528
54/100 [===============>..............] - ETA: 31s - loss: 0.5097 - acc: 0.7519
55/100 [===============>..............] - ETA: 30s - loss: 0.5113 - acc: 0.7491
56/100 [===============>..............] - ETA: 30s - loss: 0.5099 - acc: 0.7500
57/100 [================>.............] - ETA: 29s - loss: 0.5069 - acc: 0.7518
58/100 [================>.............] - ETA: 28s - loss: 0.5049 - acc: 0.7526
59/100 [================>.............] - ETA: 27s - loss: 0.5014 - acc: 0.7542
60/100 [=================>............] - ETA: 27s - loss: 0.5006 - acc: 0.7550
61/100 [=================>............] - ETA: 26s - loss: 0.4974 - acc: 0.7582
62/100 [=================>............] - ETA: 25s - loss: 0.4976 - acc: 0.7573
63/100 [=================>............] - ETA: 25s - loss: 0.4982 - acc: 0.7563
64/100 [==================>...........] - ETA: 24s - loss: 0.4963 - acc: 0.7594
65/100 [==================>...........] - ETA: 23s - loss: 0.4979 - acc: 0.7577
66/100 [==================>...........] - ETA: 23s - loss: 0.4957 - acc: 0.7591
67/100 [===================>..........] - ETA: 22s - loss: 0.4960 - acc: 0.7575
68/100 [===================>..........] - ETA: 21s - loss: 0.4957 - acc: 0.7574
69/100 [===================>..........] - ETA: 21s - loss: 0.4932 - acc: 0.7601
70/100 [====================>.........] - ETA: 20s - loss: 0.4922 - acc: 0.7614
71/100 [====================>.........] - ETA: 19s - loss: 0.4932 - acc: 0.7606
72/100 [====================>.........] - ETA: 19s - loss: 0.4920 - acc: 0.7618
73/100 [====================>.........] - ETA: 18s - loss: 0.4918 - acc: 0.7616
74/100 [=====================>........] - ETA: 17s - loss: 0.4906 - acc: 0.7615
75/100 [=====================>........] - ETA: 17s - loss: 0.4896 - acc: 0.7613
76/100 [=====================>........] - ETA: 16s - loss: 0.4885 - acc: 0.7632
77/100 [======================>.......] - ETA: 15s - loss: 0.4878 - acc: 0.7636
78/100 [======================>.......] - ETA: 15s - loss: 0.4871 - acc: 0.7647
79/100 [======================>.......] - ETA: 14s - loss: 0.4873 - acc: 0.7646
80/100 [=======================>......] - ETA: 13s - loss: 0.4890 - acc: 0.7631
81/100 [=======================>......] - ETA: 12s - loss: 0.4874 - acc: 0.7636
82/100 [=======================>......] - ETA: 12s - loss: 0.4877 - acc: 0.7634
83/100 [=======================>......] - ETA: 11s - loss: 0.4898 - acc: 0.7620
84/100 [========================>.....] - ETA: 10s - loss: 0.4885 - acc: 0.7625
85/100 [========================>.....] - ETA: 10s - loss: 0.4891 - acc: 0.7618
86/100 [========================>.....] - ETA: 9s - loss: 0.4887 - acc: 0.7616
87/100 [=========================>....] - ETA: 8s - loss: 0.4876 - acc: 0.7621
88/100 [=========================>....] - ETA: 8s - loss: 0.4886 - acc: 0.7614
89/100 [=========================>....] - ETA: 7s - loss: 0.4868 - acc: 0.7624
90/100 [==========================>...] - ETA: 6s - loss: 0.4867 - acc: 0.7622
91/100 [==========================>...] - ETA: 6s - loss: 0.4856 - acc: 0.7621
92/100 [==========================>...] - ETA: 5s - loss: 0.4831 - acc: 0.7636
93/100 [==========================>...] - ETA: 4s - loss: 0.4837 - acc: 0.7629
94/100 [===========================>..] - ETA: 4s - loss: 0.4848 - acc: 0.7617
95/100 [===========================>..] - ETA: 3s - loss: 0.4850 - acc: 0.7616
96/100 [===========================>..] - ETA: 2s - loss: 0.4848 - acc: 0.7609
97/100 [============================>.] - ETA: 2s - loss: 0.4842 - acc: 0.7608
98/100 [============================>.] - ETA: 1s - loss: 0.4844 - acc: 0.7607
99/100 [============================>.] - ETA: 0s - loss: 0.4829 - acc: 0.7621
100/100 [==============================] - 78s 784ms/step - loss: 0.4872 - acc: 0.7590 - val_loss: 0.6340 - val_acc: 0.6600
Epoch 8/20
1/100 [..............................] - ETA: 1:07 - loss: 0.5683 - acc: 0.6500
2/100 [..............................] - ETA: 1:06 - loss: 0.4909 - acc: 0.7750
3/100 [..............................] - ETA: 1:05 - loss: 0.4766 - acc: 0.7833
4/100 [>.............................] - ETA: 1:05 - loss: 0.4232 - acc: 0.8250
5/100 [>.............................] - ETA: 1:05 - loss: 0.4176 - acc: 0.8200
6/100 [>.............................] - ETA: 1:04 - loss: 0.4354 - acc: 0.7917
7/100 [=>............................] - ETA: 1:03 - loss: 0.4401 - acc: 0.7786
8/100 [=>............................] - ETA: 1:02 - loss: 0.4300 - acc: 0.7875
9/100 [=>............................] - ETA: 1:02 - loss: 0.4402 - acc: 0.7778
10/100 [==>...........................] - ETA: 1:01 - loss: 0.4466 - acc: 0.7650
11/100 [==>...........................] - ETA: 1:01 - loss: 0.4509 - acc: 0.7591
12/100 [==>...........................] - ETA: 1:00 - loss: 0.4584 - acc: 0.7500
13/100 [==>...........................] - ETA: 59s - loss: 0.4425 - acc: 0.7615
14/100 [===>..........................] - ETA: 58s - loss: 0.4496 - acc: 0.7607
15/100 [===>..........................] - ETA: 58s - loss: 0.4387 - acc: 0.7700
16/100 [===>..........................] - ETA: 57s - loss: 0.4477 - acc: 0.7594
17/100 [====>.........................] - ETA: 56s - loss: 0.4534 - acc: 0.7500
18/100 [====>.........................] - ETA: 56s - loss: 0.4596 - acc: 0.7500
19/100 [====>.........................] - ETA: 55s - loss: 0.4588 - acc: 0.7526
20/100 [=====>........................] - ETA: 54s - loss: 0.4598 - acc: 0.7525
21/100 [=====>........................] - ETA: 53s - loss: 0.4605 - acc: 0.7524
22/100 [=====>........................] - ETA: 53s - loss: 0.4648 - acc: 0.7523
23/100 [=====>........................] - ETA: 52s - loss: 0.4611 - acc: 0.7543
24/100 [======>.......................] - ETA: 52s - loss: 0.4717 - acc: 0.7458
25/100 [======>.......................] - ETA: 51s - loss: 0.4726 - acc: 0.7460
26/100 [======>.......................] - ETA: 50s - loss: 0.4704 - acc: 0.7481
27/100 [=======>......................] - ETA: 49s - loss: 0.4698 - acc: 0.7500
28/100 [=======>......................] - ETA: 49s - loss: 0.4694 - acc: 0.7500
29/100 [=======>......................] - ETA: 48s - loss: 0.4676 - acc: 0.7517
30/100 [========>.....................] - ETA: 47s - loss: 0.4709 - acc: 0.7533
31/100 [========>.....................] - ETA: 47s - loss: 0.4788 - acc: 0.7516
32/100 [========>.....................] - ETA: 46s - loss: 0.4747 - acc: 0.7578
33/100 [========>.....................] - ETA: 45s - loss: 0.4704 - acc: 0.7606
34/100 [=========>....................] - ETA: 45s - loss: 0.4708 - acc: 0.7618
35/100 [=========>....................] - ETA: 44s - loss: 0.4684 - acc: 0.7643
36/100 [=========>....................] - ETA: 43s - loss: 0.4660 - acc: 0.7667
37/100 [==========>...................] - ETA: 43s - loss: 0.4679 - acc: 0.7662
38/100 [==========>...................] - ETA: 42s - loss: 0.4665 - acc: 0.7684
39/100 [==========>...................] - ETA: 41s - loss: 0.4684 - acc: 0.7679
40/100 [===========>..................] - ETA: 41s - loss: 0.4676 - acc: 0.7675
41/100 [===========>..................] - ETA: 40s - loss: 0.4651 - acc: 0.7671
42/100 [===========>..................] - ETA: 39s - loss: 0.4642 - acc: 0.7702
43/100 [===========>..................] - ETA: 38s - loss: 0.4622 - acc: 0.7733
44/100 [============>.................] - ETA: 38s - loss: 0.4589 - acc: 0.7784
45/100 [============>.................] - ETA: 37s - loss: 0.4579 - acc: 0.7800
46/100 [============>.................] - ETA: 36s - loss: 0.4574 - acc: 0.7815
47/100 [=============>................] - ETA: 36s - loss: 0.4537 - acc: 0.7830
48/100 [=============>................] - ETA: 35s - loss: 0.4559 - acc: 0.7823
49/100 [=============>................] - ETA: 34s - loss: 0.4573 - acc: 0.7827
50/100 [==============>...............] - ETA: 34s - loss: 0.4575 - acc: 0.7830
51/100 [==============>...............] - ETA: 33s - loss: 0.4628 - acc: 0.7814
52/100 [==============>...............] - ETA: 32s - loss: 0.4613 - acc: 0.7827
53/100 [==============>...............] - ETA: 32s - loss: 0.4612 - acc: 0.7830
54/100 [===============>..............] - ETA: 31s - loss: 0.4632 - acc: 0.7787
55/100 [===============>..............] - ETA: 30s - loss: 0.4601 - acc: 0.7800
56/100 [===============>..............] - ETA: 30s - loss: 0.4608 - acc: 0.7786
57/100 [================>.............] - ETA: 29s - loss: 0.4598 - acc: 0.7798
58/100 [================>.............] - ETA: 28s - loss: 0.4596 - acc: 0.7810
59/100 [================>.............] - ETA: 28s - loss: 0.4631 - acc: 0.7780
60/100 [=================>............] - ETA: 27s - loss: 0.4641 - acc: 0.7783
61/100 [=================>............] - ETA: 26s - loss: 0.4671 - acc: 0.7770
62/100 [=================>............] - ETA: 25s - loss: 0.4654 - acc: 0.7782
63/100 [=================>............] - ETA: 25s - loss: 0.4644 - acc: 0.7794
64/100 [==================>...........] - ETA: 24s - loss: 0.4630 - acc: 0.7805
65/100 [==================>...........] - ETA: 23s - loss: 0.4635 - acc: 0.7800
66/100 [==================>...........] - ETA: 23s - loss: 0.4631 - acc: 0.7803
67/100 [===================>..........] - ETA: 22s - loss: 0.4620 - acc: 0.7806
68/100 [===================>..........] - ETA: 21s - loss: 0.4618 - acc: 0.7801
69/100 [===================>..........] - ETA: 21s - loss: 0.4621 - acc: 0.7797
70/100 [====================>.........] - ETA: 20s - loss: 0.4622 - acc: 0.7786
71/100 [====================>.........] - ETA: 19s - loss: 0.4637 - acc: 0.7782
72/100 [====================>.........] - ETA: 19s - loss: 0.4636 - acc: 0.7792
73/100 [====================>.........] - ETA: 18s - loss: 0.4631 - acc: 0.7788
74/100 [=====================>........] - ETA: 17s - loss: 0.4634 - acc: 0.7791
75/100 [=====================>........] - ETA: 17s - loss: 0.4628 - acc: 0.7787
76/100 [=====================>........] - ETA: 16s - loss: 0.4639 - acc: 0.7783
77/100 [======================>.......] - ETA: 15s - loss: 0.4633 - acc: 0.7779
78/100 [======================>.......] - ETA: 15s - loss: 0.4625 - acc: 0.7788
79/100 [======================>.......] - ETA: 14s - loss: 0.4680 - acc: 0.7753
80/100 [=======================>......] - ETA: 13s - loss: 0.4700 - acc: 0.7738
81/100 [=======================>......] - ETA: 12s - loss: 0.4720 - acc: 0.7716
82/100 [=======================>......] - ETA: 12s - loss: 0.4722 - acc: 0.7707
83/100 [=======================>......] - ETA: 11s - loss: 0.4736 - acc: 0.7693
84/100 [========================>.....] - ETA: 10s - loss: 0.4724 - acc: 0.7702
85/100 [========================>.....] - ETA: 10s - loss: 0.4709 - acc: 0.7718
86/100 [========================>.....] - ETA: 9s - loss: 0.4685 - acc: 0.7744
87/100 [=========================>....] - ETA: 8s - loss: 0.4676 - acc: 0.7753
88/100 [=========================>....] - ETA: 8s - loss: 0.4666 - acc: 0.7767
89/100 [=========================>....] - ETA: 7s - loss: 0.4663 - acc: 0.7764
90/100 [==========================>...] - ETA: 6s - loss: 0.4645 - acc: 0.7789
91/100 [==========================>...] - ETA: 6s - loss: 0.4637 - acc: 0.7797
92/100 [==========================>...] - ETA: 5s - loss: 0.4627 - acc: 0.7804
93/100 [==========================>...] - ETA: 4s - loss: 0.4628 - acc: 0.7796
94/100 [===========================>..] - ETA: 4s - loss: 0.4633 - acc: 0.7798
95/100 [===========================>..] - ETA: 3s - loss: 0.4632 - acc: 0.7784
96/100 [===========================>..] - ETA: 2s - loss: 0.4627 - acc: 0.7786
97/100 [============================>.] - ETA: 2s - loss: 0.4632 - acc: 0.7784
98/100 [============================>.] - ETA: 1s - loss: 0.4626 - acc: 0.7786
99/100 [============================>.] - ETA: 0s - loss: 0.4637 - acc: 0.7778
100/100 [==============================] - 78s 784ms/step - loss: 0.4627 - acc: 0.7790 - val_loss: 0.5452 - val_acc: 0.7240
Epoch 9/20
1/100 [..............................] - ETA: 1:14 - loss: 0.3899 - acc: 0.8500
2/100 [..............................] - ETA: 1:10 - loss: 0.3776 - acc: 0.8750
3/100 [..............................] - ETA: 1:08 - loss: 0.3394 - acc: 0.9000
4/100 [>.............................] - ETA: 1:07 - loss: 0.3648 - acc: 0.8750
5/100 [>.............................] - ETA: 1:06 - loss: 0.4064 - acc: 0.8200
6/100 [>.............................] - ETA: 1:05 - loss: 0.3896 - acc: 0.8333
7/100 [=>............................] - ETA: 1:05 - loss: 0.3780 - acc: 0.8571
8/100 [=>............................] - ETA: 1:04 - loss: 0.3767 - acc: 0.8625
9/100 [=>............................] - ETA: 1:03 - loss: 0.3927 - acc: 0.8444
10/100 [==>...........................] - ETA: 1:02 - loss: 0.3993 - acc: 0.8450
11/100 [==>...........................] - ETA: 1:01 - loss: 0.3910 - acc: 0.8500
12/100 [==>...........................] - ETA: 1:00 - loss: 0.3851 - acc: 0.8542
13/100 [==>...........................] - ETA: 1:00 - loss: 0.3985 - acc: 0.8346
14/100 [===>..........................] - ETA: 59s - loss: 0.3940 - acc: 0.8393
15/100 [===>..........................] - ETA: 58s - loss: 0.3950 - acc: 0.8367
16/100 [===>..........................] - ETA: 57s - loss: 0.3952 - acc: 0.8313
17/100 [====>.........................] - ETA: 57s - loss: 0.3964 - acc: 0.8294
18/100 [====>.........................] - ETA: 56s - loss: 0.4007 - acc: 0.8306
19/100 [====>.........................] - ETA: 55s - loss: 0.4318 - acc: 0.8132
20/100 [=====>........................] - ETA: 55s - loss: 0.4251 - acc: 0.8175
21/100 [=====>........................] - ETA: 54s - loss: 0.4230 - acc: 0.8190
22/100 [=====>........................] - ETA: 53s - loss: 0.4253 - acc: 0.8182
23/100 [=====>........................] - ETA: 52s - loss: 0.4224 - acc: 0.8217
24/100 [======>.......................] - ETA: 52s - loss: 0.4200 - acc: 0.8229
25/100 [======>.......................] - ETA: 51s - loss: 0.4187 - acc: 0.8220
26/100 [======>.......................] - ETA: 50s - loss: 0.4162 - acc: 0.8212
27/100 [=======>......................] - ETA: 50s - loss: 0.4160 - acc: 0.8241
28/100 [=======>......................] - ETA: 49s - loss: 0.4112 - acc: 0.8286
