【keras】python mnist_mlp.py下载数据集mnist.npz失败的解决
环境
环境：ubuntu 16.04 LTS（ubuntu-16.04.4-server-amd64）
已安装：tensorflow, theano, keras, anaconda
要解决的问题
#python keras-master/examples/mnist_mlp.py
因下载数据集失败而终止运行
keras开发包下载
1）浏览器直接下载，keras-master.zip下载地址：
https://github.com/keras-team/keras2）也可直接从我的百度网盘下载（永久有效）：
链接：https://pan.baidu.com/share/init?surl=1seQqX6r1Jlr8zLq6x3O_A 密码：fkw13）linux环境下直接git命令下载
git clone https://github.com/fchollet/keras.git
开始训练python mnist_mlp.py
get_file方式成功下载mnist_npz时
执行成功，执行过程如下所示：
get_file下载mnist_npz数据集失败时
1） 浏览器直接下载，keras-master.zip下载地址
https://s3.amazonaws.com/img-datasets/mnist.npz2）也可直接从我的百度网盘下载(永久有效)：
链接：https://pan.baidu.com/s/13FhV67vf8umg261a29Eg2Q 密码：yp6h3）keras-master/keras/datasets/mnist.py中代码执行下载
mnist.py代码：
"""MNIST handwritten digits dataset.
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from ..utils.data_utils import get_file
import numpy as np
def load_data(path='mnist.npz'):
"""Loads the MNIST dataset.
# Arguments
path: path where to cache the dataset locally
(relative to ~/.keras/datasets).
# Returns
Tuple of Numpy arrays: `(x_train, y_train), (x_test, y_test)`.
"""
path = get_file(path,
origin='https://s3.amazonaws.com/img-datasets/mnist.npz',
file_hash='8a61469f7ea1b51cbae51d4f78837e45')
f = np.load(path)
x_train, y_train = f['x_train'], f['y_train']
x_test, y_test = f['x_test'], f['y_test']
f.close()
return (x_train, y_train), (x_test, y_test)
问题：mnist.py代码下载mnist.npz数据集时失败
分析mnist_mlp.py下载数据集的代码流程
从上面看出来，是因为mnist.npz数据集链接无法访问，导致数据集下载失败。
下面看看mnist_mlp.py下载数据集的代码流程(step1, step2)。
step1:
keras-master\examples\mnist_mlp.py通过keras-master\keras\datasets\mnist.py定义的load_data()函数获取到数据集
from keras.datasets import mnist
# the data, split between train and test sets
(x_train, y_train), (x_test, y_test) = mnist.load_data()step2：
keras-master\keras\datasets\mnist.py定义的load_data()函数通过get_file(path, origin=数据集链接，file_hash=hash值)从服务器下载数据集mnist.npz
def load_data(path='mnist.npz'):
"""Loads the MNIST dataset.
# Arguments
path: path where to cache the dataset locally
(relative to ~/.keras/datasets).
# Returns
Tuple of Numpy arrays: `(x_train, y_train), (x_test, y_test)`.
"""
path = get_file(path,
origin='https://s3.amazonaws.com/img-datasets/mnist.npz',
file_hash='8a61469f7ea1b51cbae51d4f78837e45')
f = np.load(path)
x_train, y_train = f['x_train'], f['y_train']
x_test, y_test = f['x_test'], f['y_test']
f.close()
return (x_train, y_train), (x_test, y_test)解决数据集下载失败导致mnist_mlp.py程序退出的问题
改成读本地数据集
step1
keras-master\examples\mnist_mlp.py通过keras-master\keras\datasets\mnist.py定义的load_data()函数获取到数据集
from keras.datasets import mnist
# the data, split between train and test sets
(x_train, y_train), (x_test, y_test) = mnist.load_data()step2
keras-master\keras\datasets\mnist.py定义的load_data()函数改成读取本地数据集，然后提供给mnist_mlp.py。
mnist_mlp.py运行
先给出训练的简洁结果，后面是运行过程的详细日志。
60000 train samples
10000 test samples
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_1 (Dense) (None, 512) 401920
_________________________________________________________________
dropout_1 (Dropout) (None, 512) 0
_________________________________________________________________
dense_2 (Dense) (None, 512) 262656
_________________________________________________________________
dropout_2 (Dropout) (None, 512) 0
_________________________________________________________________
dense_3 (Dense) (None, 10) 5130
=================================================================
Total params: 669,706
Trainable params: 669,706
Non-trainable params: 0
_________________________________________________________________
Train on 60000 samples, validate on 10000 samples
Epoch 1/20
60000/60000 [==============================] - 6s 104us/step - loss: 0.2471 - acc: 0.9232 - val_loss: 0.1094 - val_acc: 0.9664
Epoch 2/20
60000/60000 [==============================] - 6s 101us/step - loss: 0.1024 - acc: 0.9698 - val_loss: 0.0726 - val_acc: 0.9776
Epoch 3/20
60000/60000 [==============================] - 6s 99us/step - loss: 0.0754 - acc: 0.9778 - val_loss: 0.0767 - val_acc: 0.9780
Epoch 4/20
60000/60000 [==============================] - 5s 89us/step - loss: 0.0596 - acc: 0.9822 - val_loss: 0.0709 - val_acc: 0.9803
Epoch 5/20
60000/60000 [==============================] - 6s 95us/step - loss: 0.0481 - acc: 0.9853 - val_loss: 0.0877 - val_acc: 0.9789
Epoch 6/20
60000/60000 [==============================] - 6s 100us/step - loss: 0.0432 - acc: 0.9871 - val_loss: 0.0765 - val_acc: 0.9798
Epoch 7/20
60000/60000 [==============================] - 7s 114us/step - loss: 0.0367 - acc: 0.9880 - val_loss: 0.0813 - val_acc: 0.9805
Epoch 8/20
60000/60000 [==============================] - 6s 95us/step - loss: 0.0346 - acc: 0.9897 - val_loss: 0.0867 - val_acc: 0.9815
Epoch 9/20
60000/60000 [==============================] - 6s 94us/step - loss: 0.0313 - acc: 0.9903 - val_loss: 0.0916 - val_acc: 0.9823
Epoch 10/20
60000/60000 [==============================] - 6s 101us/step - loss: 0.0291 - acc: 0.9916 - val_loss: 0.0944 - val_acc: 0.9823
Epoch 11/20
60000/60000 [==============================] - 7s 112us/step - loss: 0.0270 - acc: 0.9923 - val_loss: 0.0810 - val_acc: 0.9832
Epoch 12/20
60000/60000 [==============================] - 6s 101us/step - loss: 0.0260 - acc: 0.9929 - val_loss: 0.0867 - val_acc: 0.9823
Epoch 13/20
60000/60000 [==============================] - 6s 92us/step - loss: 0.0237 - acc: 0.9934 - val_loss: 0.0805 - val_acc: 0.9842
Epoch 14/20
60000/60000 [==============================] - 6s 95us/step - loss: 0.0211 - acc: 0.9943 - val_loss: 0.1062 - val_acc: 0.9807
Epoch 15/20
60000/60000 [==============================] - 6s 101us/step - loss: 0.0209 - acc: 0.9942 - val_loss: 0.1007 - val_acc: 0.9835
Epoch 16/20
60000/60000 [==============================] - 7s 112us/step - loss: 0.0204 - acc: 0.9945 - val_loss: 0.0952 - val_acc: 0.9842
Epoch 17/20
60000/60000 [==============================] - 6s 96us/step - loss: 0.0209 - acc: 0.9944 - val_loss: 0.1140 - val_acc: 0.9821
Epoch 18/20
60000/60000 [==============================] - 8s 130us/step - loss: 0.0199 - acc: 0.9948 - val_loss: 0.1190 - val_acc: 0.9804
Epoch 19/20
60000/60000 [==============================] - 5s 90us/step - loss: 0.0154 - acc: 0.9957 - val_loss: 0.1004 - val_acc: 0.9856
Epoch 20/20
60000/60000 [==============================] - 7s 110us/step - loss: 0.0170 - acc: 0.9955 - val_loss: 0.1028 - val_acc: 0.9835
Test loss: 0.102794561023
Test accuracy: 0.9835详细训练日志
60000 train samples
10000 test samples
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_1 (Dense) (None, 512) 401920
_________________________________________________________________
dropout_1 (Dropout) (None, 512) 0
_________________________________________________________________
dense_2 (Dense) (None, 512) 262656
_________________________________________________________________
dropout_2 (Dropout) (None, 512) 0
_________________________________________________________________
dense_3 (Dense) (None, 10) 5130
=================================================================
Total params: 669,706
Trainable params: 669,706
Non-trainable params: 0
_________________________________________________________________
Train on 60000 samples, validate on 10000 samples
Epoch 1/20
128/60000 [..............................] - ETA: 1:00 - loss: 2.3504 - acc: 0.0703
512/60000 [..............................] - ETA: 22s - loss: 1.9503 - acc: 0.2812
1152/60000 [..............................] - ETA: 12s - loss: 1.4677 - acc: 0.4983
1664/60000 [..............................] - ETA: 10s - loss: 1.2394 - acc: 0.5811
2048/60000 [>.............................] - ETA: 11s - loss: 1.1236 - acc: 0.6294
2560/60000 [>.............................] - ETA: 10s - loss: 1.0245 - acc: 0.6621
3200/60000 [>.............................] - ETA: 9s - loss: 0.9193 - acc: 0.7016
3840/60000 [>.............................] - ETA: 8s - loss: 0.8495 - acc: 0.7255
4480/60000 [=>............................] - ETA: 8s - loss: 0.8051 - acc: 0.7417
4992/60000 [=>............................] - ETA: 7s - loss: 0.7731 - acc: 0.7518
5376/60000 [=>............................] - ETA: 7s - loss: 0.7389 - acc: 0.7641
5504/60000 [=>............................] - ETA: 8s - loss: 0.7306 - acc: 0.7671
6144/60000 [==>...........................] - ETA: 7s - loss: 0.7006 - acc: 0.7760
6784/60000 [==>...........................] - ETA: 7s - loss: 0.6652 - acc: 0.7873
7424/60000 [==>...........................] - ETA: 7s - loss: 0.6430 - acc: 0.7953
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18560/60000 [========>.....................] - ETA: 4s - loss: 0.4288 - acc: 0.8657
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28544/60000 [=============>................] - ETA: 3s - loss: 0.3502 - acc: 0.8907
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48640/60000 [=======================>......] - ETA: 1s - loss: 0.2728 - acc: 0.9152
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49920/60000 [=======================>......] - ETA: 0s - loss: 0.2690 - acc: 0.9163
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52480/60000 [=========================>....] - ETA: 0s - loss: 0.2623 - acc: 0.9186
52992/60000 [=========================>....] - ETA: 0s - loss: 0.2609 - acc: 0.9190
53376/60000 [=========================>....] - ETA: 0s - loss: 0.2602 - acc: 0.9192
53888/60000 [=========================>....] - ETA: 0s - loss: 0.2592 - acc: 0.9195
54400/60000 [==========================>...] - ETA: 0s - loss: 0.2580 - acc: 0.9198
54912/60000 [==========================>...] - ETA: 0s - loss: 0.2571 - acc: 0.9202
55552/60000 [==========================>...] - ETA: 0s - loss: 0.2560 - acc: 0.9206
55936/60000 [==========================>...] - ETA: 0s - loss: 0.2554 - acc: 0.9207
56576/60000 [===========================>..] - ETA: 0s - loss: 0.2539 - acc: 0.9212
57216/60000 [===========================>..] - ETA: 0s - loss: 0.2528 - acc: 0.9214
57856/60000 [===========================>..] - ETA: 0s - loss: 0.2516 - acc: 0.9218
58496/60000 [============================>.] - ETA: 0s - loss: 0.2503 - acc: 0.9222
59008/60000 [============================>.] - ETA: 0s - loss: 0.2489 - acc: 0.9226
59648/60000 [============================>.] - ETA: 0s - loss: 0.2479 - acc: 0.9229
60000/60000 [==============================] - 6s 104us/step - loss: 0.2471 - acc: 0.9232 - val_loss: 0.1094 - val_acc: 0.9664
Epoch 2/20
128/60000 [..............................] - ETA: 5s - loss: 0.1950 - acc: 0.9531
512/60000 [..............................] - ETA: 7s - loss: 0.1482 - acc: 0.9551
1152/60000 [..............................] - ETA: 6s - loss: 0.1353 - acc: 0.9566
1792/60000 [..............................] - ETA: 5s - loss: 0.1247 - acc: 0.9570
2432/60000 [>.............................] - ETA: 5s - loss: 0.1116 - acc: 0.9630
2688/60000 [>.............................] - ETA: 5s - loss: 0.1149 - acc: 0.9632
2944/60000 [>.............................] - ETA: 6s - loss: 0.1128 - acc: 0.9643
3200/60000 [>.............................] - ETA: 7s - loss: 0.1131 - acc: 0.9650
3840/60000 [>.............................] - ETA: 7s - loss: 0.1162 - acc: 0.9648
4480/60000 [=>............................] - ETA: 6s - loss: 0.1107 - acc: 0.9667
4608/60000 [=>............................] - ETA: 7s - loss: 0.1114 - acc: 0.9659
5120/60000 [=>............................] - ETA: 7s - loss: 0.1128 - acc: 0.9654
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27392/60000 [============>.................] - ETA: 3s - loss: 0.1067 - acc: 0.9676
28160/60000 [=============>................] - ETA: 3s - loss: 0.1069 - acc: 0.9676
28672/60000 [=============>................] - ETA: 3s - loss: 0.1064 - acc: 0.9679
29440/60000 [=============>................] - ETA: 3s - loss: 0.1071 - acc: 0.9677
30080/60000 [==============>...............] - ETA: 3s - loss: 0.1078 - acc: 0.9676
30720/60000 [==============>...............] - ETA: 3s - loss: 0.1076 - acc: 0.9676
31360/60000 [==============>...............] - ETA: 3s - loss: 0.1074 - acc: 0.9677
32000/60000 [===============>..............] - ETA: 2s - loss: 0.1072 - acc: 0.9677
32640/60000 [===============>..............] - ETA: 2s - loss: 0.1075 - acc: 0.9677
33280/60000 [===============>..............] - ETA: 2s - loss: 0.1067 - acc: 0.9680
34048/60000 [================>.............] - ETA: 2s - loss: 0.1058 - acc: 0.9682