29/100 [=======>......................] - ETA: 48s - loss: 0.4154 - acc: 0.8241
30/100 [========>.....................] - ETA: 48s - loss: 0.4189 - acc: 0.8217
31/100 [========>.....................] - ETA: 47s - loss: 0.4198 - acc: 0.8226
32/100 [========>.....................] - ETA: 46s - loss: 0.4221 - acc: 0.8203
33/100 [========>.....................] - ETA: 45s - loss: 0.4274 - acc: 0.8167
34/100 [=========>....................] - ETA: 45s - loss: 0.4336 - acc: 0.8118
35/100 [=========>....................] - ETA: 44s - loss: 0.4307 - acc: 0.8143
36/100 [=========>....................] - ETA: 43s - loss: 0.4264 - acc: 0.8167
37/100 [==========>...................] - ETA: 43s - loss: 0.4262 - acc: 0.8162
38/100 [==========>...................] - ETA: 42s - loss: 0.4294 - acc: 0.8132
39/100 [==========>...................] - ETA: 41s - loss: 0.4334 - acc: 0.8115
40/100 [===========>..................] - ETA: 41s - loss: 0.4312 - acc: 0.8138
41/100 [===========>..................] - ETA: 40s - loss: 0.4329 - acc: 0.8110
42/100 [===========>..................] - ETA: 39s - loss: 0.4331 - acc: 0.8107
43/100 [===========>..................] - ETA: 39s - loss: 0.4370 - acc: 0.8070
44/100 [============>.................] - ETA: 38s - loss: 0.4357 - acc: 0.8080
45/100 [============>.................] - ETA: 37s - loss: 0.4401 - acc: 0.8033
46/100 [============>.................] - ETA: 36s - loss: 0.4424 - acc: 0.7989
47/100 [=============>................] - ETA: 36s - loss: 0.4404 - acc: 0.8000
48/100 [=============>................] - ETA: 35s - loss: 0.4420 - acc: 0.7969
49/100 [=============>................] - ETA: 34s - loss: 0.4420 - acc: 0.7949
50/100 [==============>...............] - ETA: 34s - loss: 0.4416 - acc: 0.7950
51/100 [==============>...............] - ETA: 33s - loss: 0.4437 - acc: 0.7922
52/100 [==============>...............] - ETA: 32s - loss: 0.4433 - acc: 0.7923
53/100 [==============>...............] - ETA: 32s - loss: 0.4424 - acc: 0.7934
54/100 [===============>..............] - ETA: 31s - loss: 0.4438 - acc: 0.7935
55/100 [===============>..............] - ETA: 30s - loss: 0.4461 - acc: 0.7909
56/100 [===============>..............] - ETA: 30s - loss: 0.4460 - acc: 0.7902
57/100 [================>.............] - ETA: 29s - loss: 0.4474 - acc: 0.7895
58/100 [================>.............] - ETA: 28s - loss: 0.4464 - acc: 0.7897
59/100 [================>.............] - ETA: 28s - loss: 0.4444 - acc: 0.7915
60/100 [=================>............] - ETA: 27s - loss: 0.4446 - acc: 0.7908
61/100 [=================>............] - ETA: 26s - loss: 0.4461 - acc: 0.7902
62/100 [=================>............] - ETA: 26s - loss: 0.4449 - acc: 0.7919
63/100 [=================>............] - ETA: 25s - loss: 0.4446 - acc: 0.7921
64/100 [==================>...........] - ETA: 24s - loss: 0.4425 - acc: 0.7953
65/100 [==================>...........] - ETA: 23s - loss: 0.4429 - acc: 0.7954
66/100 [==================>...........] - ETA: 23s - loss: 0.4417 - acc: 0.7962
67/100 [===================>..........] - ETA: 22s - loss: 0.4405 - acc: 0.7970
68/100 [===================>..........] - ETA: 21s - loss: 0.4407 - acc: 0.7971
69/100 [===================>..........] - ETA: 21s - loss: 0.4405 - acc: 0.7971
70/100 [====================>.........] - ETA: 20s - loss: 0.4404 - acc: 0.7986
71/100 [====================>.........] - ETA: 19s - loss: 0.4428 - acc: 0.7972
72/100 [====================>.........] - ETA: 19s - loss: 0.4435 - acc: 0.7951
73/100 [====================>.........] - ETA: 18s - loss: 0.4433 - acc: 0.7952
74/100 [=====================>........] - ETA: 17s - loss: 0.4450 - acc: 0.7926
75/100 [=====================>........] - ETA: 17s - loss: 0.4427 - acc: 0.7940
76/100 [=====================>........] - ETA: 16s - loss: 0.4425 - acc: 0.7941
77/100 [======================>.......] - ETA: 15s - loss: 0.4416 - acc: 0.7935
78/100 [======================>.......] - ETA: 15s - loss: 0.4416 - acc: 0.7942
79/100 [======================>.......] - ETA: 14s - loss: 0.4412 - acc: 0.7930
80/100 [=======================>......] - ETA: 13s - loss: 0.4418 - acc: 0.7931
81/100 [=======================>......] - ETA: 13s - loss: 0.4404 - acc: 0.7944
82/100 [=======================>......] - ETA: 12s - loss: 0.4417 - acc: 0.7939
83/100 [=======================>......] - ETA: 11s - loss: 0.4400 - acc: 0.7946
84/100 [========================>.....] - ETA: 10s - loss: 0.4407 - acc: 0.7940
85/100 [========================>.....] - ETA: 10s - loss: 0.4410 - acc: 0.7947
86/100 [========================>.....] - ETA: 9s - loss: 0.4407 - acc: 0.7942
87/100 [=========================>....] - ETA: 8s - loss: 0.4393 - acc: 0.7954
88/100 [=========================>....] - ETA: 8s - loss: 0.4427 - acc: 0.7926
89/100 [=========================>....] - ETA: 7s - loss: 0.4445 - acc: 0.7916
90/100 [==========================>...] - ETA: 6s - loss: 0.4431 - acc: 0.7933
91/100 [==========================>...] - ETA: 6s - loss: 0.4433 - acc: 0.7929
92/100 [==========================>...] - ETA: 5s - loss: 0.4424 - acc: 0.7935
93/100 [==========================>...] - ETA: 4s - loss: 0.4430 - acc: 0.7925
94/100 [===========================>..] - ETA: 4s - loss: 0.4399 - acc: 0.7941
95/100 [===========================>..] - ETA: 3s - loss: 0.4399 - acc: 0.7937
96/100 [===========================>..] - ETA: 2s - loss: 0.4405 - acc: 0.7943
97/100 [============================>.] - ETA: 2s - loss: 0.4415 - acc: 0.7928
98/100 [============================>.] - ETA: 1s - loss: 0.4421 - acc: 0.7913
99/100 [============================>.] - ETA: 0s - loss: 0.4429 - acc: 0.7909
100/100 [==============================] - 79s 786ms/step - loss: 0.4440 - acc: 0.7895 - val_loss: 0.5512 - val_acc: 0.7240
Epoch 10/20
1/100 [..............................] - ETA: 1:08 - loss: 0.4543 - acc: 0.8000
2/100 [..............................] - ETA: 1:06 - loss: 0.4659 - acc: 0.7250
3/100 [..............................] - ETA: 1:07 - loss: 0.4139 - acc: 0.7833
4/100 [>.............................] - ETA: 1:06 - loss: 0.4087 - acc: 0.7875
5/100 [>.............................] - ETA: 1:05 - loss: 0.3622 - acc: 0.8300
6/100 [>.............................] - ETA: 1:04 - loss: 0.3847 - acc: 0.8000
7/100 [=>............................] - ETA: 1:03 - loss: 0.4002 - acc: 0.7929
8/100 [=>............................] - ETA: 1:02 - loss: 0.4140 - acc: 0.7875
9/100 [=>............................] - ETA: 1:02 - loss: 0.4108 - acc: 0.7889
10/100 [==>...........................] - ETA: 1:01 - loss: 0.4028 - acc: 0.8000
11/100 [==>...........................] - ETA: 1:01 - loss: 0.4207 - acc: 0.7818
12/100 [==>...........................] - ETA: 1:00 - loss: 0.4161 - acc: 0.7917
13/100 [==>...........................] - ETA: 59s - loss: 0.4235 - acc: 0.7808
14/100 [===>..........................] - ETA: 58s - loss: 0.4280 - acc: 0.7786
15/100 [===>..........................] - ETA: 58s - loss: 0.4272 - acc: 0.7800
16/100 [===>..........................] - ETA: 57s - loss: 0.4222 - acc: 0.7812
17/100 [====>.........................] - ETA: 56s - loss: 0.4220 - acc: 0.7824
18/100 [====>.........................] - ETA: 56s - loss: 0.4222 - acc: 0.7861
19/100 [====>.........................] - ETA: 55s - loss: 0.4164 - acc: 0.7868
20/100 [=====>........................] - ETA: 54s - loss: 0.4176 - acc: 0.7825
21/100 [=====>........................] - ETA: 54s - loss: 0.4117 - acc: 0.7881
22/100 [=====>........................] - ETA: 53s - loss: 0.4086 - acc: 0.7955
23/100 [=====>........................] - ETA: 52s - loss: 0.4148 - acc: 0.7913
24/100 [======>.......................] - ETA: 51s - loss: 0.4146 - acc: 0.7917
25/100 [======>.......................] - ETA: 51s - loss: 0.4128 - acc: 0.7940
26/100 [======>.......................] - ETA: 50s - loss: 0.4089 - acc: 0.7962
27/100 [=======>......................] - ETA: 49s - loss: 0.4118 - acc: 0.7981
28/100 [=======>......................] - ETA: 49s - loss: 0.4130 - acc: 0.7946
29/100 [=======>......................] - ETA: 48s - loss: 0.4108 - acc: 0.7948
30/100 [========>.....................] - ETA: 47s - loss: 0.4102 - acc: 0.7967
31/100 [========>.....................] - ETA: 47s - loss: 0.4102 - acc: 0.7968
32/100 [========>.....................] - ETA: 46s - loss: 0.4099 - acc: 0.7969
33/100 [========>.....................] - ETA: 45s - loss: 0.4067 - acc: 0.8015
34/100 [=========>....................] - ETA: 45s - loss: 0.4059 - acc: 0.8000
35/100 [=========>....................] - ETA: 44s - loss: 0.4070 - acc: 0.8029
36/100 [=========>....................] - ETA: 43s - loss: 0.4031 - acc: 0.8069
37/100 [==========>...................] - ETA: 43s - loss: 0.3987 - acc: 0.8095
38/100 [==========>...................] - ETA: 42s - loss: 0.3995 - acc: 0.8079
39/100 [==========>...................] - ETA: 41s - loss: 0.3968 - acc: 0.8103
40/100 [===========>..................] - ETA: 41s - loss: 0.4005 - acc: 0.8075
41/100 [===========>..................] - ETA: 40s - loss: 0.4003 - acc: 0.8085
42/100 [===========>..................] - ETA: 39s - loss: 0.3972 - acc: 0.8107
43/100 [===========>..................] - ETA: 38s - loss: 0.3942 - acc: 0.8105
44/100 [============>.................] - ETA: 38s - loss: 0.3961 - acc: 0.8080
45/100 [============>.................] - ETA: 37s - loss: 0.3959 - acc: 0.8078
46/100 [============>.................] - ETA: 36s - loss: 0.3961 - acc: 0.8087
47/100 [=============>................] - ETA: 36s - loss: 0.3938 - acc: 0.8096
48/100 [=============>................] - ETA: 35s - loss: 0.3937 - acc: 0.8094
49/100 [=============>................] - ETA: 34s - loss: 0.3966 - acc: 0.8102
50/100 [==============>...............] - ETA: 34s - loss: 0.3972 - acc: 0.8090
51/100 [==============>...............] - ETA: 33s - loss: 0.4036 - acc: 0.8059
52/100 [==============>...............] - ETA: 33s - loss: 0.4036 - acc: 0.8058
53/100 [==============>...............] - ETA: 32s - loss: 0.4018 - acc: 0.8066
54/100 [===============>..............] - ETA: 31s - loss: 0.4013 - acc: 0.8083
55/100 [===============>..............] - ETA: 31s - loss: 0.4049 - acc: 0.8045
56/100 [===============>..............] - ETA: 30s - loss: 0.4087 - acc: 0.8027
57/100 [================>.............] - ETA: 29s - loss: 0.4065 - acc: 0.8044
58/100 [================>.............] - ETA: 29s - loss: 0.4065 - acc: 0.8060
59/100 [================>.............] - ETA: 28s - loss: 0.4042 - acc: 0.8085
60/100 [=================>............] - ETA: 27s - loss: 0.4027 - acc: 0.8092
61/100 [=================>............] - ETA: 27s - loss: 0.4092 - acc: 0.8049
62/100 [=================>............] - ETA: 26s - loss: 0.4076 - acc: 0.8065
63/100 [=================>............] - ETA: 25s - loss: 0.4118 - acc: 0.8024
64/100 [==================>...........] - ETA: 25s - loss: 0.4111 - acc: 0.8023
65/100 [==================>...........] - ETA: 24s - loss: 0.4111 - acc: 0.8038
66/100 [==================>...........] - ETA: 23s - loss: 0.4116 - acc: 0.8030
67/100 [===================>..........] - ETA: 23s - loss: 0.4142 - acc: 0.8007
68/100 [===================>..........] - ETA: 22s - loss: 0.4127 - acc: 0.8022
69/100 [===================>..........] - ETA: 21s - loss: 0.4122 - acc: 0.8022
70/100 [====================>.........] - ETA: 21s - loss: 0.4105 - acc: 0.8043
71/100 [====================>.........] - ETA: 20s - loss: 0.4147 - acc: 0.8021
72/100 [====================>.........] - ETA: 19s - loss: 0.4132 - acc: 0.8035
73/100 [====================>.........] - ETA: 19s - loss: 0.4139 - acc: 0.8027
74/100 [=====================>........] - ETA: 18s - loss: 0.4124 - acc: 0.8041
75/100 [=====================>........] - ETA: 17s - loss: 0.4124 - acc: 0.8040
76/100 [=====================>........] - ETA: 16s - loss: 0.4121 - acc: 0.8046
77/100 [======================>.......] - ETA: 16s - loss: 0.4109 - acc: 0.8052
78/100 [======================>.......] - ETA: 15s - loss: 0.4103 - acc: 0.8058
79/100 [======================>.......] - ETA: 14s - loss: 0.4105 - acc: 0.8051
80/100 [=======================>......] - ETA: 14s - loss: 0.4113 - acc: 0.8037
81/100 [=======================>......] - ETA: 13s - loss: 0.4115 - acc: 0.8037
82/100 [=======================>......] - ETA: 12s - loss: 0.4118 - acc: 0.8030
83/100 [=======================>......] - ETA: 12s - loss: 0.4141 - acc: 0.8024
84/100 [========================>.....] - ETA: 11s - loss: 0.4131 - acc: 0.8030
85/100 [========================>.....] - ETA: 10s - loss: 0.4146 - acc: 0.8012
86/100 [========================>.....] - ETA: 9s - loss: 0.4173 - acc: 0.7994
87/100 [=========================>....] - ETA: 9s - loss: 0.4163 - acc: 0.8000
88/100 [=========================>....] - ETA: 8s - loss: 0.4176 - acc: 0.7989
89/100 [=========================>....] - ETA: 7s - loss: 0.4189 - acc: 0.7989
90/100 [==========================>...] - ETA: 7s - loss: 0.4188 - acc: 0.7994
91/100 [==========================>...] - ETA: 6s - loss: 0.4189 - acc: 0.8000
92/100 [==========================>...] - ETA: 5s - loss: 0.4191 - acc: 0.8000
93/100 [==========================>...] - ETA: 4s - loss: 0.4191 - acc: 0.8005
94/100 [===========================>..] - ETA: 4s - loss: 0.4187 - acc: 0.8011
95/100 [===========================>..] - ETA: 3s - loss: 0.4202 - acc: 0.8005
96/100 [===========================>..] - ETA: 2s - loss: 0.4202 - acc: 0.8005
97/100 [============================>.] - ETA: 2s - loss: 0.4209 - acc: 0.8005
98/100 [============================>.] - ETA: 1s - loss: 0.4194 - acc: 0.8015
99/100 [============================>.] - ETA: 0s - loss: 0.4196 - acc: 0.8010
100/100 [==============================] - 81s 810ms/step - loss: 0.4191 - acc: 0.8010 - val_loss: 0.5972 - val_acc: 0.6850
Epoch 11/20
1/100 [..............................] - ETA: 1:08 - loss: 0.5956 - acc: 0.7000
2/100 [..............................] - ETA: 1:09 - loss: 0.5289 - acc: 0.7750
3/100 [..............................] - ETA: 1:07 - loss: 0.4657 - acc: 0.8167
4/100 [>.............................] - ETA: 1:06 - loss: 0.4595 - acc: 0.8250
5/100 [>.............................] - ETA: 1:05 - loss: 0.4342 - acc: 0.8300
6/100 [>.............................] - ETA: 1:04 - loss: 0.4066 - acc: 0.8417
7/100 [=>............................] - ETA: 1:04 - loss: 0.4031 - acc: 0.8429
8/100 [=>............................] - ETA: 1:03 - loss: 0.4061 - acc: 0.8313
9/100 [=>............................] - ETA: 1:02 - loss: 0.4037 - acc: 0.8333
10/100 [==>...........................] - ETA: 1:01 - loss: 0.3796 - acc: 0.8450
11/100 [==>...........................] - ETA: 1:01 - loss: 0.3758 - acc: 0.8500
12/100 [==>...........................] - ETA: 1:00 - loss: 0.3623 - acc: 0.8625
13/100 [==>...........................] - ETA: 59s - loss: 0.3720 - acc: 0.8538
14/100 [===>..........................] - ETA: 59s - loss: 0.3719 - acc: 0.8500
15/100 [===>..........................] - ETA: 58s - loss: 0.3687 - acc: 0.8533
16/100 [===>..........................] - ETA: 57s - loss: 0.3642 - acc: 0.8562
17/100 [====>.........................] - ETA: 56s - loss: 0.3760 - acc: 0.8500
18/100 [====>.........................] - ETA: 56s - loss: 0.3822 - acc: 0.8472
19/100 [====>.........................] - ETA: 55s - loss: 0.3839 - acc: 0.8421
20/100 [=====>........................] - ETA: 54s - loss: 0.3889 - acc: 0.8400
21/100 [=====>........................] - ETA: 54s - loss: 0.3891 - acc: 0.8357
22/100 [=====>........................] - ETA: 53s - loss: 0.3880 - acc: 0.8364
23/100 [=====>........................] - ETA: 52s - loss: 0.3923 - acc: 0.8348
24/100 [======>.......................] - ETA: 51s - loss: 0.3929 - acc: 0.8333
25/100 [======>.......................] - ETA: 51s - loss: 0.3963 - acc: 0.8280
26/100 [======>.......................] - ETA: 50s - loss: 0.3934 - acc: 0.8327
27/100 [=======>......................] - ETA: 49s - loss: 0.3892 - acc: 0.8370
28/100 [=======>......................] - ETA: 49s - loss: 0.3924 - acc: 0.8304
29/100 [=======>......................] - ETA: 48s - loss: 0.3880 - acc: 0.8345
30/100 [========>.....................] - ETA: 47s - loss: 0.3878 - acc: 0.8350
31/100 [========>.....................] - ETA: 47s - loss: 0.3848 - acc: 0.8387
32/100 [========>.....................] - ETA: 46s - loss: 0.3865 - acc: 0.8375
33/100 [========>.....................] - ETA: 45s - loss: 0.3854 - acc: 0.8379
34/100 [=========>....................] - ETA: 45s - loss: 0.3837 - acc: 0.8412
35/100 [=========>....................] - ETA: 44s - loss: 0.3815 - acc: 0.8429
36/100 [=========>....................] - ETA: 43s - loss: 0.3815 - acc: 0.8458
37/100 [==========>...................] - ETA: 43s - loss: 0.3800 - acc: 0.8446
38/100 [==========>...................] - ETA: 42s - loss: 0.3794 - acc: 0.8461
39/100 [==========>...................] - ETA: 41s - loss: 0.3806 - acc: 0.8449
40/100 [===========>..................] - ETA: 41s - loss: 0.3798 - acc: 0.8475
41/100 [===========>..................] - ETA: 40s - loss: 0.3871 - acc: 0.8427
42/100 [===========>..................] - ETA: 39s - loss: 0.3868 - acc: 0.8417
43/100 [===========>..................] - ETA: 39s - loss: 0.3881 - acc: 0.8419
44/100 [============>.................] - ETA: 38s - loss: 0.3897 - acc: 0.8386
45/100 [============>.................] - ETA: 37s - loss: 0.3913 - acc: 0.8378
46/100 [============>.................] - ETA: 36s - loss: 0.3951 - acc: 0.8370
47/100 [=============>................] - ETA: 36s - loss: 0.3926 - acc: 0.8372
48/100 [=============>................] - ETA: 35s - loss: 0.3926 - acc: 0.8385
49/100 [=============>................] - ETA: 34s - loss: 0.3915 - acc: 0.8398
50/100 [==============>...............] - ETA: 34s - loss: 0.3901 - acc: 0.8390
51/100 [==============>...............] - ETA: 33s - loss: 0.3875 - acc: 0.8402
52/100 [==============>...............] - ETA: 32s - loss: 0.3860 - acc: 0.8394
53/100 [==============>...............] - ETA: 32s - loss: 0.3852 - acc: 0.8396
54/100 [===============>..............] - ETA: 31s - loss: 0.3869 - acc: 0.8352
55/100 [===============>..............] - ETA: 30s - loss: 0.3842 - acc: 0.8364
56/100 [===============>..............] - ETA: 30s - loss: 0.3818 - acc: 0.8384
57/100 [================>.............] - ETA: 29s - loss: 0.3817 - acc: 0.8377
58/100 [================>.............] - ETA: 28s - loss: 0.3792 - acc: 0.8397
59/100 [================>.............] - ETA: 28s - loss: 0.3793 - acc: 0.8398
60/100 [=================>............] - ETA: 27s - loss: 0.3820 - acc: 0.8375
61/100 [=================>............] - ETA: 26s - loss: 0.3831 - acc: 0.8361
62/100 [=================>............] - ETA: 25s - loss: 0.3831 - acc: 0.8371
63/100 [=================>............] - ETA: 25s - loss: 0.3856 - acc: 0.8349
64/100 [==================>...........] - ETA: 24s - loss: 0.3843 - acc: 0.8359
65/100 [==================>...........] - ETA: 23s - loss: 0.3858 - acc: 0.8354
66/100 [==================>...........] - ETA: 23s - loss: 0.3881 - acc: 0.8341
67/100 [===================>..........] - ETA: 22s - loss: 0.3904 - acc: 0.8328
68/100 [===================>..........] - ETA: 21s - loss: 0.3897 - acc: 0.8338
69/100 [===================>..........] - ETA: 21s - loss: 0.3896 - acc: 0.8341
70/100 [====================>.........] - ETA: 20s - loss: 0.3920 - acc: 0.8314
71/100 [====================>.........] - ETA: 19s - loss: 0.3933 - acc: 0.8303
72/100 [====================>.........] - ETA: 19s - loss: 0.3919 - acc: 0.8313
73/100 [====================>.........] - ETA: 18s - loss: 0.3920 - acc: 0.8315
74/100 [=====================>........] - ETA: 17s - loss: 0.3910 - acc: 0.8318
75/100 [=====================>........] - ETA: 17s - loss: 0.3913 - acc: 0.8313
76/100 [=====================>........] - ETA: 16s - loss: 0.3902 - acc: 0.8316
77/100 [======================>.......] - ETA: 15s - loss: 0.3903 - acc: 0.8312
78/100 [======================>.......] - ETA: 15s - loss: 0.3906 - acc: 0.8308
79/100 [======================>.......] - ETA: 14s - loss: 0.3886 - acc: 0.8323
80/100 [=======================>......] - ETA: 13s - loss: 0.3874 - acc: 0.8338
81/100 [=======================>......] - ETA: 12s - loss: 0.3873 - acc: 0.8333
82/100 [=======================>......] - ETA: 12s - loss: 0.3879 - acc: 0.8329
83/100 [=======================>......] - ETA: 11s - loss: 0.3878 - acc: 0.8331
84/100 [========================>.....] - ETA: 10s - loss: 0.3893 - acc: 0.8327
85/100 [========================>.....] - ETA: 10s - loss: 0.3908 - acc: 0.8312
86/100 [========================>.....] - ETA: 9s - loss: 0.3916 - acc: 0.8302
87/100 [=========================>....] - ETA: 8s - loss: 0.3969 - acc: 0.8276
88/100 [=========================>....] - ETA: 8s - loss: 0.3981 - acc: 0.8267
89/100 [=========================>....] - ETA: 7s - loss: 0.3975 - acc: 0.8270
90/100 [==========================>...] - ETA: 6s - loss: 0.3976 - acc: 0.8272
91/100 [==========================>...] - ETA: 6s - loss: 0.3984 - acc: 0.8269
92/100 [==========================>...] - ETA: 5s - loss: 0.3972 - acc: 0.8272
93/100 [==========================>...] - ETA: 4s - loss: 0.3981 - acc: 0.8263
94/100 [===========================>..] - ETA: 4s - loss: 0.3970 - acc: 0.8271
95/100 [===========================>..] - ETA: 3s - loss: 0.3979 - acc: 0.8263
96/100 [===========================>..] - ETA: 2s - loss: 0.3967 - acc: 0.8276
97/100 [============================>.] - ETA: 2s - loss: 0.3968 - acc: 0.8284
98/100 [============================>.] - ETA: 1s - loss: 0.3967 - acc: 0.8291
99/100 [============================>.] - ETA: 0s - loss: 0.3975 - acc: 0.8278
100/100 [==============================] - 78s 783ms/step - loss: 0.3964 - acc: 0.8290 - val_loss: 0.5416 - val_acc: 0.7350
Epoch 12/20
1/100 [..............................] - ETA: 1:07 - loss: 0.3022 - acc: 0.8500
2/100 [..............................] - ETA: 1:06 - loss: 0.2612 - acc: 0.9000
3/100 [..............................] - ETA: 1:05 - loss: 0.2900 - acc: 0.8667
4/100 [>.............................] - ETA: 1:06 - loss: 0.3213 - acc: 0.8750
5/100 [>.............................] - ETA: 1:05 - loss: 0.3854 - acc: 0.8600
6/100 [>.............................] - ETA: 1:04 - loss: 0.3586 - acc: 0.8750
7/100 [=>............................] - ETA: 1:03 - loss: 0.3729 - acc: 0.8643
8/100 [=>............................] - ETA: 1:02 - loss: 0.3731 - acc: 0.8687
9/100 [=>............................] - ETA: 1:02 - loss: 0.3909 - acc: 0.8500
10/100 [==>...........................] - ETA: 1:01 - loss: 0.3726 - acc: 0.8550
11/100 [==>...........................] - ETA: 1:00 - loss: 0.3791 - acc: 0.8500
12/100 [==>...........................] - ETA: 1:00 - loss: 0.3647 - acc: 0.8625
13/100 [==>...........................] - ETA: 59s - loss: 0.3685 - acc: 0.8615
14/100 [===>..........................] - ETA: 58s - loss: 0.3700 - acc: 0.8500
15/100 [===>..........................] - ETA: 58s - loss: 0.3724 - acc: 0.8400
16/100 [===>..........................] - ETA: 57s - loss: 0.3752 - acc: 0.8344
17/100 [====>.........................] - ETA: 56s - loss: 0.3783 - acc: 0.8265
18/100 [====>.........................] - ETA: 56s - loss: 0.3748 - acc: 0.8306
19/100 [====>.........................] - ETA: 55s - loss: 0.3688 - acc: 0.8368
20/100 [=====>........................] - ETA: 54s - loss: 0.3652 - acc: 0.8425
21/100 [=====>........................] - ETA: 53s - loss: 0.3735 - acc: 0.8357
22/100 [=====>........................] - ETA: 53s - loss: 0.3706 - acc: 0.8432
23/100 [=====>........................] - ETA: 52s - loss: 0.3671 - acc: 0.8435
24/100 [======>.......................] - ETA: 51s - loss: 0.3677 - acc: 0.8417
25/100 [======>.......................] - ETA: 51s - loss: 0.3690 - acc: 0.8400
26/100 [======>.......................] - ETA: 50s - loss: 0.3625 - acc: 0.8462
27/100 [=======>......................] - ETA: 49s - loss: 0.3684 - acc: 0.8444
28/100 [=======>......................] - ETA: 49s - loss: 0.3664 - acc: 0.8482
29/100 [=======>......................] - ETA: 48s - loss: 0.3626 - acc: 0.8500
30/100 [========>.....................] - ETA: 47s - loss: 0.3571 - acc: 0.8517
31/100 [========>.....................] - ETA: 47s - loss: 0.3594 - acc: 0.8468
32/100 [========>.....................] - ETA: 46s - loss: 0.3571 - acc: 0.8469
33/100 [========>.....................] - ETA: 45s - loss: 0.3623 - acc: 0.8455
34/100 [=========>....................] - ETA: 45s - loss: 0.3683 - acc: 0.8397
35/100 [=========>....................] - ETA: 44s - loss: 0.3730 - acc: 0.8386
36/100 [=========>....................] - ETA: 43s - loss: 0.3695 - acc: 0.8417
37/100 [==========>...................] - ETA: 42s - loss: 0.3676 - acc: 0.8432
38/100 [==========>...................] - ETA: 42s - loss: 0.3678 - acc: 0.8421
39/100 [==========>...................] - ETA: 41s - loss: 0.3670 - acc: 0.8423
40/100 [===========>..................] - ETA: 40s - loss: 0.3658 - acc: 0.8438
41/100 [===========>..................] - ETA: 40s - loss: 0.3660 - acc: 0.8451
42/100 [===========>..................] - ETA: 39s - loss: 0.3639 - acc: 0.8464
43/100 [===========>..................] - ETA: 38s - loss: 0.3630 - acc: 0.8465
44/100 [============>.................] - ETA: 38s - loss: 0.3631 - acc: 0.8477
45/100 [============>.................] - ETA: 37s - loss: 0.3675 - acc: 0.8456
46/100 [============>.................] - ETA: 36s - loss: 0.3684 - acc: 0.8457
47/100 [=============>................] - ETA: 36s - loss: 0.3662 - acc: 0.8468
48/100 [=============>................] - ETA: 35s - loss: 0.3617 - acc: 0.8490
49/100 [=============>................] - ETA: 34s - loss: 0.3611 - acc: 0.8480
50/100 [==============>...............] - ETA: 34s - loss: 0.3596 - acc: 0.8490
51/100 [==============>...............] - ETA: 33s - loss: 0.3640 - acc: 0.8461
52/100 [==============>...............] - ETA: 32s - loss: 0.3605 - acc: 0.8481
53/100 [==============>...............] - ETA: 32s - loss: 0.3604 - acc: 0.8491
54/100 [===============>..............] - ETA: 31s - loss: 0.3598 - acc: 0.8491
55/100 [===============>..............] - ETA: 30s - loss: 0.3600 - acc: 0.8473
56/100 [===============>..............] - ETA: 30s - loss: 0.3575 - acc: 0.8491
57/100 [================>.............] - ETA: 29s - loss: 0.3549 - acc: 0.8509
58/100 [================>.............] - ETA: 28s - loss: 0.3561 - acc: 0.8483
59/100 [================>.............] - ETA: 28s - loss: 0.3538 - acc: 0.8500
60/100 [=================>............] - ETA: 27s - loss: 0.3559 - acc: 0.8492
61/100 [=================>............] - ETA: 26s - loss: 0.3548 - acc: 0.8500
62/100 [=================>............] - ETA: 25s - loss: 0.3548 - acc: 0.8508
63/100 [=================>............] - ETA: 25s - loss: 0.3554 - acc: 0.8500
64/100 [==================>...........] - ETA: 24s - loss: 0.3562 - acc: 0.8508
65/100 [==================>...........] - ETA: 23s - loss: 0.3585 - acc: 0.8500
66/100 [==================>...........] - ETA: 23s - loss: 0.3589 - acc: 0.8492
67/100 [===================>..........] - ETA: 22s - loss: 0.3575 - acc: 0.8500
68/100 [===================>..........] - ETA: 21s - loss: 0.3583 - acc: 0.8485
69/100 [===================>..........] - ETA: 21s - loss: 0.3597 - acc: 0.8478
70/100 [====================>.........] - ETA: 20s - loss: 0.3597 - acc: 0.8479
71/100 [====================>.........] - ETA: 19s - loss: 0.3672 - acc: 0.8444
72/100 [====================>.........] - ETA: 19s - loss: 0.3659 - acc: 0.8451
73/100 [====================>.........] - ETA: 18s - loss: 0.3665 - acc: 0.8438
74/100 [=====================>........] - ETA: 17s - loss: 0.3661 - acc: 0.8446
75/100 [=====================>........] - ETA: 17s - loss: 0.3646 - acc: 0.8460
76/100 [=====================>........] - ETA: 16s - loss: 0.3637 - acc: 0.8467
77/100 [======================>.......] - ETA: 15s - loss: 0.3630 - acc: 0.8474