34560/60000 [================>.............] - ETA: 2s - loss: 0.1052 - acc: 0.9683
35200/60000 [================>.............] - ETA: 2s - loss: 0.1068 - acc: 0.9683
35840/60000 [================>.............] - ETA: 2s - loss: 0.1068 - acc: 0.9683
36480/60000 [=================>............] - ETA: 2s - loss: 0.1067 - acc: 0.9683
37120/60000 [=================>............] - ETA: 2s - loss: 0.1069 - acc: 0.9683
37760/60000 [=================>............] - ETA: 2s - loss: 0.1062 - acc: 0.9685
38400/60000 [==================>...........] - ETA: 2s - loss: 0.1063 - acc: 0.9686
39040/60000 [==================>...........] - ETA: 2s - loss: 0.1059 - acc: 0.9687
39680/60000 [==================>...........] - ETA: 2s - loss: 0.1060 - acc: 0.9687
40320/60000 [===================>..........] - ETA: 1s - loss: 0.1062 - acc: 0.9688
40960/60000 [===================>..........] - ETA: 1s - loss: 0.1064 - acc: 0.9686
41600/60000 [===================>..........] - ETA: 1s - loss: 0.1060 - acc: 0.9686
42240/60000 [====================>.........] - ETA: 1s - loss: 0.1055 - acc: 0.9688
42880/60000 [====================>.........] - ETA: 1s - loss: 0.1061 - acc: 0.9686
43392/60000 [====================>.........] - ETA: 1s - loss: 0.1062 - acc: 0.9687
44032/60000 [=====================>........] - ETA: 1s - loss: 0.1054 - acc: 0.9689
44672/60000 [=====================>........] - ETA: 1s - loss: 0.1057 - acc: 0.9688
45312/60000 [=====================>........] - ETA: 1s - loss: 0.1051 - acc: 0.9690
45952/60000 [=====================>........] - ETA: 1s - loss: 0.1046 - acc: 0.9691
46464/60000 [======================>.......] - ETA: 1s - loss: 0.1041 - acc: 0.9691
47104/60000 [======================>.......] - ETA: 1s - loss: 0.1042 - acc: 0.9690
47744/60000 [======================>.......] - ETA: 1s - loss: 0.1035 - acc: 0.9692
48384/60000 [=======================>......] - ETA: 1s - loss: 0.1038 - acc: 0.9691
49024/60000 [=======================>......] - ETA: 1s - loss: 0.1036 - acc: 0.9692
49664/60000 [=======================>......] - ETA: 1s - loss: 0.1036 - acc: 0.9692
50304/60000 [========================>.....] - ETA: 0s - loss: 0.1042 - acc: 0.9692
50944/60000 [========================>.....] - ETA: 0s - loss: 0.1039 - acc: 0.9693
51584/60000 [========================>.....] - ETA: 0s - loss: 0.1045 - acc: 0.9692
52224/60000 [=========================>....] - ETA: 0s - loss: 0.1040 - acc: 0.9693
52864/60000 [=========================>....] - ETA: 0s - loss: 0.1039 - acc: 0.9693
53504/60000 [=========================>....] - ETA: 0s - loss: 0.1036 - acc: 0.9694
54144/60000 [==========================>...] - ETA: 0s - loss: 0.1033 - acc: 0.9695
54528/60000 [==========================>...] - ETA: 0s - loss: 0.1036 - acc: 0.9694
55168/60000 [==========================>...] - ETA: 0s - loss: 0.1032 - acc: 0.9695
55680/60000 [==========================>...] - ETA: 0s - loss: 0.1029 - acc: 0.9696
56320/60000 [===========================>..] - ETA: 0s - loss: 0.1028 - acc: 0.9696
56960/60000 [===========================>..] - ETA: 0s - loss: 0.1027 - acc: 0.9696
57472/60000 [===========================>..] - ETA: 0s - loss: 0.1023 - acc: 0.9697
58112/60000 [============================>.] - ETA: 0s - loss: 0.1023 - acc: 0.9698
58752/60000 [============================>.] - ETA: 0s - loss: 0.1024 - acc: 0.9698
59392/60000 [============================>.] - ETA: 0s - loss: 0.1025 - acc: 0.9698
60000/60000 [==============================] - 6s 101us/step - loss: 0.1024 - acc: 0.9698 - val_loss: 0.0726 - val_acc: 0.9776
Epoch 3/20
128/60000 [..............................] - ETA: 9s - loss: 0.1333 - acc: 0.9688
640/60000 [..............................] - ETA: 8s - loss: 0.0780 - acc: 0.9797
896/60000 [..............................] - ETA: 9s - loss: 0.0655 - acc: 0.9821
1408/60000 [..............................] - ETA: 8s - loss: 0.0605 - acc: 0.9822
2048/60000 [>.............................] - ETA: 7s - loss: 0.0650 - acc: 0.9805
2688/60000 [>.............................] - ETA: 6s - loss: 0.0601 - acc: 0.9807
3456/60000 [>.............................] - ETA: 6s - loss: 0.0668 - acc: 0.9797
4224/60000 [=>............................] - ETA: 5s - loss: 0.0658 - acc: 0.9799
4864/60000 [=>............................] - ETA: 5s - loss: 0.0673 - acc: 0.9799
5504/60000 [=>............................] - ETA: 5s - loss: 0.0689 - acc: 0.9791
6144/60000 [==>...........................] - ETA: 5s - loss: 0.0730 - acc: 0.9787
6784/60000 [==>...........................] - ETA: 5s - loss: 0.0758 - acc: 0.9776
7424/60000 [==>...........................] - ETA: 4s - loss: 0.0751 - acc: 0.9782
8192/60000 [===>..........................] - ETA: 4s - loss: 0.0732 - acc: 0.9785
8832/60000 [===>..........................] - ETA: 4s - loss: 0.0721 - acc: 0.9787
9472/60000 [===>..........................] - ETA: 4s - loss: 0.0720 - acc: 0.9787
10112/60000 [====>.........................] - ETA: 4s - loss: 0.0703 - acc: 0.9793
10880/60000 [====>.........................] - ETA: 4s - loss: 0.0720 - acc: 0.9790
11648/60000 [====>.........................] - ETA: 4s - loss: 0.0703 - acc: 0.9795
12288/60000 [=====>........................] - ETA: 4s - loss: 0.0711 - acc: 0.9791
12544/60000 [=====>........................] - ETA: 4s - loss: 0.0708 - acc: 0.9792
12800/60000 [=====>........................] - ETA: 4s - loss: 0.0713 - acc: 0.9791
13440/60000 [=====>........................] - ETA: 4s - loss: 0.0703 - acc: 0.9789
14080/60000 [======>.......................] - ETA: 4s - loss: 0.0711 - acc: 0.9790
14720/60000 [======>.......................] - ETA: 4s - loss: 0.0711 - acc: 0.9790
15360/60000 [======>.......................] - ETA: 4s - loss: 0.0715 - acc: 0.9790
16000/60000 [=======>......................] - ETA: 4s - loss: 0.0724 - acc: 0.9788
16384/60000 [=======>......................] - ETA: 4s - loss: 0.0730 - acc: 0.9785
17024/60000 [=======>......................] - ETA: 4s - loss: 0.0721 - acc: 0.9786
17536/60000 [=======>......................] - ETA: 4s - loss: 0.0722 - acc: 0.9784
18048/60000 [========>.....................] - ETA: 3s - loss: 0.0722 - acc: 0.9784
18432/60000 [========>.....................] - ETA: 3s - loss: 0.0719 - acc: 0.9785
19072/60000 [========>.....................] - ETA: 3s - loss: 0.0730 - acc: 0.9783
19712/60000 [========>.....................] - ETA: 3s - loss: 0.0732 - acc: 0.9779
19968/60000 [========>.....................] - ETA: 3s - loss: 0.0730 - acc: 0.9779
20608/60000 [=========>....................] - ETA: 3s - loss: 0.0723 - acc: 0.9782
21248/60000 [=========>....................] - ETA: 3s - loss: 0.0722 - acc: 0.9781
21888/60000 [=========>....................] - ETA: 3s - loss: 0.0720 - acc: 0.9779
22528/60000 [==========>...................] - ETA: 3s - loss: 0.0716 - acc: 0.9779
23168/60000 [==========>...................] - ETA: 3s - loss: 0.0716 - acc: 0.9779
23808/60000 [==========>...................] - ETA: 3s - loss: 0.0718 - acc: 0.9779
24448/60000 [===========>..................] - ETA: 3s - loss: 0.0728 - acc: 0.9777
25088/60000 [===========>..................] - ETA: 3s - loss: 0.0732 - acc: 0.9777
25856/60000 [===========>..................] - ETA: 3s - loss: 0.0742 - acc: 0.9777
26496/60000 [============>.................] - ETA: 3s - loss: 0.0736 - acc: 0.9778
27136/60000 [============>.................] - ETA: 3s - loss: 0.0736 - acc: 0.9778
27776/60000 [============>.................] - ETA: 2s - loss: 0.0736 - acc: 0.9778
28416/60000 [=============>................] - ETA: 2s - loss: 0.0737 - acc: 0.9777
29056/60000 [=============>................] - ETA: 2s - loss: 0.0735 - acc: 0.9778
29824/60000 [=============>................] - ETA: 2s - loss: 0.0740 - acc: 0.9775
30464/60000 [==============>...............] - ETA: 2s - loss: 0.0740 - acc: 0.9775
31104/60000 [==============>...............] - ETA: 2s - loss: 0.0736 - acc: 0.9778
31616/60000 [==============>...............] - ETA: 2s - loss: 0.0732 - acc: 0.9779
32256/60000 [===============>..............] - ETA: 2s - loss: 0.0729 - acc: 0.9778
33024/60000 [===============>..............] - ETA: 2s - loss: 0.0732 - acc: 0.9778
33536/60000 [===============>..............] - ETA: 2s - loss: 0.0734 - acc: 0.9777
34176/60000 [================>.............] - ETA: 2s - loss: 0.0742 - acc: 0.9776
34688/60000 [================>.............] - ETA: 2s - loss: 0.0740 - acc: 0.9777
35328/60000 [================>.............] - ETA: 2s - loss: 0.0742 - acc: 0.9776
35968/60000 [================>.............] - ETA: 2s - loss: 0.0738 - acc: 0.9777
36608/60000 [=================>............] - ETA: 2s - loss: 0.0743 - acc: 0.9776
37248/60000 [=================>............] - ETA: 2s - loss: 0.0739 - acc: 0.9778
37888/60000 [=================>............] - ETA: 2s - loss: 0.0742 - acc: 0.9778
38656/60000 [==================>...........] - ETA: 1s - loss: 0.0742 - acc: 0.9779
39296/60000 [==================>...........] - ETA: 1s - loss: 0.0742 - acc: 0.9779
39936/60000 [==================>...........] - ETA: 1s - loss: 0.0743 - acc: 0.9779
40576/60000 [===================>..........] - ETA: 1s - loss: 0.0738 - acc: 0.9780
41216/60000 [===================>..........] - ETA: 1s - loss: 0.0740 - acc: 0.9780
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42368/60000 [====================>.........] - ETA: 1s - loss: 0.0740 - acc: 0.9780
43008/60000 [====================>.........] - ETA: 1s - loss: 0.0745 - acc: 0.9781
43520/60000 [====================>.........] - ETA: 1s - loss: 0.0746 - acc: 0.9780
44160/60000 [=====================>........] - ETA: 1s - loss: 0.0744 - acc: 0.9781
44544/60000 [=====================>........] - ETA: 1s - loss: 0.0749 - acc: 0.9780
44928/60000 [=====================>........] - ETA: 1s - loss: 0.0752 - acc: 0.9779
45568/60000 [=====================>........] - ETA: 1s - loss: 0.0750 - acc: 0.9779
45952/60000 [=====================>........] - ETA: 1s - loss: 0.0750 - acc: 0.9779
46592/60000 [======================>.......] - ETA: 1s - loss: 0.0750 - acc: 0.9778
47232/60000 [======================>.......] - ETA: 1s - loss: 0.0751 - acc: 0.9778
47616/60000 [======================>.......] - ETA: 1s - loss: 0.0751 - acc: 0.9778
48128/60000 [=======================>......] - ETA: 1s - loss: 0.0756 - acc: 0.9778
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0757 - acc: 0.9778
49280/60000 [=======================>......] - ETA: 1s - loss: 0.0758 - acc: 0.9777
49408/60000 [=======================>......] - ETA: 1s - loss: 0.0758 - acc: 0.9777
50048/60000 [========================>.....] - ETA: 0s - loss: 0.0758 - acc: 0.9777
50688/60000 [========================>.....] - ETA: 0s - loss: 0.0757 - acc: 0.9777
51328/60000 [========================>.....] - ETA: 0s - loss: 0.0757 - acc: 0.9777
51584/60000 [========================>.....] - ETA: 0s - loss: 0.0754 - acc: 0.9778
52224/60000 [=========================>....] - ETA: 0s - loss: 0.0753 - acc: 0.9778
52608/60000 [=========================>....] - ETA: 0s - loss: 0.0755 - acc: 0.9777
53248/60000 [=========================>....] - ETA: 0s - loss: 0.0751 - acc: 0.9778
53888/60000 [=========================>....] - ETA: 0s - loss: 0.0753 - acc: 0.9779
54400/60000 [==========================>...] - ETA: 0s - loss: 0.0753 - acc: 0.9778
54784/60000 [==========================>...] - ETA: 0s - loss: 0.0753 - acc: 0.9778
55424/60000 [==========================>...] - ETA: 0s - loss: 0.0754 - acc: 0.9777
56064/60000 [===========================>..] - ETA: 0s - loss: 0.0757 - acc: 0.9777
56704/60000 [===========================>..] - ETA: 0s - loss: 0.0760 - acc: 0.9777
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0764 - acc: 0.9776
58112/60000 [============================>.] - ETA: 0s - loss: 0.0758 - acc: 0.9777
58752/60000 [============================>.] - ETA: 0s - loss: 0.0755 - acc: 0.9778
59392/60000 [============================>.] - ETA: 0s - loss: 0.0755 - acc: 0.9778
60000/60000 [==============================] - 6s 99us/step - loss: 0.0754 - acc: 0.9778 - val_loss: 0.0767 - val_acc: 0.9780
Epoch 4/20
128/60000 [..............................] - ETA: 4s - loss: 0.0358 - acc: 0.9844
768/60000 [..............................] - ETA: 4s - loss: 0.0566 - acc: 0.9818
1408/60000 [..............................] - ETA: 4s - loss: 0.0516 - acc: 0.9830
1920/60000 [..............................] - ETA: 4s - loss: 0.0472 - acc: 0.9833