78/100 [======================>.......] - ETA: 15s - loss: 0.3645 - acc: 0.8474
79/100 [======================>.......] - ETA: 14s - loss: 0.3641 - acc: 0.8481
80/100 [=======================>......] - ETA: 13s - loss: 0.3641 - acc: 0.8475
81/100 [=======================>......] - ETA: 12s - loss: 0.3633 - acc: 0.8488
82/100 [=======================>......] - ETA: 12s - loss: 0.3628 - acc: 0.8488
83/100 [=======================>......] - ETA: 11s - loss: 0.3616 - acc: 0.8494
84/100 [========================>.....] - ETA: 10s - loss: 0.3615 - acc: 0.8488
85/100 [========================>.....] - ETA: 10s - loss: 0.3637 - acc: 0.8465
86/100 [========================>.....] - ETA: 9s - loss: 0.3640 - acc: 0.8459
87/100 [=========================>....] - ETA: 8s - loss: 0.3641 - acc: 0.8460
88/100 [=========================>....] - ETA: 8s - loss: 0.3643 - acc: 0.8455
89/100 [=========================>....] - ETA: 7s - loss: 0.3640 - acc: 0.8444
90/100 [==========================>...] - ETA: 6s - loss: 0.3642 - acc: 0.8444
91/100 [==========================>...] - ETA: 6s - loss: 0.3639 - acc: 0.8451
92/100 [==========================>...] - ETA: 5s - loss: 0.3626 - acc: 0.8457
93/100 [==========================>...] - ETA: 4s - loss: 0.3654 - acc: 0.8430
94/100 [===========================>..] - ETA: 4s - loss: 0.3650 - acc: 0.8426
95/100 [===========================>..] - ETA: 3s - loss: 0.3661 - acc: 0.8411
96/100 [===========================>..] - ETA: 2s - loss: 0.3650 - acc: 0.8417
97/100 [============================>.] - ETA: 2s - loss: 0.3666 - acc: 0.8402
98/100 [============================>.] - ETA: 1s - loss: 0.3682 - acc: 0.8383
99/100 [============================>.] - ETA: 0s - loss: 0.3681 - acc: 0.8394
100/100 [==============================] - 78s 785ms/step - loss: 0.3673 - acc: 0.8400 - val_loss: 0.5783 - val_acc: 0.7210
Epoch 13/20
1/100 [..............................] - ETA: 1:11 - loss: 0.3179 - acc: 0.8500
2/100 [..............................] - ETA: 1:08 - loss: 0.3822 - acc: 0.8000
3/100 [..............................] - ETA: 1:07 - loss: 0.4198 - acc: 0.7833
4/100 [>.............................] - ETA: 1:06 - loss: 0.3727 - acc: 0.8125
5/100 [>.............................] - ETA: 1:05 - loss: 0.3662 - acc: 0.8200
6/100 [>.............................] - ETA: 1:04 - loss: 0.3733 - acc: 0.8083
7/100 [=>............................] - ETA: 1:04 - loss: 0.3669 - acc: 0.8214
8/100 [=>............................] - ETA: 1:03 - loss: 0.3557 - acc: 0.8313
9/100 [=>............................] - ETA: 1:02 - loss: 0.3571 - acc: 0.8333
10/100 [==>...........................] - ETA: 1:01 - loss: 0.3458 - acc: 0.8450
11/100 [==>...........................] - ETA: 1:00 - loss: 0.3422 - acc: 0.8500
12/100 [==>...........................] - ETA: 1:00 - loss: 0.3349 - acc: 0.8542
13/100 [==>...........................] - ETA: 59s - loss: 0.3432 - acc: 0.8500
14/100 [===>..........................] - ETA: 59s - loss: 0.3577 - acc: 0.8393
15/100 [===>..........................] - ETA: 58s - loss: 0.3720 - acc: 0.8333
16/100 [===>..........................] - ETA: 57s - loss: 0.3699 - acc: 0.8313
17/100 [====>.........................] - ETA: 56s - loss: 0.3592 - acc: 0.8382
18/100 [====>.........................] - ETA: 56s - loss: 0.3716 - acc: 0.8278
19/100 [====>.........................] - ETA: 55s - loss: 0.3711 - acc: 0.8316
20/100 [=====>........................] - ETA: 54s - loss: 0.3712 - acc: 0.8325
21/100 [=====>........................] - ETA: 54s - loss: 0.3735 - acc: 0.8333
22/100 [=====>........................] - ETA: 53s - loss: 0.3691 - acc: 0.8386
23/100 [=====>........................] - ETA: 52s - loss: 0.3643 - acc: 0.8435
24/100 [======>.......................] - ETA: 52s - loss: 0.3618 - acc: 0.8458
25/100 [======>.......................] - ETA: 51s - loss: 0.3607 - acc: 0.8440
26/100 [======>.......................] - ETA: 50s - loss: 0.3544 - acc: 0.8481
27/100 [=======>......................] - ETA: 50s - loss: 0.3474 - acc: 0.8537
28/100 [=======>......................] - ETA: 49s - loss: 0.3438 - acc: 0.8571
29/100 [=======>......................] - ETA: 48s - loss: 0.3458 - acc: 0.8569
30/100 [========>.....................] - ETA: 47s - loss: 0.3466 - acc: 0.8567
31/100 [========>.....................] - ETA: 47s - loss: 0.3435 - acc: 0.8597
32/100 [========>.....................] - ETA: 46s - loss: 0.3416 - acc: 0.8594
33/100 [========>.....................] - ETA: 45s - loss: 0.3378 - acc: 0.8621
34/100 [=========>....................] - ETA: 45s - loss: 0.3370 - acc: 0.8618
35/100 [=========>....................] - ETA: 44s - loss: 0.3429 - acc: 0.8586
36/100 [=========>....................] - ETA: 43s - loss: 0.3450 - acc: 0.8569
37/100 [==========>...................] - ETA: 43s - loss: 0.3443 - acc: 0.8581
38/100 [==========>...................] - ETA: 42s - loss: 0.3444 - acc: 0.8579
39/100 [==========>...................] - ETA: 41s - loss: 0.3439 - acc: 0.8577
40/100 [===========>..................] - ETA: 41s - loss: 0.3438 - acc: 0.8575
41/100 [===========>..................] - ETA: 40s - loss: 0.3455 - acc: 0.8537
42/100 [===========>..................] - ETA: 39s - loss: 0.3421 - acc: 0.8560
43/100 [===========>..................] - ETA: 39s - loss: 0.3462 - acc: 0.8523
44/100 [============>.................] - ETA: 38s - loss: 0.3414 - acc: 0.8557
45/100 [============>.................] - ETA: 37s - loss: 0.3456 - acc: 0.8533
46/100 [============>.................] - ETA: 36s - loss: 0.3435 - acc: 0.8543
47/100 [=============>................] - ETA: 36s - loss: 0.3464 - acc: 0.8500
48/100 [=============>................] - ETA: 35s - loss: 0.3516 - acc: 0.8469
49/100 [=============>................] - ETA: 34s - loss: 0.3513 - acc: 0.8469
50/100 [==============>...............] - ETA: 34s - loss: 0.3482 - acc: 0.8490
51/100 [==============>...............] - ETA: 33s - loss: 0.3470 - acc: 0.8500
52/100 [==============>...............] - ETA: 32s - loss: 0.3467 - acc: 0.8490
53/100 [==============>...............] - ETA: 32s - loss: 0.3448 - acc: 0.8500
54/100 [===============>..............] - ETA: 31s - loss: 0.3511 - acc: 0.8454
55/100 [===============>..............] - ETA: 30s - loss: 0.3526 - acc: 0.8445
56/100 [===============>..............] - ETA: 30s - loss: 0.3546 - acc: 0.8438
57/100 [================>.............] - ETA: 29s - loss: 0.3524 - acc: 0.8456
58/100 [================>.............] - ETA: 28s - loss: 0.3496 - acc: 0.8474
59/100 [================>.............] - ETA: 28s - loss: 0.3509 - acc: 0.8458
60/100 [=================>............] - ETA: 27s - loss: 0.3495 - acc: 0.8467
61/100 [=================>............] - ETA: 26s - loss: 0.3500 - acc: 0.8459
62/100 [=================>............] - ETA: 25s - loss: 0.3491 - acc: 0.8460
63/100 [=================>............] - ETA: 25s - loss: 0.3482 - acc: 0.8468
64/100 [==================>...........] - ETA: 24s - loss: 0.3493 - acc: 0.8453
65/100 [==================>...........] - ETA: 23s - loss: 0.3500 - acc: 0.8446
66/100 [==================>...........] - ETA: 23s - loss: 0.3512 - acc: 0.8439
67/100 [===================>..........] - ETA: 22s - loss: 0.3576 - acc: 0.8403
68/100 [===================>..........] - ETA: 21s - loss: 0.3600 - acc: 0.8397
69/100 [===================>..........] - ETA: 21s - loss: 0.3621 - acc: 0.8377
70/100 [====================>.........] - ETA: 20s - loss: 0.3639 - acc: 0.8350
71/100 [====================>.........] - ETA: 19s - loss: 0.3636 - acc: 0.8345
72/100 [====================>.........] - ETA: 19s - loss: 0.3632 - acc: 0.8354
73/100 [====================>.........] - ETA: 18s - loss: 0.3617 - acc: 0.8370
74/100 [=====================>........] - ETA: 17s - loss: 0.3614 - acc: 0.8365
75/100 [=====================>........] - ETA: 17s - loss: 0.3593 - acc: 0.8380
76/100 [=====================>........] - ETA: 16s - loss: 0.3611 - acc: 0.8382
77/100 [======================>.......] - ETA: 15s - loss: 0.3601 - acc: 0.8390
78/100 [======================>.......] - ETA: 15s - loss: 0.3607 - acc: 0.8397
79/100 [======================>.......] - ETA: 14s - loss: 0.3622 - acc: 0.8386
80/100 [=======================>......] - ETA: 13s - loss: 0.3617 - acc: 0.8375
81/100 [=======================>......] - ETA: 12s - loss: 0.3609 - acc: 0.8383
82/100 [=======================>......] - ETA: 12s - loss: 0.3598 - acc: 0.8402
83/100 [=======================>......] - ETA: 11s - loss: 0.3594 - acc: 0.8404
84/100 [========================>.....] - ETA: 10s - loss: 0.3599 - acc: 0.8399
85/100 [========================>.....] - ETA: 10s - loss: 0.3608 - acc: 0.8376
86/100 [========================>.....] - ETA: 9s - loss: 0.3590 - acc: 0.8390
87/100 [=========================>....] - ETA: 8s - loss: 0.3574 - acc: 0.8397
88/100 [=========================>....] - ETA: 8s - loss: 0.3574 - acc: 0.8403
89/100 [=========================>....] - ETA: 7s - loss: 0.3592 - acc: 0.8393
90/100 [==========================>...] - ETA: 6s - loss: 0.3578 - acc: 0.8406
91/100 [==========================>...] - ETA: 6s - loss: 0.3602 - acc: 0.8379
92/100 [==========================>...] - ETA: 5s - loss: 0.3589 - acc: 0.8386
93/100 [==========================>...] - ETA: 4s - loss: 0.3580 - acc: 0.8387
94/100 [===========================>..] - ETA: 4s - loss: 0.3582 - acc: 0.8388
95/100 [===========================>..] - ETA: 3s - loss: 0.3566 - acc: 0.8405
96/100 [===========================>..] - ETA: 2s - loss: 0.3565 - acc: 0.8406
97/100 [============================>.] - ETA: 2s - loss: 0.3549 - acc: 0.8418
98/100 [============================>.] - ETA: 1s - loss: 0.3548 - acc: 0.8413
99/100 [============================>.] - ETA: 0s - loss: 0.3581 - acc: 0.8384
100/100 [==============================] - 78s 784ms/step - loss: 0.3581 - acc: 0.8385 - val_loss: 0.6111 - val_acc: 0.7210
Epoch 14/20
1/100 [..............................] - ETA: 1:08 - loss: 0.3348 - acc: 0.8500
2/100 [..............................] - ETA: 1:06 - loss: 0.3139 - acc: 0.8750
3/100 [..............................] - ETA: 1:07 - loss: 0.2697 - acc: 0.9000
4/100 [>.............................] - ETA: 1:06 - loss: 0.2416 - acc: 0.9250
5/100 [>.............................] - ETA: 1:05 - loss: 0.2315 - acc: 0.9300
6/100 [>.............................] - ETA: 1:04 - loss: 0.2640 - acc: 0.9083
7/100 [=>............................] - ETA: 1:03 - loss: 0.2634 - acc: 0.9000
8/100 [=>............................] - ETA: 1:03 - loss: 0.2706 - acc: 0.8875
9/100 [=>............................] - ETA: 1:02 - loss: 0.2709 - acc: 0.8889
10/100 [==>...........................] - ETA: 1:01 - loss: 0.2879 - acc: 0.8650
11/100 [==>...........................] - ETA: 1:01 - loss: 0.3128 - acc: 0.8591
12/100 [==>...........................] - ETA: 1:00 - loss: 0.3224 - acc: 0.8542
13/100 [==>...........................] - ETA: 59s - loss: 0.3255 - acc: 0.8577
14/100 [===>..........................] - ETA: 59s - loss: 0.3322 - acc: 0.8536
15/100 [===>..........................] - ETA: 58s - loss: 0.3428 - acc: 0.8467
16/100 [===>..........................] - ETA: 58s - loss: 0.3338 - acc: 0.8562
17/100 [====>.........................] - ETA: 57s - loss: 0.3289 - acc: 0.8588
18/100 [====>.........................] - ETA: 57s - loss: 0.3272 - acc: 0.8556
19/100 [====>.........................] - ETA: 56s - loss: 0.3213 - acc: 0.8605
20/100 [=====>........................] - ETA: 55s - loss: 0.3235 - acc: 0.8625
21/100 [=====>........................] - ETA: 54s - loss: 0.3204 - acc: 0.8619
22/100 [=====>........................] - ETA: 54s - loss: 0.3265 - acc: 0.8568
23/100 [=====>........................] - ETA: 53s - loss: 0.3271 - acc: 0.8565
24/100 [======>.......................] - ETA: 52s - loss: 0.3287 - acc: 0.8583
25/100 [======>.......................] - ETA: 51s - loss: 0.3214 - acc: 0.8640
26/100 [======>.......................] - ETA: 51s - loss: 0.3144 - acc: 0.8692
27/100 [=======>......................] - ETA: 50s - loss: 0.3125 - acc: 0.8722
28/100 [=======>......................] - ETA: 49s - loss: 0.3145 - acc: 0.8696
29/100 [=======>......................] - ETA: 49s - loss: 0.3145 - acc: 0.8672
30/100 [========>.....................] - ETA: 48s - loss: 0.3172 - acc: 0.8683
31/100 [========>.....................] - ETA: 47s - loss: 0.3126 - acc: 0.8694
32/100 [========>.....................] - ETA: 46s - loss: 0.3211 - acc: 0.8641
33/100 [========>.....................] - ETA: 46s - loss: 0.3216 - acc: 0.8652
34/100 [=========>....................] - ETA: 45s - loss: 0.3206 - acc: 0.8662
35/100 [=========>....................] - ETA: 44s - loss: 0.3244 - acc: 0.8629
36/100 [=========>....................] - ETA: 44s - loss: 0.3261 - acc: 0.8625
37/100 [==========>...................] - ETA: 43s - loss: 0.3255 - acc: 0.8622
38/100 [==========>...................] - ETA: 42s - loss: 0.3220 - acc: 0.8645
39/100 [==========>...................] - ETA: 42s - loss: 0.3195 - acc: 0.8667
40/100 [===========>..................] - ETA: 41s - loss: 0.3182 - acc: 0.8700
41/100 [===========>..................] - ETA: 40s - loss: 0.3240 - acc: 0.8622
42/100 [===========>..................] - ETA: 39s - loss: 0.3290 - acc: 0.8595
43/100 [===========>..................] - ETA: 39s - loss: 0.3311 - acc: 0.8570
44/100 [============>.................] - ETA: 38s - loss: 0.3302 - acc: 0.8580
45/100 [============>.................] - ETA: 37s - loss: 0.3314 - acc: 0.8578
46/100 [============>.................] - ETA: 37s - loss: 0.3326 - acc: 0.8576
47/100 [=============>................] - ETA: 36s - loss: 0.3301 - acc: 0.8596
48/100 [=============>................] - ETA: 35s - loss: 0.3309 - acc: 0.8604
49/100 [=============>................] - ETA: 35s - loss: 0.3296 - acc: 0.8602
50/100 [==============>...............] - ETA: 34s - loss: 0.3287 - acc: 0.8600
51/100 [==============>...............] - ETA: 33s - loss: 0.3311 - acc: 0.8588
52/100 [==============>...............] - ETA: 33s - loss: 0.3365 - acc: 0.8558
53/100 [==============>...............] - ETA: 32s - loss: 0.3360 - acc: 0.8547
54/100 [===============>..............] - ETA: 31s - loss: 0.3332 - acc: 0.8574
55/100 [===============>..............] - ETA: 30s - loss: 0.3325 - acc: 0.8573
56/100 [===============>..............] - ETA: 30s - loss: 0.3361 - acc: 0.8554
57/100 [================>.............] - ETA: 29s - loss: 0.3364 - acc: 0.8553
58/100 [================>.............] - ETA: 28s - loss: 0.3348 - acc: 0.8560
59/100 [================>.............] - ETA: 28s - loss: 0.3350 - acc: 0.8551
60/100 [=================>............] - ETA: 27s - loss: 0.3353 - acc: 0.8542
61/100 [=================>............] - ETA: 26s - loss: 0.3359 - acc: 0.8549
62/100 [=================>............] - ETA: 26s - loss: 0.3352 - acc: 0.8556
63/100 [=================>............] - ETA: 25s - loss: 0.3334 - acc: 0.8571
64/100 [==================>...........] - ETA: 24s - loss: 0.3307 - acc: 0.8594
65/100 [==================>...........] - ETA: 24s - loss: 0.3306 - acc: 0.8592
66/100 [==================>...........] - ETA: 23s - loss: 0.3307 - acc: 0.8598
67/100 [===================>..........] - ETA: 22s - loss: 0.3284 - acc: 0.8612
68/100 [===================>..........] - ETA: 21s - loss: 0.3293 - acc: 0.8610
69/100 [===================>..........] - ETA: 21s - loss: 0.3308 - acc: 0.8601
70/100 [====================>.........] - ETA: 20s - loss: 0.3319 - acc: 0.8593
71/100 [====================>.........] - ETA: 19s - loss: 0.3337 - acc: 0.8585
72/100 [====================>.........] - ETA: 19s - loss: 0.3390 - acc: 0.8562
73/100 [====================>.........] - ETA: 18s - loss: 0.3387 - acc: 0.8562
74/100 [=====================>........] - ETA: 17s - loss: 0.3395 - acc: 0.8554
75/100 [=====================>........] - ETA: 17s - loss: 0.3391 - acc: 0.8553
76/100 [=====================>........] - ETA: 16s - loss: 0.3398 - acc: 0.8566
77/100 [======================>.......] - ETA: 15s - loss: 0.3404 - acc: 0.8552
78/100 [======================>.......] - ETA: 15s - loss: 0.3395 - acc: 0.8558
79/100 [======================>.......] - ETA: 14s - loss: 0.3396 - acc: 0.8563
80/100 [=======================>......] - ETA: 13s - loss: 0.3400 - acc: 0.8556
81/100 [=======================>......] - ETA: 13s - loss: 0.3413 - acc: 0.8549
82/100 [=======================>......] - ETA: 12s - loss: 0.3417 - acc: 0.8543
83/100 [=======================>......] - ETA: 11s - loss: 0.3414 - acc: 0.8542
84/100 [========================>.....] - ETA: 10s - loss: 0.3411 - acc: 0.8548
85/100 [========================>.....] - ETA: 10s - loss: 0.3417 - acc: 0.8553
86/100 [========================>.....] - ETA: 9s - loss: 0.3415 - acc: 0.8558
87/100 [=========================>....] - ETA: 8s - loss: 0.3414 - acc: 0.8557
88/100 [=========================>....] - ETA: 8s - loss: 0.3408 - acc: 0.8557
89/100 [=========================>....] - ETA: 7s - loss: 0.3412 - acc: 0.8556
90/100 [==========================>...] - ETA: 6s - loss: 0.3409 - acc: 0.8556
91/100 [==========================>...] - ETA: 6s - loss: 0.3404 - acc: 0.8566
92/100 [==========================>...] - ETA: 5s - loss: 0.3392 - acc: 0.8571
93/100 [==========================>...] - ETA: 4s - loss: 0.3375 - acc: 0.8581
94/100 [===========================>..] - ETA: 4s - loss: 0.3378 - acc: 0.8580
95/100 [===========================>..] - ETA: 3s - loss: 0.3383 - acc: 0.8574
96/100 [===========================>..] - ETA: 2s - loss: 0.3369 - acc: 0.8583
97/100 [============================>.] - ETA: 2s - loss: 0.3368 - acc: 0.8582
98/100 [============================>.] - ETA: 1s - loss: 0.3359 - acc: 0.8577
99/100 [============================>.] - ETA: 0s - loss: 0.3373 - acc: 0.8576
100/100 [==============================] - 79s 786ms/step - loss: 0.3366 - acc: 0.8580 - val_loss: 0.5784 - val_acc: 0.7260
Epoch 15/20
1/100 [..............................] - ETA: 1:07 - loss: 0.2318 - acc: 0.9000
2/100 [..............................] - ETA: 1:06 - loss: 0.2582 - acc: 0.9000
3/100 [..............................] - ETA: 1:05 - loss: 0.2725 - acc: 0.9000
4/100 [>.............................] - ETA: 1:05 - loss: 0.2935 - acc: 0.8875
5/100 [>.............................] - ETA: 1:05 - loss: 0.2864 - acc: 0.8900
6/100 [>.............................] - ETA: 1:04 - loss: 0.2632 - acc: 0.9000
7/100 [=>............................] - ETA: 1:03 - loss: 0.2530 - acc: 0.9000
8/100 [=>............................] - ETA: 1:02 - loss: 0.2517 - acc: 0.8938
9/100 [=>............................] - ETA: 1:02 - loss: 0.2432 - acc: 0.9000
10/100 [==>...........................] - ETA: 1:01 - loss: 0.2471 - acc: 0.9000
11/100 [==>...........................] - ETA: 1:01 - loss: 0.2559 - acc: 0.9000
12/100 [==>...........................] - ETA: 1:00 - loss: 0.2627 - acc: 0.8917
13/100 [==>...........................] - ETA: 59s - loss: 0.2701 - acc: 0.8846
14/100 [===>..........................] - ETA: 58s - loss: 0.2792 - acc: 0.8786
15/100 [===>..........................] - ETA: 58s - loss: 0.2867 - acc: 0.8800
16/100 [===>..........................] - ETA: 57s - loss: 0.2808 - acc: 0.8813
17/100 [====>.........................] - ETA: 56s - loss: 0.2798 - acc: 0.8824
18/100 [====>.........................] - ETA: 56s - loss: 0.2838 - acc: 0.8778
19/100 [====>.........................] - ETA: 55s - loss: 0.2830 - acc: 0.8789
20/100 [=====>........................] - ETA: 54s - loss: 0.2780 - acc: 0.8825
21/100 [=====>........................] - ETA: 54s - loss: 0.2707 - acc: 0.8881
22/100 [=====>........................] - ETA: 53s - loss: 0.2696 - acc: 0.8886
23/100 [=====>........................] - ETA: 52s - loss: 0.2685 - acc: 0.8891
24/100 [======>.......................] - ETA: 52s - loss: 0.2762 - acc: 0.8833
25/100 [======>.......................] - ETA: 51s - loss: 0.2800 - acc: 0.8780
26/100 [======>.......................] - ETA: 50s - loss: 0.2782 - acc: 0.8788
27/100 [=======>......................] - ETA: 49s - loss: 0.2778 - acc: 0.8796
28/100 [=======>......................] - ETA: 49s - loss: 0.2778 - acc: 0.8804
29/100 [=======>......................] - ETA: 48s - loss: 0.2793 - acc: 0.8793
30/100 [========>.....................] - ETA: 47s - loss: 0.2802 - acc: 0.8800
31/100 [========>.....................] - ETA: 47s - loss: 0.2782 - acc: 0.8790
32/100 [========>.....................] - ETA: 46s - loss: 0.2780 - acc: 0.8797
33/100 [========>.....................] - ETA: 45s - loss: 0.2830 - acc: 0.8742
34/100 [=========>....................] - ETA: 45s - loss: 0.2872 - acc: 0.8735
35/100 [=========>....................] - ETA: 44s - loss: 0.2909 - acc: 0.8714
36/100 [=========>....................] - ETA: 43s - loss: 0.2879 - acc: 0.8736
37/100 [==========>...................] - ETA: 43s - loss: 0.2882 - acc: 0.8743
38/100 [==========>...................] - ETA: 42s - loss: 0.2883 - acc: 0.8737
39/100 [==========>...................] - ETA: 41s - loss: 0.2865 - acc: 0.8756
40/100 [===========>..................] - ETA: 41s - loss: 0.2890 - acc: 0.8750
41/100 [===========>..................] - ETA: 40s - loss: 0.2930 - acc: 0.8744
42/100 [===========>..................] - ETA: 39s - loss: 0.2964 - acc: 0.8702
43/100 [===========>..................] - ETA: 38s - loss: 0.2990 - acc: 0.8698
44/100 [============>.................] - ETA: 38s - loss: 0.3007 - acc: 0.8705
45/100 [============>.................] - ETA: 37s - loss: 0.3020 - acc: 0.8700
46/100 [============>.................] - ETA: 36s - loss: 0.3012 - acc: 0.8717
47/100 [=============>................] - ETA: 36s - loss: 0.2994 - acc: 0.8723
48/100 [=============>................] - ETA: 35s - loss: 0.3000 - acc: 0.8729
49/100 [=============>................] - ETA: 34s - loss: 0.3017 - acc: 0.8724
50/100 [==============>...............] - ETA: 34s - loss: 0.3021 - acc: 0.8720
51/100 [==============>...............] - ETA: 33s - loss: 0.3027 - acc: 0.8725
52/100 [==============>...............] - ETA: 32s - loss: 0.3026 - acc: 0.8731
53/100 [==============>...............] - ETA: 32s - loss: 0.3012 - acc: 0.8736
54/100 [===============>..............] - ETA: 31s - loss: 0.3039 - acc: 0.8722
55/100 [===============>..............] - ETA: 30s - loss: 0.3056 - acc: 0.8718
56/100 [===============>..............] - ETA: 30s - loss: 0.3037 - acc: 0.8741
57/100 [================>.............] - ETA: 29s - loss: 0.3023 - acc: 0.8746
58/100 [================>.............] - ETA: 28s - loss: 0.3006 - acc: 0.8759
59/100 [================>.............] - ETA: 28s - loss: 0.3001 - acc: 0.8763
60/100 [=================>............] - ETA: 27s - loss: 0.3007 - acc: 0.8742
61/100 [=================>............] - ETA: 26s - loss: 0.2989 - acc: 0.8754
62/100 [=================>............] - ETA: 25s - loss: 0.3016 - acc: 0.8726
63/100 [=================>............] - ETA: 25s - loss: 0.3008 - acc: 0.8746
64/100 [==================>...........] - ETA: 24s - loss: 0.3013 - acc: 0.8742
65/100 [==================>...........] - ETA: 23s - loss: 0.3004 - acc: 0.8746
66/100 [==================>...........] - ETA: 23s - loss: 0.3016 - acc: 0.8735
67/100 [===================>..........] - ETA: 22s - loss: 0.3005 - acc: 0.8746
68/100 [===================>..........] - ETA: 21s - loss: 0.3007 - acc: 0.8743
69/100 [===================>..........] - ETA: 21s - loss: 0.3000 - acc: 0.8746
70/100 [====================>.........] - ETA: 20s - loss: 0.3013 - acc: 0.8736
71/100 [====================>.........] - ETA: 19s - loss: 0.3007 - acc: 0.8739
72/100 [====================>.........] - ETA: 19s - loss: 0.3000 - acc: 0.8750
73/100 [====================>.........] - ETA: 18s - loss: 0.3010 - acc: 0.8740
74/100 [=====================>........] - ETA: 17s - loss: 0.3004 - acc: 0.8750
75/100 [=====================>........] - ETA: 17s - loss: 0.3038 - acc: 0.8727
76/100 [=====================>........] - ETA: 16s - loss: 0.3044 - acc: 0.8724
77/100 [======================>.......] - ETA: 15s - loss: 0.3044 - acc: 0.8734
78/100 [======================>.......] - ETA: 15s - loss: 0.3040 - acc: 0.8731
79/100 [======================>.......] - ETA: 14s - loss: 0.3036 - acc: 0.8728
80/100 [=======================>......] - ETA: 13s - loss: 0.3056 - acc: 0.8731
81/100 [=======================>......] - ETA: 12s - loss: 0.3060 - acc: 0.8735
82/100 [=======================>......] - ETA: 12s - loss: 0.3074 - acc: 0.8732
83/100 [=======================>......] - ETA: 11s - loss: 0.3088 - acc: 0.8735
84/100 [========================>.....] - ETA: 10s - loss: 0.3073 - acc: 0.8744
85/100 [========================>.....] - ETA: 10s - loss: 0.3078 - acc: 0.8753
86/100 [========================>.....] - ETA: 9s - loss: 0.3076 - acc: 0.8762
87/100 [=========================>....] - ETA: 8s - loss: 0.3063 - acc: 0.8764
88/100 [=========================>....] - ETA: 8s - loss: 0.3064 - acc: 0.8767
89/100 [=========================>....] - ETA: 7s - loss: 0.3086 - acc: 0.8753
90/100 [==========================>...] - ETA: 6s - loss: 0.3077 - acc: 0.8756
91/100 [==========================>...] - ETA: 6s - loss: 0.3073 - acc: 0.8753
92/100 [==========================>...] - ETA: 5s - loss: 0.3064 - acc: 0.8755
93/100 [==========================>...] - ETA: 4s - loss: 0.3052 - acc: 0.8769
94/100 [===========================>..] - ETA: 4s - loss: 0.3058 - acc: 0.8755
95/100 [===========================>..] - ETA: 3s - loss: 0.3042 - acc: 0.8763
96/100 [===========================>..] - ETA: 2s - loss: 0.3055 - acc: 0.8760
97/100 [============================>.] - ETA: 2s - loss: 0.3056 - acc: 0.8758
98/100 [============================>.] - ETA: 1s - loss: 0.3060 - acc: 0.8755
99/100 [============================>.] - ETA: 0s - loss: 0.3058 - acc: 0.8753
100/100 [==============================] - 78s 785ms/step - loss: 0.3064 - acc: 0.8750 - val_loss: 0.5539 - val_acc: 0.7270
Epoch 16/20
1/100 [..............................] - ETA: 1:10 - loss: 0.2998 - acc: 0.9000
2/100 [..............................] - ETA: 1:08 - loss: 0.3017 - acc: 0.9250
3/100 [..............................] - ETA: 1:07 - loss: 0.3415 - acc: 0.9167
4/100 [>.............................] - ETA: 1:06 - loss: 0.3747 - acc: 0.8625
5/100 [>.............................] - ETA: 1:05 - loss: 0.3828 - acc: 0.8600
6/100 [>.............................] - ETA: 1:04 - loss: 0.3713 - acc: 0.8583
7/100 [=>............................] - ETA: 1:03 - loss: 0.3592 - acc: 0.8571
8/100 [=>............................] - ETA: 1:03 - loss: 0.3420 - acc: 0.8687
9/100 [=>............................] - ETA: 1:02 - loss: 0.3266 - acc: 0.8778
10/100 [==>...........................] - ETA: 1:01 - loss: 0.3179 - acc: 0.8800
11/100 [==>...........................] - ETA: 1:00 - loss: 0.3210 - acc: 0.8727
12/100 [==>...........................] - ETA: 1:00 - loss: 0.3120 - acc: 0.8833
13/100 [==>...........................] - ETA: 59s - loss: 0.3094 - acc: 0.8885
14/100 [===>..........................] - ETA: 59s - loss: 0.3089 - acc: 0.8857
15/100 [===>..........................] - ETA: 58s - loss: 0.3010 - acc: 0.8900
16/100 [===>..........................] - ETA: 57s - loss: 0.2958 - acc: 0.8938
17/100 [====>.........................] - ETA: 56s - loss: 0.2827 - acc: 0.9000
18/100 [====>.........................] - ETA: 56s - loss: 0.2852 - acc: 0.8972
19/100 [====>.........................] - ETA: 55s - loss: 0.2856 - acc: 0.8974
20/100 [=====>........................] - ETA: 54s - loss: 0.2908 - acc: 0.8975
21/100 [=====>........................] - ETA: 54s - loss: 0.2915 - acc: 0.8976
22/100 [=====>........................] - ETA: 53s - loss: 0.2962 - acc: 0.8932
23/100 [=====>........................] - ETA: 52s - loss: 0.3058 - acc: 0.8848
24/100 [======>.......................] - ETA: 52s - loss: 0.3228 - acc: 0.8771
25/100 [======>.......................] - ETA: 51s - loss: 0.3190 - acc: 0.8780
26/100 [======>.......................] - ETA: 50s - loss: 0.3203 - acc: 0.8769