2560/60000 [>.............................] - ETA: 4s - loss: 0.0504 - acc: 0.9836
3200/60000 [>.............................] - ETA: 4s - loss: 0.0485 - acc: 0.9844
3968/60000 [>.............................] - ETA: 4s - loss: 0.0455 - acc: 0.9851
4480/60000 [=>............................] - ETA: 4s - loss: 0.0448 - acc: 0.9857
5120/60000 [=>............................] - ETA: 4s - loss: 0.0473 - acc: 0.9850
5760/60000 [=>............................] - ETA: 4s - loss: 0.0454 - acc: 0.9852
6400/60000 [==>...........................] - ETA: 4s - loss: 0.0471 - acc: 0.9848
7040/60000 [==>...........................] - ETA: 4s - loss: 0.0474 - acc: 0.9848
7680/60000 [==>...........................] - ETA: 4s - loss: 0.0484 - acc: 0.9844
8320/60000 [===>..........................] - ETA: 4s - loss: 0.0494 - acc: 0.9839
8832/60000 [===>..........................] - ETA: 4s - loss: 0.0507 - acc: 0.9835
9344/60000 [===>..........................] - ETA: 4s - loss: 0.0508 - acc: 0.9836
9984/60000 [===>..........................] - ETA: 4s - loss: 0.0503 - acc: 0.9842
10624/60000 [====>.........................] - ETA: 4s - loss: 0.0496 - acc: 0.9845
11264/60000 [====>.........................] - ETA: 4s - loss: 0.0501 - acc: 0.9842
11904/60000 [====>.........................] - ETA: 4s - loss: 0.0494 - acc: 0.9845
12672/60000 [=====>........................] - ETA: 4s - loss: 0.0505 - acc: 0.9845
13312/60000 [=====>........................] - ETA: 4s - loss: 0.0516 - acc: 0.9839
13824/60000 [=====>........................] - ETA: 4s - loss: 0.0524 - acc: 0.9839
14208/60000 [======>.......................] - ETA: 4s - loss: 0.0527 - acc: 0.9837
14848/60000 [======>.......................] - ETA: 4s - loss: 0.0551 - acc: 0.9834
15488/60000 [======>.......................] - ETA: 3s - loss: 0.0551 - acc: 0.9834
16128/60000 [=======>......................] - ETA: 3s - loss: 0.0561 - acc: 0.9830
16768/60000 [=======>......................] - ETA: 3s - loss: 0.0561 - acc: 0.9828
17408/60000 [=======>......................] - ETA: 3s - loss: 0.0560 - acc: 0.9828
18048/60000 [========>.....................] - ETA: 3s - loss: 0.0561 - acc: 0.9828
18432/60000 [========>.....................] - ETA: 3s - loss: 0.0559 - acc: 0.9827
19072/60000 [========>.....................] - ETA: 3s - loss: 0.0557 - acc: 0.9830
19712/60000 [========>.....................] - ETA: 3s - loss: 0.0560 - acc: 0.9828
20352/60000 [=========>....................] - ETA: 3s - loss: 0.0555 - acc: 0.9828
20864/60000 [=========>....................] - ETA: 3s - loss: 0.0553 - acc: 0.9827
21504/60000 [=========>....................] - ETA: 3s - loss: 0.0554 - acc: 0.9827
22144/60000 [==========>...................] - ETA: 3s - loss: 0.0551 - acc: 0.9828
22784/60000 [==========>...................] - ETA: 3s - loss: 0.0555 - acc: 0.9828
23424/60000 [==========>...................] - ETA: 3s - loss: 0.0552 - acc: 0.9829
24064/60000 [===========>..................] - ETA: 3s - loss: 0.0551 - acc: 0.9828
24704/60000 [===========>..................] - ETA: 3s - loss: 0.0553 - acc: 0.9827
25344/60000 [===========>..................] - ETA: 3s - loss: 0.0562 - acc: 0.9827
26112/60000 [============>.................] - ETA: 3s - loss: 0.0563 - acc: 0.9827
26752/60000 [============>.................] - ETA: 2s - loss: 0.0561 - acc: 0.9827
27392/60000 [============>.................] - ETA: 2s - loss: 0.0558 - acc: 0.9829
28032/60000 [=============>................] - ETA: 2s - loss: 0.0550 - acc: 0.9831
28672/60000 [=============>................] - ETA: 2s - loss: 0.0548 - acc: 0.9833
29312/60000 [=============>................] - ETA: 2s - loss: 0.0546 - acc: 0.9832
29952/60000 [=============>................] - ETA: 2s - loss: 0.0543 - acc: 0.9833
30592/60000 [==============>...............] - ETA: 2s - loss: 0.0540 - acc: 0.9833
31232/60000 [==============>...............] - ETA: 2s - loss: 0.0542 - acc: 0.9833
31872/60000 [==============>...............] - ETA: 2s - loss: 0.0545 - acc: 0.9832
32512/60000 [===============>..............] - ETA: 2s - loss: 0.0547 - acc: 0.9831
33152/60000 [===============>..............] - ETA: 2s - loss: 0.0557 - acc: 0.9830
33792/60000 [===============>..............] - ETA: 2s - loss: 0.0551 - acc: 0.9831
34432/60000 [================>.............] - ETA: 2s - loss: 0.0548 - acc: 0.9832
35072/60000 [================>.............] - ETA: 2s - loss: 0.0550 - acc: 0.9831
35712/60000 [================>.............] - ETA: 2s - loss: 0.0551 - acc: 0.9831
36352/60000 [=================>............] - ETA: 2s - loss: 0.0550 - acc: 0.9832
36992/60000 [=================>............] - ETA: 1s - loss: 0.0548 - acc: 0.9832
37632/60000 [=================>............] - ETA: 1s - loss: 0.0552 - acc: 0.9831
38272/60000 [==================>...........] - ETA: 1s - loss: 0.0561 - acc: 0.9830
38912/60000 [==================>...........] - ETA: 1s - loss: 0.0560 - acc: 0.9830
39552/60000 [==================>...........] - ETA: 1s - loss: 0.0563 - acc: 0.9830
40192/60000 [===================>..........] - ETA: 1s - loss: 0.0565 - acc: 0.9828
40832/60000 [===================>..........] - ETA: 1s - loss: 0.0562 - acc: 0.9830
41344/60000 [===================>..........] - ETA: 1s - loss: 0.0563 - acc: 0.9830
41984/60000 [===================>..........] - ETA: 1s - loss: 0.0566 - acc: 0.9829
42624/60000 [====================>.........] - ETA: 1s - loss: 0.0566 - acc: 0.9829
43264/60000 [====================>.........] - ETA: 1s - loss: 0.0562 - acc: 0.9830
44032/60000 [=====================>........] - ETA: 1s - loss: 0.0562 - acc: 0.9829
44672/60000 [=====================>........] - ETA: 1s - loss: 0.0565 - acc: 0.9829
45312/60000 [=====================>........] - ETA: 1s - loss: 0.0567 - acc: 0.9828
45952/60000 [=====================>........] - ETA: 1s - loss: 0.0576 - acc: 0.9825
46592/60000 [======================>.......] - ETA: 1s - loss: 0.0579 - acc: 0.9825
47232/60000 [======================>.......] - ETA: 1s - loss: 0.0580 - acc: 0.9825
47872/60000 [======================>.......] - ETA: 1s - loss: 0.0579 - acc: 0.9826
48512/60000 [=======================>......] - ETA: 0s - loss: 0.0582 - acc: 0.9825
49152/60000 [=======================>......] - ETA: 0s - loss: 0.0578 - acc: 0.9825
49792/60000 [=======================>......] - ETA: 0s - loss: 0.0583 - acc: 0.9825
50432/60000 [========================>.....] - ETA: 0s - loss: 0.0584 - acc: 0.9824
51072/60000 [========================>.....] - ETA: 0s - loss: 0.0589 - acc: 0.9823
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0587 - acc: 0.9823
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0585 - acc: 0.9824
52992/60000 [=========================>....] - ETA: 0s - loss: 0.0587 - acc: 0.9824
53632/60000 [=========================>....] - ETA: 0s - loss: 0.0587 - acc: 0.9824
54272/60000 [==========================>...] - ETA: 0s - loss: 0.0593 - acc: 0.9823
54912/60000 [==========================>...] - ETA: 0s - loss: 0.0596 - acc: 0.9822
55552/60000 [==========================>...] - ETA: 0s - loss: 0.0598 - acc: 0.9823
56192/60000 [===========================>..] - ETA: 0s - loss: 0.0600 - acc: 0.9822
56832/60000 [===========================>..] - ETA: 0s - loss: 0.0599 - acc: 0.9822
57472/60000 [===========================>..] - ETA: 0s - loss: 0.0600 - acc: 0.9822
58112/60000 [============================>.] - ETA: 0s - loss: 0.0598 - acc: 0.9822
58752/60000 [============================>.] - ETA: 0s - loss: 0.0598 - acc: 0.9822
59392/60000 [============================>.] - ETA: 0s - loss: 0.0597 - acc: 0.9822
60000/60000 [==============================] - 5s 89us/step - loss: 0.0596 - acc: 0.9822 - val_loss: 0.0709 - val_acc: 0.9803
Epoch 5/20
128/60000 [..............................] - ETA: 5s - loss: 0.0298 - acc: 0.9844
768/60000 [..............................] - ETA: 5s - loss: 0.0189 - acc: 0.9948
1408/60000 [..............................] - ETA: 5s - loss: 0.0291 - acc: 0.9929
2048/60000 [>.............................] - ETA: 4s - loss: 0.0339 - acc: 0.9917
2560/60000 [>.............................] - ETA: 5s - loss: 0.0366 - acc: 0.9891
3200/60000 [>.............................] - ETA: 5s - loss: 0.0371 - acc: 0.9881
3840/60000 [>.............................] - ETA: 5s - loss: 0.0354 - acc: 0.9885
4480/60000 [=>............................] - ETA: 5s - loss: 0.0357 - acc: 0.9891
4992/60000 [=>............................] - ETA: 5s - loss: 0.0362 - acc: 0.9892
5632/60000 [=>............................] - ETA: 5s - loss: 0.0366 - acc: 0.9886
6272/60000 [==>...........................] - ETA: 5s - loss: 0.0385 - acc: 0.9882
6912/60000 [==>...........................] - ETA: 4s - loss: 0.0385 - acc: 0.9880
7424/60000 [==>...........................] - ETA: 4s - loss: 0.0381 - acc: 0.9883
8064/60000 [===>..........................] - ETA: 4s - loss: 0.0370 - acc: 0.9888
8704/60000 [===>..........................] - ETA: 4s - loss: 0.0372 - acc: 0.9886
9344/60000 [===>..........................] - ETA: 4s - loss: 0.0385 - acc: 0.9881
9856/60000 [===>..........................] - ETA: 4s - loss: 0.0373 - acc: 0.9885
10496/60000 [====>.........................] - ETA: 4s - loss: 0.0364 - acc: 0.9889
11136/60000 [====>.........................] - ETA: 4s - loss: 0.0377 - acc: 0.9885
11776/60000 [====>.........................] - ETA: 4s - loss: 0.0388 - acc: 0.9881
12416/60000 [=====>........................] - ETA: 4s - loss: 0.0398 - acc: 0.9878
13056/60000 [=====>........................] - ETA: 4s - loss: 0.0419 - acc: 0.9874
13696/60000 [=====>........................] - ETA: 4s - loss: 0.0430 - acc: 0.9869
14336/60000 [======>.......................] - ETA: 4s - loss: 0.0431 - acc: 0.9870
14976/60000 [======>.......................] - ETA: 4s - loss: 0.0442 - acc: 0.9868
15616/60000 [======>.......................] - ETA: 4s - loss: 0.0437 - acc: 0.9869
16256/60000 [=======>......................] - ETA: 3s - loss: 0.0444 - acc: 0.9867
16896/60000 [=======>......................] - ETA: 3s - loss: 0.0440 - acc: 0.9867
17536/60000 [=======>......................] - ETA: 3s - loss: 0.0450 - acc: 0.9866
18176/60000 [========>.....................] - ETA: 3s - loss: 0.0443 - acc: 0.9867
18816/60000 [========>.....................] - ETA: 3s - loss: 0.0439 - acc: 0.9868
19456/60000 [========>.....................] - ETA: 3s - loss: 0.0451 - acc: 0.9863
20096/60000 [=========>....................] - ETA: 3s - loss: 0.0451 - acc: 0.9864
20736/60000 [=========>....................] - ETA: 3s - loss: 0.0451 - acc: 0.9864
21248/60000 [=========>....................] - ETA: 3s - loss: 0.0449 - acc: 0.9865
21888/60000 [=========>....................] - ETA: 3s - loss: 0.0451 - acc: 0.9864
22528/60000 [==========>...................] - ETA: 3s - loss: 0.0455 - acc: 0.9863
23168/60000 [==========>...................] - ETA: 3s - loss: 0.0451 - acc: 0.9864
23680/60000 [==========>...................] - ETA: 3s - loss: 0.0457 - acc: 0.9863
24320/60000 [===========>..................] - ETA: 3s - loss: 0.0454 - acc: 0.9864
24832/60000 [===========>..................] - ETA: 3s - loss: 0.0460 - acc: 0.9863
25472/60000 [===========>..................] - ETA: 3s - loss: 0.0459 - acc: 0.9865
26112/60000 [============>.................] - ETA: 3s - loss: 0.0467 - acc: 0.9863
26752/60000 [============>.................] - ETA: 2s - loss: 0.0466 - acc: 0.9863
27136/60000 [============>.................] - ETA: 2s - loss: 0.0467 - acc: 0.9863
27520/60000 [============>.................] - ETA: 2s - loss: 0.0466 - acc: 0.9863
28160/60000 [=============>................] - ETA: 2s - loss: 0.0465 - acc: 0.9862
28800/60000 [=============>................] - ETA: 2s - loss: 0.0457 - acc: 0.9865
29440/60000 [=============>................] - ETA: 2s - loss: 0.0455 - acc: 0.9864
29952/60000 [=============>................] - ETA: 2s - loss: 0.0465 - acc: 0.9863
30592/60000 [==============>...............] - ETA: 2s - loss: 0.0471 - acc: 0.9860
31232/60000 [==============>...............] - ETA: 2s - loss: 0.0474 - acc: 0.9860
31616/60000 [==============>...............] - ETA: 2s - loss: 0.0474 - acc: 0.9861
32256/60000 [===============>..............] - ETA: 2s - loss: 0.0477 - acc: 0.9861
32768/60000 [===============>..............] - ETA: 2s - loss: 0.0474 - acc: 0.9861