27/100 [=======>......................] - ETA: 50s - loss: 0.3173 - acc: 0.8778
28/100 [=======>......................] - ETA: 49s - loss: 0.3189 - acc: 0.8732
29/100 [=======>......................] - ETA: 48s - loss: 0.3229 - acc: 0.8690
30/100 [========>.....................] - ETA: 48s - loss: 0.3179 - acc: 0.8717
31/100 [========>.....................] - ETA: 47s - loss: 0.3146 - acc: 0.8742
32/100 [========>.....................] - ETA: 46s - loss: 0.3090 - acc: 0.8781
33/100 [========>.....................] - ETA: 45s - loss: 0.3062 - acc: 0.8788
34/100 [=========>....................] - ETA: 45s - loss: 0.3029 - acc: 0.8809
35/100 [=========>....................] - ETA: 44s - loss: 0.3034 - acc: 0.8800
36/100 [=========>....................] - ETA: 43s - loss: 0.3021 - acc: 0.8806
37/100 [==========>...................] - ETA: 43s - loss: 0.3038 - acc: 0.8784
38/100 [==========>...................] - ETA: 42s - loss: 0.3038 - acc: 0.8776
39/100 [==========>...................] - ETA: 41s - loss: 0.3031 - acc: 0.8769
40/100 [===========>..................] - ETA: 41s - loss: 0.3009 - acc: 0.8788
41/100 [===========>..................] - ETA: 40s - loss: 0.2996 - acc: 0.8793
42/100 [===========>..................] - ETA: 39s - loss: 0.2991 - acc: 0.8798
43/100 [===========>..................] - ETA: 39s - loss: 0.2996 - acc: 0.8756
44/100 [============>.................] - ETA: 38s - loss: 0.3021 - acc: 0.8727
45/100 [============>.................] - ETA: 37s - loss: 0.3021 - acc: 0.8711
46/100 [============>.................] - ETA: 36s - loss: 0.3013 - acc: 0.8717
47/100 [=============>................] - ETA: 36s - loss: 0.3000 - acc: 0.8713
48/100 [=============>................] - ETA: 35s - loss: 0.2980 - acc: 0.8719
49/100 [=============>................] - ETA: 34s - loss: 0.2969 - acc: 0.8714
50/100 [==============>...............] - ETA: 34s - loss: 0.2998 - acc: 0.8700
51/100 [==============>...............] - ETA: 33s - loss: 0.3016 - acc: 0.8686
52/100 [==============>...............] - ETA: 32s - loss: 0.3009 - acc: 0.8692
53/100 [==============>...............] - ETA: 32s - loss: 0.3014 - acc: 0.8689
54/100 [===============>..............] - ETA: 31s - loss: 0.3009 - acc: 0.8694
55/100 [===============>..............] - ETA: 30s - loss: 0.3007 - acc: 0.8682
56/100 [===============>..............] - ETA: 30s - loss: 0.2985 - acc: 0.8705
57/100 [================>.............] - ETA: 29s - loss: 0.2977 - acc: 0.8719
58/100 [================>.............] - ETA: 28s - loss: 0.2966 - acc: 0.8724
59/100 [================>.............] - ETA: 28s - loss: 0.2990 - acc: 0.8703
60/100 [=================>............] - ETA: 27s - loss: 0.3010 - acc: 0.8683
61/100 [=================>............] - ETA: 26s - loss: 0.3024 - acc: 0.8672
62/100 [=================>............] - ETA: 26s - loss: 0.3029 - acc: 0.8661
63/100 [=================>............] - ETA: 25s - loss: 0.3009 - acc: 0.8683
64/100 [==================>...........] - ETA: 24s - loss: 0.3012 - acc: 0.8687
65/100 [==================>...........] - ETA: 23s - loss: 0.3013 - acc: 0.8669
66/100 [==================>...........] - ETA: 23s - loss: 0.3006 - acc: 0.8682
67/100 [===================>..........] - ETA: 22s - loss: 0.3012 - acc: 0.8679
68/100 [===================>..........] - ETA: 21s - loss: 0.3002 - acc: 0.8691
69/100 [===================>..........] - ETA: 21s - loss: 0.3009 - acc: 0.8674
70/100 [====================>.........] - ETA: 20s - loss: 0.3000 - acc: 0.8679
71/100 [====================>.........] - ETA: 19s - loss: 0.3010 - acc: 0.8662
72/100 [====================>.........] - ETA: 19s - loss: 0.3007 - acc: 0.8660
73/100 [====================>.........] - ETA: 18s - loss: 0.2991 - acc: 0.8671
74/100 [=====================>........] - ETA: 17s - loss: 0.2975 - acc: 0.8682
75/100 [=====================>........] - ETA: 17s - loss: 0.2959 - acc: 0.8693
76/100 [=====================>........] - ETA: 16s - loss: 0.2962 - acc: 0.8691
77/100 [======================>.......] - ETA: 15s - loss: 0.2956 - acc: 0.8688
78/100 [======================>.......] - ETA: 15s - loss: 0.2948 - acc: 0.8692
79/100 [======================>.......] - ETA: 14s - loss: 0.2936 - acc: 0.8703
80/100 [=======================>......] - ETA: 13s - loss: 0.2915 - acc: 0.8719
81/100 [=======================>......] - ETA: 13s - loss: 0.2903 - acc: 0.8722
82/100 [=======================>......] - ETA: 12s - loss: 0.2898 - acc: 0.8720
83/100 [=======================>......] - ETA: 11s - loss: 0.2878 - acc: 0.8735
84/100 [========================>.....] - ETA: 10s - loss: 0.2883 - acc: 0.8732
85/100 [========================>.....] - ETA: 10s - loss: 0.2895 - acc: 0.8724
86/100 [========================>.....] - ETA: 9s - loss: 0.2909 - acc: 0.8721
87/100 [=========================>....] - ETA: 8s - loss: 0.2910 - acc: 0.8718
88/100 [=========================>....] - ETA: 8s - loss: 0.2914 - acc: 0.8722
89/100 [=========================>....] - ETA: 7s - loss: 0.2909 - acc: 0.8725
90/100 [==========================>...] - ETA: 6s - loss: 0.2909 - acc: 0.8722
91/100 [==========================>...] - ETA: 6s - loss: 0.2941 - acc: 0.8703
92/100 [==========================>...] - ETA: 5s - loss: 0.2938 - acc: 0.8707
93/100 [==========================>...] - ETA: 4s - loss: 0.2957 - acc: 0.8715
94/100 [===========================>..] - ETA: 4s - loss: 0.2961 - acc: 0.8707
95/100 [===========================>..] - ETA: 3s - loss: 0.2978 - acc: 0.8700
96/100 [===========================>..] - ETA: 2s - loss: 0.2975 - acc: 0.8703
97/100 [============================>.] - ETA: 2s - loss: 0.2957 - acc: 0.8716
98/100 [============================>.] - ETA: 1s - loss: 0.2951 - acc: 0.8730
99/100 [============================>.] - ETA: 0s - loss: 0.2953 - acc: 0.8732
100/100 [==============================] - 79s 787ms/step - loss: 0.2950 - acc: 0.8735 - val_loss: 0.5851 - val_acc: 0.7410
Epoch 17/20
1/100 [..............................] - ETA: 1:07 - loss: 0.2987 - acc: 0.9000
2/100 [..............................] - ETA: 1:06 - loss: 0.3061 - acc: 0.9000
3/100 [..............................] - ETA: 1:06 - loss: 0.3075 - acc: 0.8500
4/100 [>.............................] - ETA: 1:06 - loss: 0.2877 - acc: 0.8750
5/100 [>.............................] - ETA: 1:05 - loss: 0.2585 - acc: 0.9000
6/100 [>.............................] - ETA: 1:04 - loss: 0.2839 - acc: 0.8917
7/100 [=>............................] - ETA: 1:03 - loss: 0.2631 - acc: 0.9000
8/100 [=>............................] - ETA: 1:02 - loss: 0.2675 - acc: 0.9000
9/100 [=>............................] - ETA: 1:02 - loss: 0.2819 - acc: 0.8944
10/100 [==>...........................] - ETA: 1:01 - loss: 0.2755 - acc: 0.8950
11/100 [==>...........................] - ETA: 1:00 - loss: 0.2679 - acc: 0.8955
12/100 [==>...........................] - ETA: 1:00 - loss: 0.2534 - acc: 0.9042
13/100 [==>...........................] - ETA: 59s - loss: 0.2594 - acc: 0.8962
14/100 [===>..........................] - ETA: 58s - loss: 0.2620 - acc: 0.8964
15/100 [===>..........................] - ETA: 58s - loss: 0.2578 - acc: 0.9033
16/100 [===>..........................] - ETA: 57s - loss: 0.2541 - acc: 0.9031
17/100 [====>.........................] - ETA: 56s - loss: 0.2638 - acc: 0.9000
18/100 [====>.........................] - ETA: 56s - loss: 0.2608 - acc: 0.9000
19/100 [====>.........................] - ETA: 55s - loss: 0.2601 - acc: 0.9026
20/100 [=====>........................] - ETA: 54s - loss: 0.2581 - acc: 0.9050
21/100 [=====>........................] - ETA: 54s - loss: 0.2671 - acc: 0.8976
22/100 [=====>........................] - ETA: 53s - loss: 0.2678 - acc: 0.8955
23/100 [=====>........................] - ETA: 52s - loss: 0.2620 - acc: 0.8978
24/100 [======>.......................] - ETA: 51s - loss: 0.2601 - acc: 0.8979
25/100 [======>.......................] - ETA: 51s - loss: 0.2585 - acc: 0.8980
26/100 [======>.......................] - ETA: 50s - loss: 0.2541 - acc: 0.9000
27/100 [=======>......................] - ETA: 49s - loss: 0.2564 - acc: 0.8963
28/100 [=======>......................] - ETA: 49s - loss: 0.2567 - acc: 0.8946
29/100 [=======>......................] - ETA: 48s - loss: 0.2570 - acc: 0.8966
30/100 [========>.....................] - ETA: 47s - loss: 0.2550 - acc: 0.8967
31/100 [========>.....................] - ETA: 47s - loss: 0.2558 - acc: 0.8952
32/100 [========>.....................] - ETA: 46s - loss: 0.2561 - acc: 0.8953
33/100 [========>.....................] - ETA: 45s - loss: 0.2541 - acc: 0.8970
34/100 [=========>....................] - ETA: 45s - loss: 0.2529 - acc: 0.8971
35/100 [=========>....................] - ETA: 44s - loss: 0.2518 - acc: 0.8971
36/100 [=========>....................] - ETA: 43s - loss: 0.2520 - acc: 0.8972
37/100 [==========>...................] - ETA: 43s - loss: 0.2544 - acc: 0.8973
38/100 [==========>...................] - ETA: 42s - loss: 0.2549 - acc: 0.8961
39/100 [==========>...................] - ETA: 41s - loss: 0.2524 - acc: 0.8974
40/100 [===========>..................] - ETA: 41s - loss: 0.2518 - acc: 0.8963
41/100 [===========>..................] - ETA: 40s - loss: 0.2508 - acc: 0.8963
42/100 [===========>..................] - ETA: 39s - loss: 0.2501 - acc: 0.8952
43/100 [===========>..................] - ETA: 39s - loss: 0.2514 - acc: 0.8942
44/100 [============>.................] - ETA: 38s - loss: 0.2531 - acc: 0.8920
45/100 [============>.................] - ETA: 37s - loss: 0.2558 - acc: 0.8900
46/100 [============>.................] - ETA: 37s - loss: 0.2589 - acc: 0.8880
47/100 [=============>................] - ETA: 36s - loss: 0.2627 - acc: 0.8851
48/100 [=============>................] - ETA: 35s - loss: 0.2675 - acc: 0.8833
49/100 [=============>................] - ETA: 34s - loss: 0.2666 - acc: 0.8847
50/100 [==============>...............] - ETA: 34s - loss: 0.2665 - acc: 0.8850
51/100 [==============>...............] - ETA: 33s - loss: 0.2682 - acc: 0.8843
52/100 [==============>...............] - ETA: 32s - loss: 0.2682 - acc: 0.8846
53/100 [==============>...............] - ETA: 32s - loss: 0.2677 - acc: 0.8840
54/100 [===============>..............] - ETA: 31s - loss: 0.2679 - acc: 0.8824
55/100 [===============>..............] - ETA: 30s - loss: 0.2671 - acc: 0.8827
56/100 [===============>..............] - ETA: 30s - loss: 0.2657 - acc: 0.8839
57/100 [================>.............] - ETA: 29s - loss: 0.2707 - acc: 0.8825
58/100 [================>.............] - ETA: 28s - loss: 0.2725 - acc: 0.8802
59/100 [================>.............] - ETA: 28s - loss: 0.2721 - acc: 0.8805
60/100 [=================>............] - ETA: 27s - loss: 0.2702 - acc: 0.8825
61/100 [=================>............] - ETA: 26s - loss: 0.2717 - acc: 0.8828
62/100 [=================>............] - ETA: 26s - loss: 0.2727 - acc: 0.8823
63/100 [=================>............] - ETA: 25s - loss: 0.2714 - acc: 0.8833
64/100 [==================>...........] - ETA: 24s - loss: 0.2704 - acc: 0.8844
65/100 [==================>...........] - ETA: 23s - loss: 0.2728 - acc: 0.8838
66/100 [==================>...........] - ETA: 23s - loss: 0.2710 - acc: 0.8848
67/100 [===================>..........] - ETA: 22s - loss: 0.2713 - acc: 0.8843
68/100 [===================>..........] - ETA: 21s - loss: 0.2696 - acc: 0.8860
69/100 [===================>..........] - ETA: 21s - loss: 0.2690 - acc: 0.8862
70/100 [====================>.........] - ETA: 20s - loss: 0.2681 - acc: 0.8871
71/100 [====================>.........] - ETA: 19s - loss: 0.2675 - acc: 0.8880
72/100 [====================>.........] - ETA: 19s - loss: 0.2671 - acc: 0.8882
73/100 [====================>.........] - ETA: 18s - loss: 0.2665 - acc: 0.8877
74/100 [=====================>........] - ETA: 17s - loss: 0.2700 - acc: 0.8865
75/100 [=====================>........] - ETA: 17s - loss: 0.2697 - acc: 0.8867
76/100 [=====================>........] - ETA: 16s - loss: 0.2692 - acc: 0.8875
77/100 [======================>.......] - ETA: 15s - loss: 0.2702 - acc: 0.8870
78/100 [======================>.......] - ETA: 15s - loss: 0.2703 - acc: 0.8872
79/100 [======================>.......] - ETA: 14s - loss: 0.2690 - acc: 0.8880
80/100 [=======================>......] - ETA: 13s - loss: 0.2697 - acc: 0.8881
81/100 [=======================>......] - ETA: 13s - loss: 0.2686 - acc: 0.8883
82/100 [=======================>......] - ETA: 12s - loss: 0.2668 - acc: 0.8896
83/100 [=======================>......] - ETA: 11s - loss: 0.2669 - acc: 0.8898
84/100 [========================>.....] - ETA: 10s - loss: 0.2726 - acc: 0.8881
85/100 [========================>.....] - ETA: 10s - loss: 0.2733 - acc: 0.8871
86/100 [========================>.....] - ETA: 9s - loss: 0.2730 - acc: 0.8866
87/100 [=========================>....] - ETA: 8s - loss: 0.2745 - acc: 0.8851
88/100 [=========================>....] - ETA: 8s - loss: 0.2754 - acc: 0.8847
89/100 [=========================>....] - ETA: 7s - loss: 0.2762 - acc: 0.8848
90/100 [==========================>...] - ETA: 6s - loss: 0.2786 - acc: 0.8833
91/100 [==========================>...] - ETA: 6s - loss: 0.2772 - acc: 0.8841
92/100 [==========================>...] - ETA: 5s - loss: 0.2758 - acc: 0.8853
93/100 [==========================>...] - ETA: 4s - loss: 0.2765 - acc: 0.8855
94/100 [===========================>..] - ETA: 4s - loss: 0.2756 - acc: 0.8867
95/100 [===========================>..] - ETA: 3s - loss: 0.2743 - acc: 0.8874
96/100 [===========================>..] - ETA: 2s - loss: 0.2735 - acc: 0.8880
97/100 [============================>.] - ETA: 2s - loss: 0.2730 - acc: 0.8881
98/100 [============================>.] - ETA: 1s - loss: 0.2729 - acc: 0.8883
99/100 [============================>.] - ETA: 0s - loss: 0.2732 - acc: 0.8874
100/100 [==============================] - 78s 785ms/step - loss: 0.2736 - acc: 0.8875 - val_loss: 0.5749 - val_acc: 0.7450
Epoch 18/20
1/100 [..............................] - ETA: 1:07 - loss: 0.1544 - acc: 1.0000