33408/60000 [===============>..............] - ETA: 2s - loss: 0.0470 - acc: 0.9863
34048/60000 [================>.............] - ETA: 2s - loss: 0.0474 - acc: 0.9863
34688/60000 [================>.............] - ETA: 2s - loss: 0.0480 - acc: 0.9860
35328/60000 [================>.............] - ETA: 2s - loss: 0.0484 - acc: 0.9858
35968/60000 [================>.............] - ETA: 2s - loss: 0.0490 - acc: 0.9855
36608/60000 [=================>............] - ETA: 2s - loss: 0.0487 - acc: 0.9855
37248/60000 [=================>............] - ETA: 2s - loss: 0.0486 - acc: 0.9856
37888/60000 [=================>............] - ETA: 2s - loss: 0.0485 - acc: 0.9856
38528/60000 [==================>...........] - ETA: 2s - loss: 0.0484 - acc: 0.9856
39168/60000 [==================>...........] - ETA: 1s - loss: 0.0488 - acc: 0.9854
39552/60000 [==================>...........] - ETA: 1s - loss: 0.0486 - acc: 0.9854
40192/60000 [===================>..........] - ETA: 1s - loss: 0.0485 - acc: 0.9855
40832/60000 [===================>..........] - ETA: 1s - loss: 0.0483 - acc: 0.9856
41472/60000 [===================>..........] - ETA: 1s - loss: 0.0482 - acc: 0.9855
42112/60000 [====================>.........] - ETA: 1s - loss: 0.0480 - acc: 0.9856
42752/60000 [====================>.........] - ETA: 1s - loss: 0.0486 - acc: 0.9855
43392/60000 [====================>.........] - ETA: 1s - loss: 0.0487 - acc: 0.9854
44160/60000 [=====================>........] - ETA: 1s - loss: 0.0488 - acc: 0.9854
44800/60000 [=====================>........] - ETA: 1s - loss: 0.0488 - acc: 0.9854
45440/60000 [=====================>........] - ETA: 1s - loss: 0.0489 - acc: 0.9852
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0490 - acc: 0.9852
46720/60000 [======================>.......] - ETA: 1s - loss: 0.0488 - acc: 0.9853
47360/60000 [======================>.......] - ETA: 1s - loss: 0.0484 - acc: 0.9853
48000/60000 [=======================>......] - ETA: 1s - loss: 0.0485 - acc: 0.9853
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0483 - acc: 0.9853
49280/60000 [=======================>......] - ETA: 0s - loss: 0.0483 - acc: 0.9853
49920/60000 [=======================>......] - ETA: 0s - loss: 0.0484 - acc: 0.9853
50560/60000 [========================>.....] - ETA: 0s - loss: 0.0483 - acc: 0.9854
51200/60000 [========================>.....] - ETA: 0s - loss: 0.0481 - acc: 0.9854
51840/60000 [========================>.....] - ETA: 0s - loss: 0.0480 - acc: 0.9854
52608/60000 [=========================>....] - ETA: 0s - loss: 0.0478 - acc: 0.9855
53248/60000 [=========================>....] - ETA: 0s - loss: 0.0477 - acc: 0.9855
53888/60000 [=========================>....] - ETA: 0s - loss: 0.0478 - acc: 0.9854
54400/60000 [==========================>...] - ETA: 0s - loss: 0.0481 - acc: 0.9853
55040/60000 [==========================>...] - ETA: 0s - loss: 0.0480 - acc: 0.9854
55552/60000 [==========================>...] - ETA: 0s - loss: 0.0483 - acc: 0.9853
56192/60000 [===========================>..] - ETA: 0s - loss: 0.0482 - acc: 0.9853
56832/60000 [===========================>..] - ETA: 0s - loss: 0.0482 - acc: 0.9853
57472/60000 [===========================>..] - ETA: 0s - loss: 0.0485 - acc: 0.9853
58112/60000 [============================>.] - ETA: 0s - loss: 0.0484 - acc: 0.9853
58752/60000 [============================>.] - ETA: 0s - loss: 0.0484 - acc: 0.9852
59392/60000 [============================>.] - ETA: 0s - loss: 0.0483 - acc: 0.9853
59904/60000 [============================>.] - ETA: 0s - loss: 0.0480 - acc: 0.9853
60000/60000 [==============================] - 6s 95us/step - loss: 0.0481 - acc: 0.9853 - val_loss: 0.0877 - val_acc: 0.9789
Epoch 6/20
128/60000 [..............................] - ETA: 5s - loss: 0.0703 - acc: 0.9922
768/60000 [..............................] - ETA: 4s - loss: 0.0503 - acc: 0.9922
1152/60000 [..............................] - ETA: 6s - loss: 0.0509 - acc: 0.9905
1792/60000 [..............................] - ETA: 5s - loss: 0.0463 - acc: 0.9877
2304/60000 [>.............................] - ETA: 5s - loss: 0.0510 - acc: 0.9861
2944/60000 [>.............................] - ETA: 5s - loss: 0.0503 - acc: 0.9864
3712/60000 [>.............................] - ETA: 5s - loss: 0.0462 - acc: 0.9865
4352/60000 [=>............................] - ETA: 5s - loss: 0.0438 - acc: 0.9874
4992/60000 [=>............................] - ETA: 4s - loss: 0.0437 - acc: 0.9880
5632/60000 [=>............................] - ETA: 4s - loss: 0.0446 - acc: 0.9877
6016/60000 [==>...........................] - ETA: 5s - loss: 0.0428 - acc: 0.9880
6656/60000 [==>...........................] - ETA: 5s - loss: 0.0439 - acc: 0.9883
7296/60000 [==>...........................] - ETA: 5s - loss: 0.0436 - acc: 0.9879
7936/60000 [==>...........................] - ETA: 5s - loss: 0.0432 - acc: 0.9880
8576/60000 [===>..........................] - ETA: 5s - loss: 0.0437 - acc: 0.9878
9216/60000 [===>..........................] - ETA: 4s - loss: 0.0434 - acc: 0.9876
9856/60000 [===>..........................] - ETA: 4s - loss: 0.0442 - acc: 0.9872
10496/60000 [====>.........................] - ETA: 4s - loss: 0.0435 - acc: 0.9869
11136/60000 [====>.........................] - ETA: 4s - loss: 0.0435 - acc: 0.9867
11776/60000 [====>.........................] - ETA: 4s - loss: 0.0424 - acc: 0.9871
12416/60000 [=====>........................] - ETA: 4s - loss: 0.0415 - acc: 0.9873
13056/60000 [=====>........................] - ETA: 4s - loss: 0.0412 - acc: 0.9874
13568/60000 [=====>........................] - ETA: 4s - loss: 0.0411 - acc: 0.9875
14208/60000 [======>.......................] - ETA: 4s - loss: 0.0403 - acc: 0.9877
14720/60000 [======>.......................] - ETA: 4s - loss: 0.0413 - acc: 0.9875
15360/60000 [======>.......................] - ETA: 4s - loss: 0.0405 - acc: 0.9878
15872/60000 [======>.......................] - ETA: 4s - loss: 0.0404 - acc: 0.9877
16512/60000 [=======>......................] - ETA: 4s - loss: 0.0401 - acc: 0.9877
17152/60000 [=======>......................] - ETA: 3s - loss: 0.0412 - acc: 0.9874
17792/60000 [=======>......................] - ETA: 3s - loss: 0.0412 - acc: 0.9875
18432/60000 [========>.....................] - ETA: 3s - loss: 0.0404 - acc: 0.9877
19072/60000 [========>.....................] - ETA: 3s - loss: 0.0406 - acc: 0.9877
19712/60000 [========>.....................] - ETA: 3s - loss: 0.0404 - acc: 0.9877
20352/60000 [=========>....................] - ETA: 3s - loss: 0.0404 - acc: 0.9877
20992/60000 [=========>....................] - ETA: 3s - loss: 0.0401 - acc: 0.9878
21632/60000 [=========>....................] - ETA: 3s - loss: 0.0396 - acc: 0.9879
22272/60000 [==========>...................] - ETA: 3s - loss: 0.0399 - acc: 0.9880
22912/60000 [==========>...................] - ETA: 3s - loss: 0.0408 - acc: 0.9877
23552/60000 [==========>...................] - ETA: 3s - loss: 0.0406 - acc: 0.9878
24192/60000 [===========>..................] - ETA: 3s - loss: 0.0413 - acc: 0.9876
24832/60000 [===========>..................] - ETA: 3s - loss: 0.0413 - acc: 0.9876
25344/60000 [===========>..................] - ETA: 3s - loss: 0.0410 - acc: 0.9876
25984/60000 [===========>..................] - ETA: 3s - loss: 0.0410 - acc: 0.9876
26624/60000 [============>.................] - ETA: 2s - loss: 0.0412 - acc: 0.9877
27264/60000 [============>.................] - ETA: 2s - loss: 0.0411 - acc: 0.9877
27904/60000 [============>.................] - ETA: 2s - loss: 0.0420 - acc: 0.9876
28544/60000 [=============>................] - ETA: 2s - loss: 0.0416 - acc: 0.9876
29184/60000 [=============>................] - ETA: 2s - loss: 0.0426 - acc: 0.9874
29824/60000 [=============>................] - ETA: 2s - loss: 0.0422 - acc: 0.9875
30464/60000 [==============>...............] - ETA: 2s - loss: 0.0428 - acc: 0.9873
31104/60000 [==============>...............] - ETA: 2s - loss: 0.0429 - acc: 0.9872
31744/60000 [==============>...............] - ETA: 2s - loss: 0.0428 - acc: 0.9872
32256/60000 [===============>..............] - ETA: 2s - loss: 0.0430 - acc: 0.9871
32896/60000 [===============>..............] - ETA: 2s - loss: 0.0431 - acc: 0.9872
33536/60000 [===============>..............] - ETA: 2s - loss: 0.0432 - acc: 0.9871
34176/60000 [================>.............] - ETA: 2s - loss: 0.0430 - acc: 0.9872
34816/60000 [================>.............] - ETA: 2s - loss: 0.0430 - acc: 0.9872
35200/60000 [================>.............] - ETA: 2s - loss: 0.0428 - acc: 0.9872
35456/60000 [================>.............] - ETA: 2s - loss: 0.0430 - acc: 0.9871
35840/60000 [================>.............] - ETA: 2s - loss: 0.0431 - acc: 0.9871
36480/60000 [=================>............] - ETA: 2s - loss: 0.0432 - acc: 0.9871
37120/60000 [=================>............] - ETA: 2s - loss: 0.0430 - acc: 0.9872
37760/60000 [=================>............] - ETA: 2s - loss: 0.0432 - acc: 0.9870
38400/60000 [==================>...........] - ETA: 2s - loss: 0.0432 - acc: 0.9870
39040/60000 [==================>...........] - ETA: 1s - loss: 0.0430 - acc: 0.9872
39552/60000 [==================>...........] - ETA: 1s - loss: 0.0428 - acc: 0.9872
40064/60000 [===================>..........] - ETA: 1s - loss: 0.0427 - acc: 0.9873
40448/60000 [===================>..........] - ETA: 1s - loss: 0.0427 - acc: 0.9873
41088/60000 [===================>..........] - ETA: 1s - loss: 0.0430 - acc: 0.9872
41472/60000 [===================>..........] - ETA: 1s - loss: 0.0430 - acc: 0.9872
42112/60000 [====================>.........] - ETA: 1s - loss: 0.0435 - acc: 0.9871
42624/60000 [====================>.........] - ETA: 1s - loss: 0.0434 - acc: 0.9872
43264/60000 [====================>.........] - ETA: 1s - loss: 0.0431 - acc: 0.9872
43776/60000 [====================>.........] - ETA: 1s - loss: 0.0430 - acc: 0.9873
44160/60000 [=====================>........] - ETA: 1s - loss: 0.0428 - acc: 0.9873
44800/60000 [=====================>........] - ETA: 1s - loss: 0.0430 - acc: 0.9873
45440/60000 [=====================>........] - ETA: 1s - loss: 0.0431 - acc: 0.9873
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0430 - acc: 0.9873
46592/60000 [======================>.......] - ETA: 1s - loss: 0.0429 - acc: 0.9873
47232/60000 [======================>.......] - ETA: 1s - loss: 0.0429 - acc: 0.9872
47872/60000 [======================>.......] - ETA: 1s - loss: 0.0431 - acc: 0.9872
48512/60000 [=======================>......] - ETA: 1s - loss: 0.0434 - acc: 0.9872
49152/60000 [=======================>......] - ETA: 1s - loss: 0.0432 - acc: 0.9872
49792/60000 [=======================>......] - ETA: 0s - loss: 0.0430 - acc: 0.9872
50432/60000 [========================>.....] - ETA: 0s - loss: 0.0431 - acc: 0.9873
51072/60000 [========================>.....] - ETA: 0s - loss: 0.0432 - acc: 0.9872
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0434 - acc: 0.9871
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0434 - acc: 0.9871
52992/60000 [=========================>....] - ETA: 0s - loss: 0.0434 - acc: 0.9870
53248/60000 [=========================>....] - ETA: 0s - loss: 0.0433 - acc: 0.9871
53888/60000 [=========================>....] - ETA: 0s - loss: 0.0434 - acc: 0.9871
54144/60000 [==========================>...] - ETA: 0s - loss: 0.0435 - acc: 0.9870
54784/60000 [==========================>...] - ETA: 0s - loss: 0.0435 - acc: 0.9870
55424/60000 [==========================>...] - ETA: 0s - loss: 0.0435 - acc: 0.9870
56064/60000 [===========================>..] - ETA: 0s - loss: 0.0434 - acc: 0.9871
56704/60000 [===========================>..] - ETA: 0s - loss: 0.0431 - acc: 0.9871
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0433 - acc: 0.9871
57984/60000 [===========================>..] - ETA: 0s - loss: 0.0432 - acc: 0.9871
58624/60000 [============================>.] - ETA: 0s - loss: 0.0432 - acc: 0.9871
59264/60000 [============================>.] - ETA: 0s - loss: 0.0432 - acc: 0.9872
59904/60000 [============================>.] - ETA: 0s - loss: 0.0433 - acc: 0.9871
60000/60000 [==============================] - 6s 100us/step - loss: 0.0432 - acc: 0.9871 - val_loss: 0.0765 - val_acc: 0.9798
Epoch 7/20
128/60000 [..............................] - ETA: 5s - loss: 0.0239 - acc: 0.9844