2/100 [..............................] - ETA: 1:06 - loss: 0.1380 - acc: 1.0000
3/100 [..............................] - ETA: 1:05 - loss: 0.1465 - acc: 0.9833
4/100 [>.............................] - ETA: 1:05 - loss: 0.1622 - acc: 0.9750
5/100 [>.............................] - ETA: 1:04 - loss: 0.1803 - acc: 0.9600
6/100 [>.............................] - ETA: 1:04 - loss: 0.1967 - acc: 0.9333
7/100 [=>............................] - ETA: 1:03 - loss: 0.1934 - acc: 0.9286
8/100 [=>............................] - ETA: 1:02 - loss: 0.1966 - acc: 0.9187
9/100 [=>............................] - ETA: 1:01 - loss: 0.2171 - acc: 0.9056
10/100 [==>...........................] - ETA: 1:01 - loss: 0.2151 - acc: 0.9100
11/100 [==>...........................] - ETA: 1:00 - loss: 0.2158 - acc: 0.9091
12/100 [==>...........................] - ETA: 1:00 - loss: 0.2121 - acc: 0.9125
13/100 [==>...........................] - ETA: 59s - loss: 0.2086 - acc: 0.9192
14/100 [===>..........................] - ETA: 58s - loss: 0.2160 - acc: 0.9107
15/100 [===>..........................] - ETA: 57s - loss: 0.2146 - acc: 0.9133
16/100 [===>..........................] - ETA: 57s - loss: 0.2113 - acc: 0.9187
17/100 [====>.........................] - ETA: 56s - loss: 0.2177 - acc: 0.9147
18/100 [====>.........................] - ETA: 56s - loss: 0.2342 - acc: 0.9028
19/100 [====>.........................] - ETA: 55s - loss: 0.2394 - acc: 0.9000
20/100 [=====>........................] - ETA: 54s - loss: 0.2454 - acc: 0.8950
21/100 [=====>........................] - ETA: 53s - loss: 0.2420 - acc: 0.9000
22/100 [=====>........................] - ETA: 53s - loss: 0.2446 - acc: 0.8955
23/100 [=====>........................] - ETA: 52s - loss: 0.2418 - acc: 0.8978
24/100 [======>.......................] - ETA: 51s - loss: 0.2431 - acc: 0.8979
25/100 [======>.......................] - ETA: 51s - loss: 0.2441 - acc: 0.8980
26/100 [======>.......................] - ETA: 50s - loss: 0.2412 - acc: 0.9019
27/100 [=======>......................] - ETA: 49s - loss: 0.2395 - acc: 0.9037
28/100 [=======>......................] - ETA: 49s - loss: 0.2380 - acc: 0.9054
29/100 [=======>......................] - ETA: 48s - loss: 0.2340 - acc: 0.9086
30/100 [========>.....................] - ETA: 47s - loss: 0.2298 - acc: 0.9117
31/100 [========>.....................] - ETA: 47s - loss: 0.2324 - acc: 0.9097
32/100 [========>.....................] - ETA: 46s - loss: 0.2323 - acc: 0.9109
33/100 [========>.....................] - ETA: 45s - loss: 0.2278 - acc: 0.9136
34/100 [=========>....................] - ETA: 45s - loss: 0.2238 - acc: 0.9147
35/100 [=========>....................] - ETA: 44s - loss: 0.2270 - acc: 0.9114
36/100 [=========>....................] - ETA: 43s - loss: 0.2311 - acc: 0.9097
37/100 [==========>...................] - ETA: 43s - loss: 0.2328 - acc: 0.9068
38/100 [==========>...................] - ETA: 42s - loss: 0.2384 - acc: 0.9026
39/100 [==========>...................] - ETA: 41s - loss: 0.2476 - acc: 0.8974
40/100 [===========>..................] - ETA: 40s - loss: 0.2467 - acc: 0.8975
41/100 [===========>..................] - ETA: 40s - loss: 0.2443 - acc: 0.9000
42/100 [===========>..................] - ETA: 39s - loss: 0.2405 - acc: 0.9024
43/100 [===========>..................] - ETA: 38s - loss: 0.2422 - acc: 0.9012
44/100 [============>.................] - ETA: 38s - loss: 0.2435 - acc: 0.9011
45/100 [============>.................] - ETA: 37s - loss: 0.2459 - acc: 0.9000
46/100 [============>.................] - ETA: 36s - loss: 0.2470 - acc: 0.8989
47/100 [=============>................] - ETA: 36s - loss: 0.2493 - acc: 0.8979
48/100 [=============>................] - ETA: 35s - loss: 0.2519 - acc: 0.8969
49/100 [=============>................] - ETA: 34s - loss: 0.2516 - acc: 0.8980
50/100 [==============>...............] - ETA: 34s - loss: 0.2509 - acc: 0.8990
51/100 [==============>...............] - ETA: 33s - loss: 0.2508 - acc: 0.9000
52/100 [==============>...............] - ETA: 32s - loss: 0.2493 - acc: 0.9019
53/100 [==============>...............] - ETA: 32s - loss: 0.2478 - acc: 0.9038
54/100 [===============>..............] - ETA: 31s - loss: 0.2469 - acc: 0.9037
55/100 [===============>..............] - ETA: 30s - loss: 0.2474 - acc: 0.9027
56/100 [===============>..............] - ETA: 30s - loss: 0.2477 - acc: 0.9018
57/100 [================>.............] - ETA: 29s - loss: 0.2475 - acc: 0.9018
58/100 [================>.............] - ETA: 28s - loss: 0.2463 - acc: 0.9026
59/100 [================>.............] - ETA: 28s - loss: 0.2479 - acc: 0.9025
60/100 [=================>............] - ETA: 27s - loss: 0.2488 - acc: 0.9008
61/100 [=================>............] - ETA: 26s - loss: 0.2479 - acc: 0.9016
62/100 [=================>............] - ETA: 25s - loss: 0.2457 - acc: 0.9032
63/100 [=================>............] - ETA: 25s - loss: 0.2468 - acc: 0.9016
64/100 [==================>...........] - ETA: 24s - loss: 0.2495 - acc: 0.9016
65/100 [==================>...........] - ETA: 23s - loss: 0.2501 - acc: 0.9015
66/100 [==================>...........] - ETA: 23s - loss: 0.2497 - acc: 0.9015
67/100 [===================>..........] - ETA: 22s - loss: 0.2474 - acc: 0.9030
68/100 [===================>..........] - ETA: 21s - loss: 0.2468 - acc: 0.9029
69/100 [===================>..........] - ETA: 21s - loss: 0.2457 - acc: 0.9036
70/100 [====================>.........] - ETA: 20s - loss: 0.2460 - acc: 0.9021
71/100 [====================>.........] - ETA: 19s - loss: 0.2464 - acc: 0.9028
72/100 [====================>.........] - ETA: 19s - loss: 0.2443 - acc: 0.9042
73/100 [====================>.........] - ETA: 18s - loss: 0.2457 - acc: 0.9041
74/100 [=====================>........] - ETA: 17s - loss: 0.2459 - acc: 0.9034
75/100 [=====================>........] - ETA: 17s - loss: 0.2456 - acc: 0.9033
76/100 [=====================>........] - ETA: 16s - loss: 0.2454 - acc: 0.9033
77/100 [======================>.......] - ETA: 15s - loss: 0.2457 - acc: 0.9026
78/100 [======================>.......] - ETA: 15s - loss: 0.2462 - acc: 0.9032
79/100 [======================>.......] - ETA: 14s - loss: 0.2479 - acc: 0.9013
80/100 [=======================>......] - ETA: 13s - loss: 0.2486 - acc: 0.9006
81/100 [=======================>......] - ETA: 12s - loss: 0.2471 - acc: 0.9012
82/100 [=======================>......] - ETA: 12s - loss: 0.2494 - acc: 0.9006
83/100 [=======================>......] - ETA: 11s - loss: 0.2509 - acc: 0.9000
84/100 [========================>.....] - ETA: 10s - loss: 0.2509 - acc: 0.9000
85/100 [========================>.....] - ETA: 10s - loss: 0.2504 - acc: 0.9000
86/100 [========================>.....] - ETA: 9s - loss: 0.2526 - acc: 0.8988
87/100 [=========================>....] - ETA: 8s - loss: 0.2529 - acc: 0.8989
88/100 [=========================>....] - ETA: 8s - loss: 0.2538 - acc: 0.8972
89/100 [=========================>....] - ETA: 7s - loss: 0.2531 - acc: 0.8978
90/100 [==========================>...] - ETA: 6s - loss: 0.2516 - acc: 0.8989
91/100 [==========================>...] - ETA: 6s - loss: 0.2498 - acc: 0.9000
92/100 [==========================>...] - ETA: 5s - loss: 0.2486 - acc: 0.9005
93/100 [==========================>...] - ETA: 4s - loss: 0.2485 - acc: 0.9005
94/100 [===========================>..] - ETA: 4s - loss: 0.2467 - acc: 0.9016
95/100 [===========================>..] - ETA: 3s - loss: 0.2472 - acc: 0.9021
96/100 [===========================>..] - ETA: 2s - loss: 0.2459 - acc: 0.9031
97/100 [============================>.] - ETA: 2s - loss: 0.2477 - acc: 0.9010
98/100 [============================>.] - ETA: 1s - loss: 0.2481 - acc: 0.9000
99/100 [============================>.] - ETA: 0s - loss: 0.2471 - acc: 0.9005
100/100 [==============================] - 78s 784ms/step - loss: 0.2462 - acc: 0.9010 - val_loss: 0.5997 - val_acc: 0.7360
Epoch 19/20
1/100 [..............................] - ETA: 1:07 - loss: 0.1225 - acc: 0.9500
2/100 [..............................] - ETA: 1:08 - loss: 0.1306 - acc: 0.9500
3/100 [..............................] - ETA: 1:07 - loss: 0.1498 - acc: 0.9500
4/100 [>.............................] - ETA: 1:06 - loss: 0.1682 - acc: 0.9500
5/100 [>.............................] - ETA: 1:05 - loss: 0.1644 - acc: 0.9500
6/100 [>.............................] - ETA: 1:04 - loss: 0.1648 - acc: 0.9500
7/100 [=>............................] - ETA: 1:03 - loss: 0.1828 - acc: 0.9357
8/100 [=>............................] - ETA: 1:03 - loss: 0.1780 - acc: 0.9438
9/100 [=>............................] - ETA: 1:02 - loss: 0.1817 - acc: 0.9444
10/100 [==>...........................] - ETA: 1:01 - loss: 0.1811 - acc: 0.9450
11/100 [==>...........................] - ETA: 1:01 - loss: 0.1782 - acc: 0.9500
12/100 [==>...........................] - ETA: 1:00 - loss: 0.1845 - acc: 0.9500
13/100 [==>...........................] - ETA: 59s - loss: 0.2045 - acc: 0.9462
14/100 [===>..........................] - ETA: 59s - loss: 0.2026 - acc: 0.9464
15/100 [===>..........................] - ETA: 58s - loss: 0.2048 - acc: 0.9433
16/100 [===>..........................] - ETA: 57s - loss: 0.2063 - acc: 0.9438
17/100 [====>.........................] - ETA: 56s - loss: 0.2165 - acc: 0.9382
18/100 [====>.........................] - ETA: 56s - loss: 0.2199 - acc: 0.9306
19/100 [====>.........................] - ETA: 55s - loss: 0.2204 - acc: 0.9316
20/100 [=====>........................] - ETA: 54s - loss: 0.2230 - acc: 0.9275
21/100 [=====>........................] - ETA: 54s - loss: 0.2277 - acc: 0.9262
22/100 [=====>........................] - ETA: 53s - loss: 0.2268 - acc: 0.9250
23/100 [=====>........................] - ETA: 52s - loss: 0.2255 - acc: 0.9217
24/100 [======>.......................] - ETA: 52s - loss: 0.2223 - acc: 0.9229
25/100 [======>.......................] - ETA: 51s - loss: 0.2174 - acc: 0.9260
26/100 [======>.......................] - ETA: 50s - loss: 0.2195 - acc: 0.9212
27/100 [=======>......................] - ETA: 50s - loss: 0.2183 - acc: 0.9204
28/100 [=======>......................] - ETA: 49s - loss: 0.2232 - acc: 0.9161
29/100 [=======>......................] - ETA: 48s - loss: 0.2286 - acc: 0.9121
30/100 [========>.....................] - ETA: 47s - loss: 0.2288 - acc: 0.9133
31/100 [========>.....................] - ETA: 47s - loss: 0.2307 - acc: 0.9113
32/100 [========>.....................] - ETA: 46s - loss: 0.2366 - acc: 0.9094
33/100 [========>.....................] - ETA: 45s - loss: 0.2392 - acc: 0.9091
34/100 [=========>....................] - ETA: 45s - loss: 0.2412 - acc: 0.9074
35/100 [=========>....................] - ETA: 44s - loss: 0.2440 - acc: 0.9057
36/100 [=========>....................] - ETA: 43s - loss: 0.2451 - acc: 0.9042
37/100 [==========>...................] - ETA: 43s - loss: 0.2422 - acc: 0.9054
38/100 [==========>...................] - ETA: 42s - loss: 0.2417 - acc: 0.9066
39/100 [==========>...................] - ETA: 41s - loss: 0.2418 - acc: 0.9038
40/100 [===========>..................] - ETA: 41s - loss: 0.2397 - acc: 0.9050
41/100 [===========>..................] - ETA: 40s - loss: 0.2385 - acc: 0.9061
42/100 [===========>..................] - ETA: 39s - loss: 0.2377 - acc: 0.9060
43/100 [===========>..................] - ETA: 38s - loss: 0.2394 - acc: 0.9035
44/100 [============>.................] - ETA: 38s - loss: 0.2373 - acc: 0.9057
45/100 [============>.................] - ETA: 37s - loss: 0.2371 - acc: 0.9067
46/100 [============>.................] - ETA: 36s - loss: 0.2392 - acc: 0.9043
47/100 [=============>................] - ETA: 36s - loss: 0.2423 - acc: 0.9021
48/100 [=============>................] - ETA: 35s - loss: 0.2406 - acc: 0.9031
49/100 [=============>................] - ETA: 34s - loss: 0.2401 - acc: 0.9041
50/100 [==============>...............] - ETA: 34s - loss: 0.2450 - acc: 0.9030
51/100 [==============>...............] - ETA: 33s - loss: 0.2463 - acc: 0.9020
52/100 [==============>...............] - ETA: 32s - loss: 0.2461 - acc: 0.9019
53/100 [==============>...............] - ETA: 32s - loss: 0.2463 - acc: 0.9009
54/100 [===============>..............] - ETA: 31s - loss: 0.2474 - acc: 0.9000
55/100 [===============>..............] - ETA: 30s - loss: 0.2501 - acc: 0.8991
56/100 [===============>..............] - ETA: 30s - loss: 0.2493 - acc: 0.9000
57/100 [================>.............] - ETA: 29s - loss: 0.2473 - acc: 0.9018
58/100 [================>.............] - ETA: 28s - loss: 0.2457 - acc: 0.9026
59/100 [================>.............] - ETA: 28s - loss: 0.2442 - acc: 0.9042
60/100 [=================>............] - ETA: 27s - loss: 0.2435 - acc: 0.9050
61/100 [=================>............] - ETA: 26s - loss: 0.2413 - acc: 0.9066
62/100 [=================>............] - ETA: 26s - loss: 0.2450 - acc: 0.9032
63/100 [=================>............] - ETA: 25s - loss: 0.2476 - acc: 0.9032
64/100 [==================>...........] - ETA: 24s - loss: 0.2485 - acc: 0.9023
65/100 [==================>...........] - ETA: 23s - loss: 0.2475 - acc: 0.9023
66/100 [==================>...........] - ETA: 23s - loss: 0.2458 - acc: 0.9030
67/100 [===================>..........] - ETA: 22s - loss: 0.2450 - acc: 0.9037
68/100 [===================>..........] - ETA: 21s - loss: 0.2464 - acc: 0.9029
69/100 [===================>..........] - ETA: 21s - loss: 0.2451 - acc: 0.9036
70/100 [====================>.........] - ETA: 20s - loss: 0.2434 - acc: 0.9043
71/100 [====================>.........] - ETA: 19s - loss: 0.2428 - acc: 0.9042
72/100 [====================>.........] - ETA: 19s - loss: 0.2423 - acc: 0.9056
73/100 [====================>.........] - ETA: 18s - loss: 0.2455 - acc: 0.9048
74/100 [=====================>........] - ETA: 17s - loss: 0.2470 - acc: 0.9034
75/100 [=====================>........] - ETA: 17s - loss: 0.2455 - acc: 0.9047
76/100 [=====================>........] - ETA: 16s - loss: 0.2445 - acc: 0.9053