768/60000 [..............................] - ETA: 4s - loss: 0.0200 - acc: 0.9909
1408/60000 [..............................] - ETA: 4s - loss: 0.0162 - acc: 0.9936
2048/60000 [>.............................] - ETA: 5s - loss: 0.0246 - acc: 0.9922
2688/60000 [>.............................] - ETA: 5s - loss: 0.0224 - acc: 0.9922
3072/60000 [>.............................] - ETA: 5s - loss: 0.0234 - acc: 0.9915
3712/60000 [>.............................] - ETA: 5s - loss: 0.0252 - acc: 0.9914
4352/60000 [=>............................] - ETA: 5s - loss: 0.0275 - acc: 0.9906
4864/60000 [=>............................] - ETA: 5s - loss: 0.0273 - acc: 0.9905
5504/60000 [=>............................] - ETA: 4s - loss: 0.0281 - acc: 0.9898
5632/60000 [=>............................] - ETA: 5s - loss: 0.0283 - acc: 0.9897
6016/60000 [==>...........................] - ETA: 5s - loss: 0.0300 - acc: 0.9897
6144/60000 [==>...........................] - ETA: 6s - loss: 0.0297 - acc: 0.9897
6784/60000 [==>...........................] - ETA: 6s - loss: 0.0297 - acc: 0.9895
7424/60000 [==>...........................] - ETA: 6s - loss: 0.0308 - acc: 0.9894
8064/60000 [===>..........................] - ETA: 6s - loss: 0.0313 - acc: 0.9892
8704/60000 [===>..........................] - ETA: 5s - loss: 0.0305 - acc: 0.9892
8960/60000 [===>..........................] - ETA: 5s - loss: 0.0304 - acc: 0.9892
9600/60000 [===>..........................] - ETA: 5s - loss: 0.0298 - acc: 0.9895
10112/60000 [====>.........................] - ETA: 5s - loss: 0.0288 - acc: 0.9898
10496/60000 [====>.........................] - ETA: 5s - loss: 0.0285 - acc: 0.9900
10752/60000 [====>.........................] - ETA: 6s - loss: 0.0288 - acc: 0.9900
11392/60000 [====>.........................] - ETA: 5s - loss: 0.0287 - acc: 0.9899
12032/60000 [=====>........................] - ETA: 5s - loss: 0.0302 - acc: 0.9894
12672/60000 [=====>........................] - ETA: 5s - loss: 0.0297 - acc: 0.9896
13312/60000 [=====>........................] - ETA: 5s - loss: 0.0312 - acc: 0.9896
13952/60000 [=====>........................] - ETA: 5s - loss: 0.0309 - acc: 0.9897
14592/60000 [======>.......................] - ETA: 5s - loss: 0.0311 - acc: 0.9897
15104/60000 [======>.......................] - ETA: 5s - loss: 0.0304 - acc: 0.9898
15744/60000 [======>.......................] - ETA: 4s - loss: 0.0316 - acc: 0.9896
16384/60000 [=======>......................] - ETA: 4s - loss: 0.0315 - acc: 0.9895
17024/60000 [=======>......................] - ETA: 4s - loss: 0.0311 - acc: 0.9895
17664/60000 [=======>......................] - ETA: 4s - loss: 0.0308 - acc: 0.9896
18304/60000 [========>.....................] - ETA: 4s - loss: 0.0304 - acc: 0.9895
18944/60000 [========>.....................] - ETA: 4s - loss: 0.0307 - acc: 0.9894
19584/60000 [========>.....................] - ETA: 4s - loss: 0.0314 - acc: 0.9892
20224/60000 [=========>....................] - ETA: 4s - loss: 0.0320 - acc: 0.9894
20864/60000 [=========>....................] - ETA: 4s - loss: 0.0313 - acc: 0.9896
21376/60000 [=========>....................] - ETA: 4s - loss: 0.0318 - acc: 0.9896
22016/60000 [==========>...................] - ETA: 4s - loss: 0.0326 - acc: 0.9894
22656/60000 [==========>...................] - ETA: 3s - loss: 0.0335 - acc: 0.9890
23296/60000 [==========>...................] - ETA: 3s - loss: 0.0352 - acc: 0.9885
23936/60000 [==========>...................] - ETA: 3s - loss: 0.0351 - acc: 0.9886
24576/60000 [===========>..................] - ETA: 3s - loss: 0.0349 - acc: 0.9887
25216/60000 [===========>..................] - ETA: 3s - loss: 0.0347 - acc: 0.9888
25856/60000 [===========>..................] - ETA: 3s - loss: 0.0350 - acc: 0.9887
26496/60000 [============>.................] - ETA: 3s - loss: 0.0350 - acc: 0.9887
27136/60000 [============>.................] - ETA: 3s - loss: 0.0348 - acc: 0.9888
27776/60000 [============>.................] - ETA: 3s - loss: 0.0349 - acc: 0.9886
28416/60000 [=============>................] - ETA: 3s - loss: 0.0349 - acc: 0.9886
29056/60000 [=============>................] - ETA: 3s - loss: 0.0349 - acc: 0.9885
29696/60000 [=============>................] - ETA: 3s - loss: 0.0345 - acc: 0.9886
29952/60000 [=============>................] - ETA: 3s - loss: 0.0345 - acc: 0.9886
30208/60000 [==============>...............] - ETA: 3s - loss: 0.0344 - acc: 0.9886
30848/60000 [==============>...............] - ETA: 2s - loss: 0.0350 - acc: 0.9886
30976/60000 [==============>...............] - ETA: 3s - loss: 0.0350 - acc: 0.9886
31232/60000 [==============>...............] - ETA: 3s - loss: 0.0350 - acc: 0.9886
31488/60000 [==============>...............] - ETA: 2s - loss: 0.0349 - acc: 0.9886
32128/60000 [===============>..............] - ETA: 2s - loss: 0.0345 - acc: 0.9887
32768/60000 [===============>..............] - ETA: 2s - loss: 0.0342 - acc: 0.9887
33280/60000 [===============>..............] - ETA: 2s - loss: 0.0346 - acc: 0.9886
33920/60000 [===============>..............] - ETA: 2s - loss: 0.0345 - acc: 0.9886
34560/60000 [================>.............] - ETA: 2s - loss: 0.0346 - acc: 0.9885
35200/60000 [================>.............] - ETA: 2s - loss: 0.0346 - acc: 0.9884
35584/60000 [================>.............] - ETA: 2s - loss: 0.0347 - acc: 0.9884
35968/60000 [================>.............] - ETA: 2s - loss: 0.0344 - acc: 0.9885
36608/60000 [=================>............] - ETA: 2s - loss: 0.0347 - acc: 0.9884
36992/60000 [=================>............] - ETA: 2s - loss: 0.0345 - acc: 0.9885
37632/60000 [=================>............] - ETA: 2s - loss: 0.0343 - acc: 0.9885
38144/60000 [==================>...........] - ETA: 2s - loss: 0.0347 - acc: 0.9884
38784/60000 [==================>...........] - ETA: 2s - loss: 0.0349 - acc: 0.9884
39424/60000 [==================>...........] - ETA: 2s - loss: 0.0349 - acc: 0.9884
39936/60000 [==================>...........] - ETA: 2s - loss: 0.0348 - acc: 0.9884
40320/60000 [===================>..........] - ETA: 2s - loss: 0.0350 - acc: 0.9883
40832/60000 [===================>..........] - ETA: 2s - loss: 0.0351 - acc: 0.9883
41472/60000 [===================>..........] - ETA: 2s - loss: 0.0351 - acc: 0.9883
41984/60000 [===================>..........] - ETA: 2s - loss: 0.0353 - acc: 0.9882
42624/60000 [====================>.........] - ETA: 1s - loss: 0.0352 - acc: 0.9883
43264/60000 [====================>.........] - ETA: 1s - loss: 0.0356 - acc: 0.9881
43776/60000 [====================>.........] - ETA: 1s - loss: 0.0357 - acc: 0.9881
44288/60000 [=====================>........] - ETA: 1s - loss: 0.0355 - acc: 0.9881
44928/60000 [=====================>........] - ETA: 1s - loss: 0.0354 - acc: 0.9882
45440/60000 [=====================>........] - ETA: 1s - loss: 0.0352 - acc: 0.9882
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0353 - acc: 0.9883
46336/60000 [======================>.......] - ETA: 1s - loss: 0.0352 - acc: 0.9883
46720/60000 [======================>.......] - ETA: 1s - loss: 0.0353 - acc: 0.9882
47360/60000 [======================>.......] - ETA: 1s - loss: 0.0351 - acc: 0.9882
47744/60000 [======================>.......] - ETA: 1s - loss: 0.0350 - acc: 0.9883
48128/60000 [=======================>......] - ETA: 1s - loss: 0.0350 - acc: 0.9882
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0351 - acc: 0.9882
49280/60000 [=======================>......] - ETA: 1s - loss: 0.0353 - acc: 0.9881
49920/60000 [=======================>......] - ETA: 1s - loss: 0.0356 - acc: 0.9882
50432/60000 [========================>.....] - ETA: 1s - loss: 0.0358 - acc: 0.9882
51072/60000 [========================>.....] - ETA: 1s - loss: 0.0359 - acc: 0.9881
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0360 - acc: 0.9881
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0363 - acc: 0.9880
52992/60000 [=========================>....] - ETA: 0s - loss: 0.0363 - acc: 0.9880
53632/60000 [=========================>....] - ETA: 0s - loss: 0.0364 - acc: 0.9880
54272/60000 [==========================>...] - ETA: 0s - loss: 0.0365 - acc: 0.9881
54912/60000 [==========================>...] - ETA: 0s - loss: 0.0369 - acc: 0.9880
55040/60000 [==========================>...] - ETA: 0s - loss: 0.0369 - acc: 0.9880
55552/60000 [==========================>...] - ETA: 0s - loss: 0.0368 - acc: 0.9880
56192/60000 [===========================>..] - ETA: 0s - loss: 0.0368 - acc: 0.9880
56448/60000 [===========================>..] - ETA: 0s - loss: 0.0366 - acc: 0.9880
57088/60000 [===========================>..] - ETA: 0s - loss: 0.0367 - acc: 0.9880
57728/60000 [===========================>..] - ETA: 0s - loss: 0.0368 - acc: 0.9880
58368/60000 [============================>.] - ETA: 0s - loss: 0.0368 - acc: 0.9880
58880/60000 [============================>.] - ETA: 0s - loss: 0.0366 - acc: 0.9880
59520/60000 [============================>.] - ETA: 0s - loss: 0.0366 - acc: 0.9881
60000/60000 [==============================] - 7s 114us/step - loss: 0.0367 - acc: 0.9880 - val_loss: 0.0813 - val_acc: 0.9805
Epoch 8/20
128/60000 [..............................] - ETA: 5s - loss: 0.0022 - acc: 1.0000
768/60000 [..............................] - ETA: 4s - loss: 0.0597 - acc: 0.9870
1408/60000 [..............................] - ETA: 4s - loss: 0.0405 - acc: 0.9908
2048/60000 [>.............................] - ETA: 4s - loss: 0.0383 - acc: 0.9897
2688/60000 [>.............................] - ETA: 4s - loss: 0.0320 - acc: 0.9911
3328/60000 [>.............................] - ETA: 4s - loss: 0.0311 - acc: 0.9913
3840/60000 [>.............................] - ETA: 7s - loss: 0.0299 - acc: 0.9911
4480/60000 [=>............................] - ETA: 6s - loss: 0.0309 - acc: 0.9911
5120/60000 [=>............................] - ETA: 6s - loss: 0.0307 - acc: 0.9908
5248/60000 [=>............................] - ETA: 6s - loss: 0.0313 - acc: 0.9909
5376/60000 [=>............................] - ETA: 7s - loss: 0.0319 - acc: 0.9907
6016/60000 [==>...........................] - ETA: 7s - loss: 0.0330 - acc: 0.9904
6400/60000 [==>...........................] - ETA: 7s - loss: 0.0332 - acc: 0.9898
6528/60000 [==>...........................] - ETA: 7s - loss: 0.0335 - acc: 0.9897
7040/60000 [==>...........................] - ETA: 7s - loss: 0.0321 - acc: 0.9901
7680/60000 [==>...........................] - ETA: 7s - loss: 0.0328 - acc: 0.9902
8320/60000 [===>..........................] - ETA: 6s - loss: 0.0309 - acc: 0.9907
8960/60000 [===>..........................] - ETA: 6s - loss: 0.0323 - acc: 0.9906
9600/60000 [===>..........................] - ETA: 6s - loss: 0.0327 - acc: 0.9906
10240/60000 [====>.........................] - ETA: 6s - loss: 0.0339 - acc: 0.9902
10880/60000 [====>.........................] - ETA: 6s - loss: 0.0325 - acc: 0.9905
11520/60000 [====>.........................] - ETA: 5s - loss: 0.0335 - acc: 0.9904
12160/60000 [=====>........................] - ETA: 5s - loss: 0.0336 - acc: 0.9901
12800/60000 [=====>........................] - ETA: 5s - loss: 0.0328 - acc: 0.9903
13440/60000 [=====>........................] - ETA: 5s - loss: 0.0327 - acc: 0.9904
13824/60000 [=====>........................] - ETA: 5s - loss: 0.0320 - acc: 0.9906
14336/60000 [======>.......................] - ETA: 5s - loss: 0.0318 - acc: 0.9905
14976/60000 [======>.......................] - ETA: 5s - loss: 0.0319 - acc: 0.9903
15616/60000 [======>.......................] - ETA: 4s - loss: 0.0325 - acc: 0.9903
16256/60000 [=======>......................] - ETA: 4s - loss: 0.0328 - acc: 0.9901
16896/60000 [=======>......................] - ETA: 4s - loss: 0.0330 - acc: 0.9898
17536/60000 [=======>......................] - ETA: 4s - loss: 0.0329 - acc: 0.9898
18176/60000 [========>.....................] - ETA: 4s - loss: 0.0323 - acc: 0.9900
18816/60000 [========>.....................] - ETA: 4s - loss: 0.0320 - acc: 0.9901
19456/60000 [========>.....................] - ETA: 4s - loss: 0.0312 - acc: 0.9903
20096/60000 [=========>....................] - ETA: 4s - loss: 0.0304 - acc: 0.9905
20736/60000 [=========>....................] - ETA: 4s - loss: 0.0302 - acc: 0.9905
21376/60000 [=========>....................] - ETA: 4s - loss: 0.0311 - acc: 0.9902
22016/60000 [==========>...................] - ETA: 3s - loss: 0.0318 - acc: 0.9902
22656/60000 [==========>...................] - ETA: 3s - loss: 0.0322 - acc: 0.9901
23296/60000 [==========>...................] - ETA: 3s - loss: 0.0320 - acc: 0.9902
23936/60000 [==========>...................] - ETA: 3s - loss: 0.0323 - acc: 0.9901
24576/60000 [===========>..................] - ETA: 3s - loss: 0.0320 - acc: 0.9902
25216/60000 [===========>..................] - ETA: 3s - loss: 0.0330 - acc: 0.9900
25856/60000 [===========>..................] - ETA: 3s - loss: 0.0327 - acc: 0.9901
26496/60000 [============>.................] - ETA: 3s - loss: 0.0327 - acc: 0.9901
27136/60000 [============>.................] - ETA: 3s - loss: 0.0327 - acc: 0.9900
27776/60000 [============>.................] - ETA: 3s - loss: 0.0325 - acc: 0.9900
28416/60000 [=============>................] - ETA: 3s - loss: 0.0322 - acc: 0.9901
29056/60000 [=============>................] - ETA: 3s - loss: 0.0322 - acc: 0.9901
29696/60000 [=============>................] - ETA: 2s - loss: 0.0326 - acc: 0.9899
30336/60000 [==============>...............] - ETA: 2s - loss: 0.0329 - acc: 0.9898
30976/60000 [==============>...............] - ETA: 2s - loss: 0.0326 - acc: 0.9899
31616/60000 [==============>...............] - ETA: 2s - loss: 0.0325 - acc: 0.9900
32256/60000 [===============>..............] - ETA: 2s - loss: 0.0332 - acc: 0.9898
32896/60000 [===============>..............] - ETA: 2s - loss: 0.0334 - acc: 0.9898
33536/60000 [===============>..............] - ETA: 2s - loss: 0.0334 - acc: 0.9898
34176/60000 [================>.............] - ETA: 2s - loss: 0.0334 - acc: 0.9898
34816/60000 [================>.............] - ETA: 2s - loss: 0.0332 - acc: 0.9898
35456/60000 [================>.............] - ETA: 2s - loss: 0.0333 - acc: 0.9898
36096/60000 [=================>............] - ETA: 2s - loss: 0.0333 - acc: 0.9899
36736/60000 [=================>............] - ETA: 2s - loss: 0.0329 - acc: 0.9900
37376/60000 [=================>............] - ETA: 2s - loss: 0.0328 - acc: 0.9899
38016/60000 [==================>...........] - ETA: 2s - loss: 0.0327 - acc: 0.9899
38656/60000 [==================>...........] - ETA: 2s - loss: 0.0327 - acc: 0.9900
39296/60000 [==================>...........] - ETA: 1s - loss: 0.0328 - acc: 0.9899
39936/60000 [==================>...........] - ETA: 1s - loss: 0.0329 - acc: 0.9898
40576/60000 [===================>..........] - ETA: 1s - loss: 0.0330 - acc: 0.9898
41216/60000 [===================>..........] - ETA: 1s - loss: 0.0335 - acc: 0.9898
41856/60000 [===================>..........] - ETA: 1s - loss: 0.0333 - acc: 0.9898
42496/60000 [====================>.........] - ETA: 1s - loss: 0.0331 - acc: 0.9898
43136/60000 [====================>.........] - ETA: 1s - loss: 0.0330 - acc: 0.9898
43776/60000 [====================>.........] - ETA: 1s - loss: 0.0329 - acc: 0.9898
44416/60000 [=====================>........] - ETA: 1s - loss: 0.0332 - acc: 0.9897
45056/60000 [=====================>........] - ETA: 1s - loss: 0.0333 - acc: 0.9897
45696/60000 [=====================>........] - ETA: 1s - loss: 0.0336 - acc: 0.9897
46336/60000 [======================>.......] - ETA: 1s - loss: 0.0336 - acc: 0.9898
46976/60000 [======================>.......] - ETA: 1s - loss: 0.0344 - acc: 0.9897
47616/60000 [======================>.......] - ETA: 1s - loss: 0.0343 - acc: 0.9896
48256/60000 [=======================>......] - ETA: 1s - loss: 0.0342 - acc: 0.9896
48896/60000 [=======================>......] - ETA: 1s - loss: 0.0345 - acc: 0.9896
49536/60000 [=======================>......] - ETA: 0s - loss: 0.0344 - acc: 0.9896
50176/60000 [========================>.....] - ETA: 0s - loss: 0.0345 - acc: 0.9897
50816/60000 [========================>.....] - ETA: 0s - loss: 0.0344 - acc: 0.9897
51456/60000 [========================>.....] - ETA: 0s - loss: 0.0342 - acc: 0.9897
52096/60000 [=========================>....] - ETA: 0s - loss: 0.0342 - acc: 0.9897
52736/60000 [=========================>....] - ETA: 0s - loss: 0.0339 - acc: 0.9898
53376/60000 [=========================>....] - ETA: 0s - loss: 0.0341 - acc: 0.9898
54016/60000 [==========================>...] - ETA: 0s - loss: 0.0342 - acc: 0.9898
54656/60000 [==========================>...] - ETA: 0s - loss: 0.0341 - acc: 0.9898
55296/60000 [==========================>...] - ETA: 0s - loss: 0.0342 - acc: 0.9898
55936/60000 [==========================>...] - ETA: 0s - loss: 0.0344 - acc: 0.9898
56448/60000 [===========================>..] - ETA: 0s - loss: 0.0343 - acc: 0.9898
56704/60000 [===========================>..] - ETA: 0s - loss: 0.0344 - acc: 0.9898
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0346 - acc: 0.9897
57984/60000 [===========================>..] - ETA: 0s - loss: 0.0347 - acc: 0.9897
58624/60000 [============================>.] - ETA: 0s - loss: 0.0348 - acc: 0.9897
59136/60000 [============================>.] - ETA: 0s - loss: 0.0347 - acc: 0.9897
59776/60000 [============================>.] - ETA: 0s - loss: 0.0345 - acc: 0.9898
60000/60000 [==============================] - 6s 95us/step - loss: 0.0346 - acc: 0.9897 - val_loss: 0.0867 - val_acc: 0.9815
Epoch 9/20
128/60000 [..............................] - ETA: 5s - loss: 0.0470 - acc: 0.9844
768/60000 [..............................] - ETA: 5s - loss: 0.0485 - acc: 0.9883
1408/60000 [..............................] - ETA: 5s - loss: 0.0379 - acc: 0.9893
2048/60000 [>.............................] - ETA: 5s - loss: 0.0333 - acc: 0.9907
2688/60000 [>.............................] - ETA: 5s - loss: 0.0285 - acc: 0.9918
3328/60000 [>.............................] - ETA: 5s - loss: 0.0270 - acc: 0.9919
3968/60000 [>.............................] - ETA: 4s - loss: 0.0269 - acc: 0.9919
4480/60000 [=>............................] - ETA: 5s - loss: 0.0286 - acc: 0.9920
5120/60000 [=>............................] - ETA: 4s - loss: 0.0274 - acc: 0.9918
5760/60000 [=>............................] - ETA: 4s - loss: 0.0258 - acc: 0.9922
6400/60000 [==>...........................] - ETA: 4s - loss: 0.0251 - acc: 0.9920
7040/60000 [==>...........................] - ETA: 4s - loss: 0.0256 - acc: 0.9916
7424/60000 [==>...........................] - ETA: 4s - loss: 0.0249 - acc: 0.9919
8064/60000 [===>..........................] - ETA: 4s - loss: 0.0262 - acc: 0.9916
8704/60000 [===>..........................] - ETA: 4s - loss: 0.0259 - acc: 0.9915
9344/60000 [===>..........................] - ETA: 4s - loss: 0.0252 - acc: 0.9917
9984/60000 [===>..........................] - ETA: 4s - loss: 0.0258 - acc: 0.9916
10624/60000 [====>.........................] - ETA: 4s - loss: 0.0252 - acc: 0.9920
11264/60000 [====>.........................] - ETA: 4s - loss: 0.0267 - acc: 0.9917
11904/60000 [====>.........................] - ETA: 4s - loss: 0.0261 - acc: 0.9918
12544/60000 [=====>........................] - ETA: 4s - loss: 0.0265 - acc: 0.9916
13184/60000 [=====>........................] - ETA: 4s - loss: 0.0259 - acc: 0.9917
13824/60000 [=====>........................] - ETA: 4s - loss: 0.0260 - acc: 0.9915
14464/60000 [======>.......................] - ETA: 4s - loss: 0.0260 - acc: 0.9916
15104/60000 [======>.......................] - ETA: 3s - loss: 0.0262 - acc: 0.9916
15616/60000 [======>.......................] - ETA: 4s - loss: 0.0275 - acc: 0.9914
16256/60000 [=======>......................] - ETA: 3s - loss: 0.0274 - acc: 0.9912
16896/60000 [=======>......................] - ETA: 3s - loss: 0.0283 - acc: 0.9912
17664/60000 [=======>......................] - ETA: 3s - loss: 0.0274 - acc: 0.9915
18176/60000 [========>.....................] - ETA: 3s - loss: 0.0277 - acc: 0.9913
18816/60000 [========>.....................] - ETA: 3s - loss: 0.0283 - acc: 0.9913
19456/60000 [========>.....................] - ETA: 3s - loss: 0.0300 - acc: 0.9910
19968/60000 [========>.....................] - ETA: 3s - loss: 0.0294 - acc: 0.9911
20608/60000 [=========>....................] - ETA: 3s - loss: 0.0298 - acc: 0.9911
21248/60000 [=========>....................] - ETA: 3s - loss: 0.0297 - acc: 0.9912
21760/60000 [=========>....................] - ETA: 3s - loss: 0.0297 - acc: 0.9912
22400/60000 [==========>...................] - ETA: 3s - loss: 0.0302 - acc: 0.9910
23040/60000 [==========>...................] - ETA: 3s - loss: 0.0302 - acc: 0.9911
23680/60000 [==========>...................] - ETA: 3s - loss: 0.0301 - acc: 0.9910
24192/60000 [===========>..................] - ETA: 3s - loss: 0.0300 - acc: 0.9910
24832/60000 [===========>..................] - ETA: 3s - loss: 0.0302 - acc: 0.9909
25088/60000 [===========>..................] - ETA: 3s - loss: 0.0302 - acc: 0.9910
25728/60000 [===========>..................] - ETA: 3s - loss: 0.0302 - acc: 0.9908
25984/60000 [===========>..................] - ETA: 3s - loss: 0.0306 - acc: 0.9907
26624/60000 [============>.................] - ETA: 3s - loss: 0.0308 - acc: 0.9906
26880/60000 [============>.................] - ETA: 3s - loss: 0.0312 - acc: 0.9906
27520/60000 [============>.................] - ETA: 3s - loss: 0.0309 - acc: 0.9906
27776/60000 [============>.................] - ETA: 3s - loss: 0.0313 - acc: 0.9906
28416/60000 [=============>................] - ETA: 3s - loss: 0.0311 - acc: 0.9906
29056/60000 [=============>................] - ETA: 3s - loss: 0.0309 - acc: 0.9907
29696/60000 [=============>................] - ETA: 2s - loss: 0.0307 - acc: 0.9907
30336/60000 [==============>...............] - ETA: 2s - loss: 0.0305 - acc: 0.9907
30976/60000 [==============>...............] - ETA: 2s - loss: 0.0302 - acc: 0.9907
31616/60000 [==============>...............] - ETA: 2s - loss: 0.0299 - acc: 0.9908
32256/60000 [===============>..............] - ETA: 2s - loss: 0.0298 - acc: 0.9907
32896/60000 [===============>..............] - ETA: 2s - loss: 0.0299 - acc: 0.9906
33536/60000 [===============>..............] - ETA: 2s - loss: 0.0303 - acc: 0.9906
34176/60000 [================>.............] - ETA: 2s - loss: 0.0301 - acc: 0.9906
34816/60000 [================>.............] - ETA: 2s - loss: 0.0301 - acc: 0.9906
35456/60000 [================>.............] - ETA: 2s - loss: 0.0306 - acc: 0.9906
36096/60000 [=================>............] - ETA: 2s - loss: 0.0303 - acc: 0.9906
36736/60000 [=================>............] - ETA: 2s - loss: 0.0308 - acc: 0.9906
37376/60000 [=================>............] - ETA: 2s - loss: 0.0310 - acc: 0.9906
38016/60000 [==================>...........] - ETA: 2s - loss: 0.0314 - acc: 0.9905
38656/60000 [==================>...........] - ETA: 2s - loss: 0.0317 - acc: 0.9903
39296/60000 [==================>...........] - ETA: 1s - loss: 0.0316 - acc: 0.9903
39936/60000 [==================>...........] - ETA: 1s - loss: 0.0316 - acc: 0.9903
40576/60000 [===================>..........] - ETA: 1s - loss: 0.0315 - acc: 0.9904
41216/60000 [===================>..........] - ETA: 1s - loss: 0.0314 - acc: 0.9904
41856/60000 [===================>..........] - ETA: 1s - loss: 0.0314 - acc: 0.9903
42496/60000 [====================>.........] - ETA: 1s - loss: 0.0314 - acc: 0.9904
43136/60000 [====================>.........] - ETA: 1s - loss: 0.0320 - acc: 0.9903
43776/60000 [====================>.........] - ETA: 1s - loss: 0.0322 - acc: 0.9902
44416/60000 [=====================>........] - ETA: 1s - loss: 0.0320 - acc: 0.9903
45056/60000 [=====================>........] - ETA: 1s - loss: 0.0317 - acc: 0.9904
45696/60000 [=====================>........] - ETA: 1s - loss: 0.0319 - acc: 0.9903
46336/60000 [======================>.......] - ETA: 1s - loss: 0.0318 - acc: 0.9904
46976/60000 [======================>.......] - ETA: 1s - loss: 0.0318 - acc: 0.9903
47616/60000 [======================>.......] - ETA: 1s - loss: 0.0319 - acc: 0.9903
48256/60000 [=======================>......] - ETA: 1s - loss: 0.0319 - acc: 0.9902
48896/60000 [=======================>......] - ETA: 1s - loss: 0.0316 - acc: 0.9903
49536/60000 [=======================>......] - ETA: 0s - loss: 0.0315 - acc: 0.9903
50176/60000 [========================>.....] - ETA: 0s - loss: 0.0315 - acc: 0.9903
50816/60000 [========================>.....] - ETA: 0s - loss: 0.0314 - acc: 0.9903
51456/60000 [========================>.....] - ETA: 0s - loss: 0.0315 - acc: 0.9904
52096/60000 [=========================>....] - ETA: 0s - loss: 0.0314 - acc: 0.9904