77/100 [======================>.......] - ETA: 15s - loss: 0.2437 - acc: 0.9052
78/100 [======================>.......] - ETA: 15s - loss: 0.2434 - acc: 0.9058
79/100 [======================>.......] - ETA: 14s - loss: 0.2431 - acc: 0.9063
80/100 [=======================>......] - ETA: 13s - loss: 0.2415 - acc: 0.9075
81/100 [=======================>......] - ETA: 13s - loss: 0.2406 - acc: 0.9080
82/100 [=======================>......] - ETA: 12s - loss: 0.2394 - acc: 0.9079
83/100 [=======================>......] - ETA: 11s - loss: 0.2389 - acc: 0.9084
84/100 [========================>.....] - ETA: 10s - loss: 0.2384 - acc: 0.9083
85/100 [========================>.....] - ETA: 10s - loss: 0.2367 - acc: 0.9094
86/100 [========================>.....] - ETA: 9s - loss: 0.2350 - acc: 0.9105
87/100 [=========================>....] - ETA: 8s - loss: 0.2347 - acc: 0.9109
88/100 [=========================>....] - ETA: 8s - loss: 0.2334 - acc: 0.9114
89/100 [=========================>....] - ETA: 7s - loss: 0.2331 - acc: 0.9118
90/100 [==========================>...] - ETA: 6s - loss: 0.2321 - acc: 0.9122
91/100 [==========================>...] - ETA: 6s - loss: 0.2317 - acc: 0.9126
92/100 [==========================>...] - ETA: 5s - loss: 0.2315 - acc: 0.9130
93/100 [==========================>...] - ETA: 4s - loss: 0.2314 - acc: 0.9129
94/100 [===========================>..] - ETA: 4s - loss: 0.2297 - acc: 0.9138
95/100 [===========================>..] - ETA: 3s - loss: 0.2300 - acc: 0.9132
96/100 [===========================>..] - ETA: 2s - loss: 0.2297 - acc: 0.9125
97/100 [============================>.] - ETA: 2s - loss: 0.2301 - acc: 0.9119
98/100 [============================>.] - ETA: 1s - loss: 0.2293 - acc: 0.9122
99/100 [============================>.] - ETA: 0s - loss: 0.2295 - acc: 0.9126
100/100 [==============================] - 79s 786ms/step - loss: 0.2309 - acc: 0.9120 - val_loss: 0.6209 - val_acc: 0.7320
Epoch 20/20
1/100 [..............................] - ETA: 1:07 - loss: 0.0996 - acc: 1.0000
2/100 [..............................] - ETA: 1:06 - loss: 0.1583 - acc: 0.9750
3/100 [..............................] - ETA: 1:05 - loss: 0.1902 - acc: 0.9667
4/100 [>.............................] - ETA: 1:06 - loss: 0.1918 - acc: 0.9750
5/100 [>.............................] - ETA: 1:05 - loss: 0.2051 - acc: 0.9500
6/100 [>.............................] - ETA: 1:04 - loss: 0.1883 - acc: 0.9583
7/100 [=>............................] - ETA: 1:03 - loss: 0.1921 - acc: 0.9571
8/100 [=>............................] - ETA: 1:02 - loss: 0.2000 - acc: 0.9375
9/100 [=>............................] - ETA: 1:02 - loss: 0.1896 - acc: 0.9444
10/100 [==>...........................] - ETA: 1:01 - loss: 0.1867 - acc: 0.9400
11/100 [==>...........................] - ETA: 1:01 - loss: 0.1848 - acc: 0.9409
12/100 [==>...........................] - ETA: 1:00 - loss: 0.1790 - acc: 0.9417
13/100 [==>...........................] - ETA: 59s - loss: 0.1722 - acc: 0.9462
14/100 [===>..........................] - ETA: 58s - loss: 0.1760 - acc: 0.9464
15/100 [===>..........................] - ETA: 58s - loss: 0.1846 - acc: 0.9367
16/100 [===>..........................] - ETA: 57s - loss: 0.1979 - acc: 0.9344
17/100 [====>.........................] - ETA: 56s - loss: 0.2135 - acc: 0.9235
18/100 [====>.........................] - ETA: 56s - loss: 0.2159 - acc: 0.9250
19/100 [====>.........................] - ETA: 55s - loss: 0.2117 - acc: 0.9263
20/100 [=====>........................] - ETA: 54s - loss: 0.2064 - acc: 0.9300
21/100 [=====>........................] - ETA: 53s - loss: 0.2014 - acc: 0.9333
22/100 [=====>........................] - ETA: 53s - loss: 0.1971 - acc: 0.9364
23/100 [=====>........................] - ETA: 52s - loss: 0.1919 - acc: 0.9391
24/100 [======>.......................] - ETA: 51s - loss: 0.1879 - acc: 0.9396
25/100 [======>.......................] - ETA: 51s - loss: 0.1902 - acc: 0.9360
26/100 [======>.......................] - ETA: 50s - loss: 0.1900 - acc: 0.9385
27/100 [=======>......................] - ETA: 49s - loss: 0.2028 - acc: 0.9296
28/100 [=======>......................] - ETA: 49s - loss: 0.2096 - acc: 0.9214
29/100 [=======>......................] - ETA: 48s - loss: 0.2081 - acc: 0.9224
30/100 [========>.....................] - ETA: 47s - loss: 0.2036 - acc: 0.9250
31/100 [========>.....................] - ETA: 47s - loss: 0.2019 - acc: 0.9258
32/100 [========>.....................] - ETA: 46s - loss: 0.2024 - acc: 0.9266
33/100 [========>.....................] - ETA: 45s - loss: 0.2059 - acc: 0.9258
34/100 [=========>....................] - ETA: 45s - loss: 0.2054 - acc: 0.9265
35/100 [=========>....................] - ETA: 44s - loss: 0.2060 - acc: 0.9271
36/100 [=========>....................] - ETA: 43s - loss: 0.2063 - acc: 0.9278
37/100 [==========>...................] - ETA: 43s - loss: 0.2060 - acc: 0.9284
38/100 [==========>...................] - ETA: 42s - loss: 0.2069 - acc: 0.9276
39/100 [==========>...................] - ETA: 41s - loss: 0.2042 - acc: 0.9295
40/100 [===========>..................] - ETA: 41s - loss: 0.2053 - acc: 0.9287
41/100 [===========>..................] - ETA: 40s - loss: 0.2062 - acc: 0.9293
42/100 [===========>..................] - ETA: 39s - loss: 0.2048 - acc: 0.9298
43/100 [===========>..................] - ETA: 38s - loss: 0.2059 - acc: 0.9279
44/100 [============>.................] - ETA: 38s - loss: 0.2052 - acc: 0.9284
45/100 [============>.................] - ETA: 37s - loss: 0.2046 - acc: 0.9289
46/100 [============>.................] - ETA: 36s - loss: 0.2020 - acc: 0.9304
47/100 [=============>................] - ETA: 36s - loss: 0.2018 - acc: 0.9309
48/100 [=============>................] - ETA: 35s - loss: 0.2031 - acc: 0.9292
49/100 [=============>................] - ETA: 34s - loss: 0.2010 - acc: 0.9306
50/100 [==============>...............] - ETA: 34s - loss: 0.1979 - acc: 0.9320
51/100 [==============>...............] - ETA: 33s - loss: 0.1987 - acc: 0.9324
52/100 [==============>...............] - ETA: 32s - loss: 0.1977 - acc: 0.9327
53/100 [==============>...............] - ETA: 32s - loss: 0.2005 - acc: 0.9311
54/100 [===============>..............] - ETA: 31s - loss: 0.1987 - acc: 0.9315
55/100 [===============>..............] - ETA: 30s - loss: 0.1990 - acc: 0.9309
56/100 [===============>..............] - ETA: 30s - loss: 0.1987 - acc: 0.9304
57/100 [================>.............] - ETA: 29s - loss: 0.1997 - acc: 0.9307
58/100 [================>.............] - ETA: 28s - loss: 0.2002 - acc: 0.9302
59/100 [================>.............] - ETA: 28s - loss: 0.2014 - acc: 0.9305
60/100 [=================>............] - ETA: 27s - loss: 0.2004 - acc: 0.9308
61/100 [=================>............] - ETA: 26s - loss: 0.2015 - acc: 0.9303
62/100 [=================>............] - ETA: 25s - loss: 0.2040 - acc: 0.9282
63/100 [=================>............] - ETA: 25s - loss: 0.2081 - acc: 0.9262
64/100 [==================>...........] - ETA: 24s - loss: 0.2073 - acc: 0.9273
65/100 [==================>...........] - ETA: 23s - loss: 0.2082 - acc: 0.9254
66/100 [==================>...........] - ETA: 23s - loss: 0.2082 - acc: 0.9250
67/100 [===================>..........] - ETA: 22s - loss: 0.2070 - acc: 0.9261
68/100 [===================>..........] - ETA: 21s - loss: 0.2070 - acc: 0.9265
69/100 [===================>..........] - ETA: 21s - loss: 0.2068 - acc: 0.9268
70/100 [====================>.........] - ETA: 20s - loss: 0.2060 - acc: 0.9271
71/100 [====================>.........] - ETA: 19s - loss: 0.2065 - acc: 0.9261
72/100 [====================>.........] - ETA: 19s - loss: 0.2065 - acc: 0.9257
73/100 [====================>.........] - ETA: 18s - loss: 0.2077 - acc: 0.9253
74/100 [=====================>........] - ETA: 17s - loss: 0.2080 - acc: 0.9250
75/100 [=====================>........] - ETA: 17s - loss: 0.2081 - acc: 0.9247
76/100 [=====================>........] - ETA: 16s - loss: 0.2076 - acc: 0.9257
77/100 [======================>.......] - ETA: 15s - loss: 0.2081 - acc: 0.9253
78/100 [======================>.......] - ETA: 15s - loss: 0.2091 - acc: 0.9244
79/100 [======================>.......] - ETA: 14s - loss: 0.2096 - acc: 0.9247
80/100 [=======================>......] - ETA: 13s - loss: 0.2097 - acc: 0.9244
81/100 [=======================>......] - ETA: 13s - loss: 0.2092 - acc: 0.9241
82/100 [=======================>......] - ETA: 12s - loss: 0.2090 - acc: 0.9238
83/100 [=======================>......] - ETA: 11s - loss: 0.2077 - acc: 0.9247
84/100 [========================>.....] - ETA: 10s - loss: 0.2084 - acc: 0.9238
85/100 [========================>.....] - ETA: 10s - loss: 0.2069 - acc: 0.9247
86/100 [========================>.....] - ETA: 9s - loss: 0.2059 - acc: 0.9256
87/100 [=========================>....] - ETA: 8s - loss: 0.2069 - acc: 0.9259
88/100 [=========================>....] - ETA: 8s - loss: 0.2075 - acc: 0.9250
89/100 [=========================>....] - ETA: 7s - loss: 0.2075 - acc: 0.9242
90/100 [==========================>...] - ETA: 6s - loss: 0.2086 - acc: 0.9239
91/100 [==========================>...] - ETA: 6s - loss: 0.2095 - acc: 0.9231
92/100 [==========================>...] - ETA: 5s - loss: 0.2081 - acc: 0.9239
93/100 [==========================>...] - ETA: 4s - loss: 0.2085 - acc: 0.9237
94/100 [===========================>..] - ETA: 4s - loss: 0.2100 - acc: 0.9229
95/100 [===========================>..] - ETA: 3s - loss: 0.2086 - acc: 0.9237
96/100 [===========================>..] - ETA: 2s - loss: 0.2076 - acc: 0.9245
97/100 [============================>.] - ETA: 2s - loss: 0.2086 - acc: 0.9237
98/100 [============================>.] - ETA: 1s - loss: 0.2089 - acc: 0.9230
99/100 [============================>.] - ETA: 0s - loss: 0.2090 - acc: 0.9227
100/100 [==============================] - 79s 785ms/step - loss: 0.2102 - acc: 0.9220 - val_loss: 0.6511 - val_acc: 0.7280
1/50 [..............................] - ETA: 15s - loss: 0.4642 - acc: 0.8500
2/50 [>.............................] - ETA: 12s - loss: 0.3972 - acc: 0.8250
3/50 [>.............................] - ETA: 11s - loss: 0.5752 - acc: 0.8000
4/50 [=>............................] - ETA: 10s - loss: 0.5610 - acc: 0.8125
5/50 [==>...........................] - ETA: 10s - loss: 0.5607 - acc: 0.8000
6/50 [==>...........................] - ETA: 9s - loss: 0.5215 - acc: 0.8000
7/50 [===>..........................] - ETA: 9s - loss: 0.5434 - acc: 0.7929
8/50 [===>..........................] - ETA: 9s - loss: 0.5423 - acc: 0.7937
9/50 [====>.........................] - ETA: 8s - loss: 0.5484 - acc: 0.7833
10/50 [=====>........................] - ETA: 8s - loss: 0.5472 - acc: 0.7800
11/50 [=====>........................] - ETA: 8s - loss: 0.5293 - acc: 0.7909
12/50 [======>.......................] - ETA: 8s - loss: 0.5244 - acc: 0.7958
13/50 [======>.......................] - ETA: 8s - loss: 0.5737 - acc: 0.7731
14/50 [=======>......................] - ETA: 7s - loss: 0.5631 - acc: 0.7786
15/50 [========>.....................] - ETA: 7s - loss: 0.5735 - acc: 0.7733
16/50 [========>.....................] - ETA: 7s - loss: 0.5699 - acc: 0.7750
17/50 [=========>....................] - ETA: 7s - loss: 0.5768 - acc: 0.7706
18/50 [=========>....................] - ETA: 6s - loss: 0.5909 - acc: 0.7694
19/50 [==========>...................] - ETA: 6s - loss: 0.6088 - acc: 0.7605
20/50 [===========>..................] - ETA: 6s - loss: 0.6418 - acc: 0.7525
21/50 [===========>..................] - ETA: 6s - loss: 0.6270 - acc: 0.7595
22/50 [============>.................] - ETA: 5s - loss: 0.6137 - acc: 0.7636
23/50 [============>.................] - ETA: 5s - loss: 0.6197 - acc: 0.7609
24/50 [=============>................] - ETA: 5s - loss: 0.6253 - acc: 0.7563
25/50 [==============>...............] - ETA: 5s - loss: 0.6151 - acc: 0.7600
26/50 [==============>...............] - ETA: 5s - loss: 0.6345 - acc: 0.7538
27/50 [===============>..............] - ETA: 4s - loss: 0.6416 - acc: 0.7444
28/50 [===============>..............] - ETA: 4s - loss: 0.6376 - acc: 0.7464
29/50 [================>.............] - ETA: 4s - loss: 0.6492 - acc: 0.7397
30/50 [=================>............] - ETA: 4s - loss: 0.6580 - acc: 0.7350
31/50 [=================>............] - ETA: 4s - loss: 0.6498 - acc: 0.7371
32/50 [==================>...........] - ETA: 3s - loss: 0.6463 - acc: 0.7406
33/50 [==================>...........] - ETA: 3s - loss: 0.6562 - acc: 0.7348
34/50 [===================>..........] - ETA: 3s - loss: 0.6544 - acc: 0.7353
35/50 [====================>.........] - ETA: 3s - loss: 0.6603 - acc: 0.7329
36/50 [====================>.........] - ETA: 2s - loss: 0.6632 - acc: 0.7319
37/50 [=====================>........] - ETA: 2s - loss: 0.6549 - acc: 0.7365
38/50 [=====================>........] - ETA: 2s - loss: 0.6445 - acc: 0.7408
39/50 [======================>.......] - ETA: 2s - loss: 0.6360 - acc: 0.7449
40/50 [=======================>......] - ETA: 2s - loss: 0.6356 - acc: 0.7425
41/50 [=======================>......] - ETA: 1s - loss: 0.6409 - acc: 0.7427
42/50 [========================>.....] - ETA: 1s - loss: 0.6336 - acc: 0.7440
43/50 [========================>.....] - ETA: 1s - loss: 0.6407 - acc: 0.7407
44/50 [=========================>....] - ETA: 1s - loss: 0.6343 - acc: 0.7432
45/50 [==========================>...] - ETA: 1s - loss: 0.6507 - acc: 0.7378
46/50 [==========================>...] - ETA: 0s - loss: 0.6579 - acc: 0.7348
47/50 [===========================>..] - ETA: 0s - loss: 0.6584 - acc: 0.7362
48/50 [===========================>..] - ETA: 0s - loss: 0.6737 - acc: 0.7333
49/50 [============================>.] - ETA: 0s - loss: 0.6722 - acc: 0.7316
50/50 [==============================] - 10s 208ms/step - loss: 0.6736 - acc: 0.7300
Process finished with exit code 0
标签:acc,loss,Python,......,Cats,Kaggle,ETA,............,100 来源: https://blog.csdn.net/ctrigger/article/details/100187688