52736/60000 [=========================>....] - ETA: 0s - loss: 0.0317 - acc: 0.9904
53376/60000 [=========================>....] - ETA: 0s - loss: 0.0320 - acc: 0.9904
54016/60000 [==========================>...] - ETA: 0s - loss: 0.0319 - acc: 0.9903
54656/60000 [==========================>...] - ETA: 0s - loss: 0.0319 - acc: 0.9903
55296/60000 [==========================>...] - ETA: 0s - loss: 0.0319 - acc: 0.9903
55936/60000 [==========================>...] - ETA: 0s - loss: 0.0317 - acc: 0.9903
56576/60000 [===========================>..] - ETA: 0s - loss: 0.0316 - acc: 0.9903
57216/60000 [===========================>..] - ETA: 0s - loss: 0.0316 - acc: 0.9903
57856/60000 [===========================>..] - ETA: 0s - loss: 0.0316 - acc: 0.9903
58496/60000 [============================>.] - ETA: 0s - loss: 0.0315 - acc: 0.9904
59136/60000 [============================>.] - ETA: 0s - loss: 0.0315 - acc: 0.9904
59776/60000 [============================>.] - ETA: 0s - loss: 0.0314 - acc: 0.9904
60000/60000 [==============================] - 6s 94us/step - loss: 0.0313 - acc: 0.9903 - val_loss: 0.0916 - val_acc: 0.9823
Epoch 10/20
128/60000 [..............................] - ETA: 4s - loss: 0.0202 - acc: 0.9922
768/60000 [..............................] - ETA: 4s - loss: 0.0431 - acc: 0.9870
1408/60000 [..............................] - ETA: 4s - loss: 0.0376 - acc: 0.9886
2048/60000 [>.............................] - ETA: 4s - loss: 0.0309 - acc: 0.9902
2688/60000 [>.............................] - ETA: 4s - loss: 0.0290 - acc: 0.9914
3328/60000 [>.............................] - ETA: 4s - loss: 0.0249 - acc: 0.9922
3968/60000 [>.............................] - ETA: 4s - loss: 0.0240 - acc: 0.9929
4608/60000 [=>............................] - ETA: 4s - loss: 0.0255 - acc: 0.9931
5248/60000 [=>............................] - ETA: 4s - loss: 0.0251 - acc: 0.9929
5888/60000 [=>............................] - ETA: 4s - loss: 0.0238 - acc: 0.9932
6528/60000 [==>...........................] - ETA: 4s - loss: 0.0228 - acc: 0.9936
7168/60000 [==>...........................] - ETA: 4s - loss: 0.0214 - acc: 0.9937
7808/60000 [==>...........................] - ETA: 4s - loss: 0.0222 - acc: 0.9936
8448/60000 [===>..........................] - ETA: 4s - loss: 0.0215 - acc: 0.9936
9088/60000 [===>..........................] - ETA: 4s - loss: 0.0224 - acc: 0.9932
9728/60000 [===>..........................] - ETA: 4s - loss: 0.0236 - acc: 0.9926
10368/60000 [====>.........................] - ETA: 4s - loss: 0.0242 - acc: 0.9919
11008/60000 [====>.........................] - ETA: 4s - loss: 0.0241 - acc: 0.9920
11648/60000 [====>.........................] - ETA: 4s - loss: 0.0232 - acc: 0.9923
12160/60000 [=====>........................] - ETA: 4s - loss: 0.0237 - acc: 0.9922
12800/60000 [=====>........................] - ETA: 3s - loss: 0.0227 - acc: 0.9926
13440/60000 [=====>........................] - ETA: 3s - loss: 0.0222 - acc: 0.9928
14080/60000 [======>.......................] - ETA: 3s - loss: 0.0220 - acc: 0.9927
14720/60000 [======>.......................] - ETA: 3s - loss: 0.0223 - acc: 0.9927
14976/60000 [======>.......................] - ETA: 3s - loss: 0.0227 - acc: 0.9927
15616/60000 [======>.......................] - ETA: 3s - loss: 0.0227 - acc: 0.9926
16000/60000 [=======>......................] - ETA: 3s - loss: 0.0230 - acc: 0.9924
16640/60000 [=======>......................] - ETA: 3s - loss: 0.0240 - acc: 0.9924
17152/60000 [=======>......................] - ETA: 3s - loss: 0.0243 - acc: 0.9922
17792/60000 [=======>......................] - ETA: 3s - loss: 0.0252 - acc: 0.9920
18432/60000 [========>.....................] - ETA: 3s - loss: 0.0247 - acc: 0.9921
19072/60000 [========>.....................] - ETA: 3s - loss: 0.0250 - acc: 0.9919
19328/60000 [========>.....................] - ETA: 3s - loss: 0.0249 - acc: 0.9919
19968/60000 [========>.....................] - ETA: 3s - loss: 0.0247 - acc: 0.9919
20480/60000 [=========>....................] - ETA: 3s - loss: 0.0250 - acc: 0.9919
21120/60000 [=========>....................] - ETA: 3s - loss: 0.0251 - acc: 0.9919
21504/60000 [=========>....................] - ETA: 3s - loss: 0.0248 - acc: 0.9919
22144/60000 [==========>...................] - ETA: 3s - loss: 0.0245 - acc: 0.9920
22784/60000 [==========>...................] - ETA: 3s - loss: 0.0249 - acc: 0.9919
23424/60000 [==========>...................] - ETA: 3s - loss: 0.0249 - acc: 0.9918
24064/60000 [===========>..................] - ETA: 3s - loss: 0.0245 - acc: 0.9920
24704/60000 [===========>..................] - ETA: 3s - loss: 0.0241 - acc: 0.9921
25216/60000 [===========>..................] - ETA: 3s - loss: 0.0241 - acc: 0.9921
25856/60000 [===========>..................] - ETA: 3s - loss: 0.0242 - acc: 0.9921
26496/60000 [============>.................] - ETA: 3s - loss: 0.0242 - acc: 0.9922
27136/60000 [============>.................] - ETA: 3s - loss: 0.0249 - acc: 0.9921
27776/60000 [============>.................] - ETA: 2s - loss: 0.0251 - acc: 0.9921
28416/60000 [=============>................] - ETA: 2s - loss: 0.0256 - acc: 0.9920
29056/60000 [=============>................] - ETA: 2s - loss: 0.0253 - acc: 0.9920
29696/60000 [=============>................] - ETA: 2s - loss: 0.0254 - acc: 0.9920
30336/60000 [==============>...............] - ETA: 2s - loss: 0.0252 - acc: 0.9921
30848/60000 [==============>...............] - ETA: 2s - loss: 0.0260 - acc: 0.9919
31488/60000 [==============>...............] - ETA: 2s - loss: 0.0257 - acc: 0.9920
32128/60000 [===============>..............] - ETA: 2s - loss: 0.0255 - acc: 0.9921
32768/60000 [===============>..............] - ETA: 2s - loss: 0.0257 - acc: 0.9921
33408/60000 [===============>..............] - ETA: 2s - loss: 0.0257 - acc: 0.9922
34048/60000 [================>.............] - ETA: 2s - loss: 0.0256 - acc: 0.9922
34304/60000 [================>.............] - ETA: 2s - loss: 0.0259 - acc: 0.9920
34944/60000 [================>.............] - ETA: 2s - loss: 0.0260 - acc: 0.9920
35584/60000 [================>.............] - ETA: 2s - loss: 0.0268 - acc: 0.9920
36224/60000 [=================>............] - ETA: 2s - loss: 0.0267 - acc: 0.9920
36736/60000 [=================>............] - ETA: 2s - loss: 0.0268 - acc: 0.9919
37376/60000 [=================>............] - ETA: 2s - loss: 0.0267 - acc: 0.9919
38016/60000 [==================>...........] - ETA: 2s - loss: 0.0265 - acc: 0.9920
38656/60000 [==================>...........] - ETA: 1s - loss: 0.0263 - acc: 0.9921
39296/60000 [==================>...........] - ETA: 1s - loss: 0.0266 - acc: 0.9921
39936/60000 [==================>...........] - ETA: 1s - loss: 0.0267 - acc: 0.9920
40448/60000 [===================>..........] - ETA: 1s - loss: 0.0265 - acc: 0.9921
40960/60000 [===================>..........] - ETA: 1s - loss: 0.0266 - acc: 0.9921
41600/60000 [===================>..........] - ETA: 1s - loss: 0.0265 - acc: 0.9921
42240/60000 [====================>.........] - ETA: 1s - loss: 0.0267 - acc: 0.9920
42880/60000 [====================>.........] - ETA: 1s - loss: 0.0272 - acc: 0.9919
43264/60000 [====================>.........] - ETA: 1s - loss: 0.0275 - acc: 0.9919
43904/60000 [====================>.........] - ETA: 1s - loss: 0.0280 - acc: 0.9918
44160/60000 [=====================>........] - ETA: 1s - loss: 0.0281 - acc: 0.9917
44800/60000 [=====================>........] - ETA: 1s - loss: 0.0282 - acc: 0.9917
45440/60000 [=====================>........] - ETA: 1s - loss: 0.0283 - acc: 0.9917
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0285 - acc: 0.9916
46464/60000 [======================>.......] - ETA: 1s - loss: 0.0287 - acc: 0.9916
47104/60000 [======================>.......] - ETA: 1s - loss: 0.0293 - acc: 0.9915
47488/60000 [======================>.......] - ETA: 1s - loss: 0.0292 - acc: 0.9915
48000/60000 [=======================>......] - ETA: 1s - loss: 0.0292 - acc: 0.9915
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0290 - acc: 0.9915
49280/60000 [=======================>......] - ETA: 1s - loss: 0.0287 - acc: 0.9916
49920/60000 [=======================>......] - ETA: 0s - loss: 0.0287 - acc: 0.9916
50560/60000 [========================>.....] - ETA: 0s - loss: 0.0289 - acc: 0.9916
50816/60000 [========================>.....] - ETA: 0s - loss: 0.0288 - acc: 0.9916
51072/60000 [========================>.....] - ETA: 0s - loss: 0.0290 - acc: 0.9916
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0290 - acc: 0.9916
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0290 - acc: 0.9916
52992/60000 [=========================>....] - ETA: 0s - loss: 0.0289 - acc: 0.9916
53248/60000 [=========================>....] - ETA: 0s - loss: 0.0287 - acc: 0.9917
53888/60000 [=========================>....] - ETA: 0s - loss: 0.0285 - acc: 0.9917
54528/60000 [==========================>...] - ETA: 0s - loss: 0.0285 - acc: 0.9917
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0285 - acc: 0.9917
55808/60000 [==========================>...] - ETA: 0s - loss: 0.0285 - acc: 0.9917
56576/60000 [===========================>..] - ETA: 0s - loss: 0.0285 - acc: 0.9917
56960/60000 [===========================>..] - ETA: 0s - loss: 0.0287 - acc: 0.9917
57472/60000 [===========================>..] - ETA: 0s - loss: 0.0288 - acc: 0.9916
58112/60000 [============================>.] - ETA: 0s - loss: 0.0288 - acc: 0.9916
58624/60000 [============================>.] - ETA: 0s - loss: 0.0292 - acc: 0.9915
59264/60000 [============================>.] - ETA: 0s - loss: 0.0293 - acc: 0.9915
59904/60000 [============================>.] - ETA: 0s - loss: 0.0291 - acc: 0.9915
60000/60000 [==============================] - 6s 101us/step - loss: 0.0291 - acc: 0.9916 - val_loss: 0.0944 - val_acc: 0.9823
Epoch 11/20
128/60000 [..............................] - ETA: 5s - loss: 0.0013 - acc: 1.0000
768/60000 [..............................] - ETA: 5s - loss: 0.0055 - acc: 0.9974
1408/60000 [..............................] - ETA: 4s - loss: 0.0196 - acc: 0.9936
2048/60000 [>.............................] - ETA: 4s - loss: 0.0205 - acc: 0.9932
2688/60000 [>.............................] - ETA: 4s - loss: 0.0234 - acc: 0.9926
3328/60000 [>.............................] - ETA: 4s - loss: 0.0218 - acc: 0.9931
3968/60000 [>.............................] - ETA: 4s - loss: 0.0204 - acc: 0.9934
4608/60000 [=>............................] - ETA: 4s - loss: 0.0218 - acc: 0.9926
5248/60000 [=>............................] - ETA: 4s - loss: 0.0196 - acc: 0.9935
5888/60000 [=>............................] - ETA: 4s - loss: 0.0190 - acc: 0.9934
6528/60000 [==>...........................] - ETA: 4s - loss: 0.0189 - acc: 0.9936
6912/60000 [==>...........................] - ETA: 4s - loss: 0.0190 - acc: 0.9935
7552/60000 [==>...........................] - ETA: 4s - loss: 0.0208 - acc: 0.9930
8064/60000 [===>..........................] - ETA: 4s - loss: 0.0201 - acc: 0.9931
8704/60000 [===>..........................] - ETA: 4s - loss: 0.0224 - acc: 0.9924
9344/60000 [===>..........................] - ETA: 4s - loss: 0.0214 - acc: 0.9928
9984/60000 [===>..........................] - ETA: 4s - loss: 0.0228 - acc: 0.9927
10240/60000 [====>.........................] - ETA: 4s - loss: 0.0227 - acc: 0.9927
10752/60000 [====>.........................] - ETA: 4s - loss: 0.0228 - acc: 0.9926
11392/60000 [====>.........................] - ETA: 4s - loss: 0.0225 - acc: 0.9925
12032/60000 [=====>........................] - ETA: 4s - loss: 0.0224 - acc: 0.9927
12672/60000 [=====>........................] - ETA: 4s - loss: 0.0237 - acc: 0.9924
13312/60000 [=====>........................] - ETA: 4s - loss: 0.0230 - acc: 0.9926
13696/60000 [=====>........................] - ETA: 4s - loss: 0.0236 - acc: 0.9925
14336/60000 [======>.......................] - ETA: 4s - loss: 0.0243 - acc: 0.9925
14976/60000 [======>.......................] - ETA: 4s - loss: 0.0248 - acc: 0.9922
15616/60000 [======>.......................] - ETA: 4s - loss: 0.0245 - acc: 0.9923
16256/60000 [=======>......................] - ETA: 4s - loss: 0.0243 - acc: 0.9923
16896/60000 [=======>......................] - ETA: 4s - loss: 0.0239 - acc: 0.9924
17536/60000 [=======>......................] - ETA: 3s - loss: 0.0238 - acc: 0.9924
18176/60000 [========>.....................] - ETA: 3s - loss: 0.0244 - acc: 0.9922
18816/60000 [========>.....................] - ETA: 3s - loss: 0.0257 - acc: 0.9921
19200/60000 [========>.....................] - ETA: 3s - loss: 0.0260 - acc: 0.9920
19456/60000 [========>.....................] - ETA: 3s - loss: 0.0259 - acc: 0.9920
19968/60000 [========>.....................] - ETA: 3s - loss: 0.0258 - acc: 0.9921
20608/60000 [=========>....................] - ETA: 3s - loss: 0.0255 - acc: 0.9922
20736/60000 [=========>....................] - ETA: 3s - loss: 0.0258 - acc: 0.9921
21248/60000 [=========>....................] - ETA: 3s - loss: 0.0257 - acc: 0.9921
21760/60000 [=========>....................] - ETA: 3s - loss: 0.0254 - acc: 0.9921
22272/60000 [==========>...................] - ETA: 3s - loss: 0.0250 - acc: 0.9922
22528/60000 [==========>...................] - ETA: 3s - loss: 0.0252 - acc: 0.9921
22912/60000 [==========>...................] - ETA: 3s - loss: 0.0249 - acc: 0.9922
23552/60000 [==========>...................] - ETA: 3s - loss: 0.0251 - acc: 0.9921
24064/60000 [===========>..................] - ETA: 3s - loss: 0.0248 - acc: 0.9922
24448/60000 [===========>..................] - ETA: 3s - loss: 0.0252 - acc: 0.9923
25088/60000 [===========>..................] - ETA: 3s - loss: 0.0250 - acc: 0.9922
25728/60000 [===========>..................] - ETA: 3s - loss: 0.0248 - acc: 0.9923
26368/60000 [============>.................] - ETA: 3s - loss: 0.0249 - acc: 0.9923
27008/60000 [============>.................] - ETA: 3s - loss: 0.0254 - acc: 0.9922
27648/60000 [============>.................] - ETA: 3s - loss: 0.0250 - acc: 0.9924
28288/60000 [=============>................] - ETA: 3s - loss: 0.0254 - acc: 0.9923
28928/60000 [=============>................] - ETA: 3s - loss: 0.0261 - acc: 0.9922
29056/60000 [=============>................] - ETA: 3s - loss: 0.0262 - acc: 0.9922
29696/60000 [=============>................] - ETA: 3s - loss: 0.0263 - acc: 0.9921
30336/60000 [==============>...............] - ETA: 3s - loss: 0.0263 - acc: 0.9922
30592/60000 [==============>...............] - ETA: 3s - loss: 0.0263 - acc: 0.9922
31232/60000 [==============>...............] - ETA: 3s - loss: 0.0265 - acc: 0.9922
31616/60000 [==============>...............] - ETA: 3s - loss: 0.0267 - acc: 0.9922
31872/60000 [==============>...............] - ETA: 3s - loss: 0.0266 - acc: 0.9922
32384/60000 [===============>..............] - ETA: 2s - loss: 0.0267 - acc: 0.9922
33024/60000 [===============>..............] - ETA: 2s - loss: 0.0271 - acc: 0.9921
33280/60000 [===============>..............] - ETA: 2s - loss: 0.0273 - acc: 0.9921
33792/60000 [===============>..............] - ETA: 2s - loss: 0.0273 - acc: 0.9921
34432/60000 [================>.............] - ETA: 2s - loss: 0.0273 - acc: 0.9920
34944/60000 [================>.............] - ETA: 2s - loss: 0.0271 - acc: 0.9920
35584/60000 [================>.............] - ETA: 2s - loss: 0.0269 - acc: 0.9921
36224/60000 [=================>............] - ETA: 2s - loss: 0.0269 - acc: 0.9920
36352/60000 [=================>............] - ETA: 2s - loss: 0.0269 - acc: 0.9920
36736/60000 [=================>............] - ETA: 2s - loss: 0.0268 - acc: 0.9921
37376/60000 [=================>............] - ETA: 2s - loss: 0.0267 - acc: 0.9920
38016/60000 [==================>...........] - ETA: 2s - loss: 0.0267 - acc: 0.9920
38656/60000 [==================>...........] - ETA: 2s - loss: 0.0266 - acc: 0.9920
39296/60000 [==================>...........] - ETA: 2s - loss: 0.0265 - acc: 0.9920
39936/60000 [==================>...........] - ETA: 2s - loss: 0.0263 - acc: 0.9921
40576/60000 [===================>..........] - ETA: 2s - loss: 0.0264 - acc: 0.9920
41088/60000 [===================>..........] - ETA: 2s - loss: 0.0264 - acc: 0.9920
41728/60000 [===================>..........] - ETA: 2s - loss: 0.0261 - acc: 0.9921
42368/60000 [====================>.........] - ETA: 1s - loss: 0.0260 - acc: 0.9921
42496/60000 [====================>.........] - ETA: 1s - loss: 0.0259 - acc: 0.9921
42624/60000 [====================>.........] - ETA: 1s - loss: 0.0259 - acc: 0.9922
43136/60000 [====================>.........] - ETA: 1s - loss: 0.0259 - acc: 0.9922
43776/60000 [====================>.........] - ETA: 1s - loss: 0.0266 - acc: 0.9921
44416/60000 [=====================>........] - ETA: 1s - loss: 0.0264 - acc: 0.9921
45056/60000 [=====================>........] - ETA: 1s - loss: 0.0263 - acc: 0.9921
45568/60000 [=====================>........] - ETA: 1s - loss: 0.0265 - acc: 0.9921
46208/60000 [======================>.......] - ETA: 1s - loss: 0.0268 - acc: 0.9920
46976/60000 [======================>.......] - ETA: 1s - loss: 0.0268 - acc: 0.9921
47616/60000 [======================>.......] - ETA: 1s - loss: 0.0268 - acc: 0.9921
48256/60000 [=======================>......] - ETA: 1s - loss: 0.0267 - acc: 0.9921
48896/60000 [=======================>......] - ETA: 1s - loss: 0.0265 - acc: 0.9922
49536/60000 [=======================>......] - ETA: 1s - loss: 0.0268 - acc: 0.9922
50176/60000 [========================>.....] - ETA: 1s - loss: 0.0267 - acc: 0.9922
50816/60000 [========================>.....] - ETA: 1s - loss: 0.0269 - acc: 0.9922
51456/60000 [========================>.....] - ETA: 0s - loss: 0.0268 - acc: 0.9922
52096/60000 [=========================>....] - ETA: 0s - loss: 0.0267 - acc: 0.9922
52736/60000 [=========================>....] - ETA: 0s - loss: 0.0267 - acc: 0.9922
53376/60000 [=========================>....] - ETA: 0s - loss: 0.0268 - acc: 0.9922
54016/60000 [==========================>...] - ETA: 0s - loss: 0.0268 - acc: 0.9922
54528/60000 [==========================>...] - ETA: 0s - loss: 0.0268 - acc: 0.9922
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0271 - acc: 0.9922
55808/60000 [==========================>...] - ETA: 0s - loss: 0.0270 - acc: 0.9922
56320/60000 [===========================>..] - ETA: 0s - loss: 0.0268 - acc: 0.9923
56960/60000 [===========================>..] - ETA: 0s - loss: 0.0270 - acc: 0.9923
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0273 - acc: 0.9923
57856/60000 [===========================>..] - ETA: 0s - loss: 0.0273 - acc: 0.9923
58496/60000 [============================>.] - ETA: 0s - loss: 0.0271 - acc: 0.9923
59136/60000 [============================>.] - ETA: 0s - loss: 0.0269 - acc: 0.9924
59776/60000 [============================>.] - ETA: 0s - loss: 0.0271 - acc: 0.9923
60000/60000 [==============================] - 7s 112us/step - loss: 0.0270 - acc: 0.9923 - val_loss: 0.0810 - val_acc: 0.9832
Epoch 12/20
128/60000 [..............................] - ETA: 5s - loss: 0.0625 - acc: 0.9922
768/60000 [..............................] - ETA: 5s - loss: 0.0248 - acc: 0.9961
1280/60000 [..............................] - ETA: 5s - loss: 0.0170 - acc: 0.9977
1920/60000 [..............................] - ETA: 5s - loss: 0.0167 - acc: 0.9964
2432/60000 [>.............................] - ETA: 7s - loss: 0.0206 - acc: 0.9942
3072/60000 [>.............................] - ETA: 6s - loss: 0.0210 - acc: 0.9941
3712/60000 [>.............................] - ETA: 6s - loss: 0.0234 - acc: 0.9941
4224/60000 [=>............................] - ETA: 6s - loss: 0.0225 - acc: 0.9938
4864/60000 [=>............................] - ETA: 5s - loss: 0.0221 - acc: 0.9936
5504/60000 [=>............................] - ETA: 5s - loss: 0.0223 - acc: 0.9938
6144/60000 [==>...........................] - ETA: 5s - loss: 0.0213 - acc: 0.9943
6784/60000 [==>...........................] - ETA: 5s - loss: 0.0205 - acc: 0.9945
7168/60000 [==>...........................] - ETA: 5s - loss: 0.0207 - acc: 0.9946
7680/60000 [==>...........................] - ETA: 5s - loss: 0.0199 - acc: 0.9947
8320/60000 [===>..........................] - ETA: 5s - loss: 0.0192 - acc: 0.9950
8960/60000 [===>..........................] - ETA: 5s - loss: 0.0195 - acc: 0.9949
9600/60000 [===>..........................] - ETA: 5s - loss: 0.0200 - acc: 0.9947
10240/60000 [====>.........................] - ETA: 4s - loss: 0.0199 - acc: 0.9946
10880/60000 [====>.........................] - ETA: 4s - loss: 0.0196 - acc: 0.9947
11520/60000 [====>.........................] - ETA: 4s - loss: 0.0210 - acc: 0.9944
12160/60000 [=====>........................] - ETA: 4s - loss: 0.0229 - acc: 0.9941
12800/60000 [=====>........................] - ETA: 4s - loss: 0.0225 - acc: 0.9941
13440/60000 [=====>........................] - ETA: 4s - loss: 0.0224 - acc: 0.9940
14080/60000 [======>.......................] - ETA: 4s - loss: 0.0225 - acc: 0.9937
14720/60000 [======>.......................] - ETA: 4s - loss: 0.0237 - acc: 0.9934
15232/60000 [======>.......................] - ETA: 4s - loss: 0.0231 - acc: 0.9936
15488/60000 [======>.......................] - ETA: 4s - loss: 0.0229 - acc: 0.9936
16000/60000 [=======>......................] - ETA: 4s - loss: 0.0239 - acc: 0.9935
16512/60000 [=======>......................] - ETA: 4s - loss: 0.0234 - acc: 0.9936
16896/60000 [=======>......................] - ETA: 4s - loss: 0.0232 - acc: 0.9937
17536/60000 [=======>......................] - ETA: 4s - loss: 0.0243 - acc: 0.9934
17664/60000 [=======>......................] - ETA: 4s - loss: 0.0244 - acc: 0.9934
18048/60000 [========>.....................] - ETA: 4s - loss: 0.0243 - acc: 0.9935
18176/60000 [========>.....................] - ETA: 4s - loss: 0.0246 - acc: 0.9933
18816/60000 [========>.....................] - ETA: 4s - loss: 0.0247 - acc: 0.9934
19456/60000 [========>.....................] - ETA: 4s - loss: 0.0248 - acc: 0.9934
20096/60000 [=========>....................] - ETA: 4s - loss: 0.0247 - acc: 0.9934
20736/60000 [=========>....................] - ETA: 4s - loss: 0.0246 - acc: 0.9933
21376/60000 [=========>....................] - ETA: 4s - loss: 0.0243 - acc: 0.9934
22016/60000 [==========>...................] - ETA: 4s - loss: 0.0251 - acc: 0.9932
22656/60000 [==========>...................] - ETA: 4s - loss: 0.0250 - acc: 0.9932
23296/60000 [==========>...................] - ETA: 4s - loss: 0.0244 - acc: 0.9934
23936/60000 [==========>...................] - ETA: 3s - loss: 0.0242 - acc: 0.9934
24448/60000 [===========>..................] - ETA: 3s - loss: 0.0241 - acc: 0.9933
25088/60000 [===========>..................] - ETA: 3s - loss: 0.0243 - acc: 0.9932
25728/60000 [===========>..................] - ETA: 3s - loss: 0.0242 - acc: 0.9933
26368/60000 [============>.................] - ETA: 3s - loss: 0.0241 - acc: 0.9932
27008/60000 [============>.................] - ETA: 3s - loss: 0.0244 - acc: 0.9932
27648/60000 [============>.................] - ETA: 3s - loss: 0.0242 - acc: 0.9932
28160/60000 [=============>................] - ETA: 3s - loss: 0.0242 - acc: 0.9933
28800/60000 [=============>................] - ETA: 3s - loss: 0.0242 - acc: 0.9933
28928/60000 [=============>................] - ETA: 3s - loss: 0.0241 - acc: 0.9933
29568/60000 [=============>................] - ETA: 3s - loss: 0.0242 - acc: 0.9933
30208/60000 [==============>...............] - ETA: 3s - loss: 0.0241 - acc: 0.9932
30848/60000 [==============>...............] - ETA: 3s - loss: 0.0239 - acc: 0.9933
31488/60000 [==============>...............] - ETA: 3s - loss: 0.0237 - acc: 0.9934
32128/60000 [===============>..............] - ETA: 2s - loss: 0.0234 - acc: 0.9935
32768/60000 [===============>..............] - ETA: 2s - loss: 0.0236 - acc: 0.9935
33408/60000 [===============>..............] - ETA: 2s - loss: 0.0242 - acc: 0.9934
34048/60000 [================>.............] - ETA: 2s - loss: 0.0240 - acc: 0.9934
34816/60000 [================>.............] - ETA: 2s - loss: 0.0243 - acc: 0.9933
35456/60000 [================>.............] - ETA: 2s - loss: 0.0241 - acc: 0.9933
36096/60000 [=================>............] - ETA: 2s - loss: 0.0238 - acc: 0.9934
36864/60000 [=================>............] - ETA: 2s - loss: 0.0237 - acc: 0.9934
37504/60000 [=================>............] - ETA: 2s - loss: 0.0236 - acc: 0.9934
38144/60000 [==================>...........] - ETA: 2s - loss: 0.0236 - acc: 0.9933
38784/60000 [==================>...........] - ETA: 2s - loss: 0.0237 - acc: 0.9932
39424/60000 [==================>...........] - ETA: 2s - loss: 0.0237 - acc: 0.9933
40064/60000 [===================>..........] - ETA: 2s - loss: 0.0242 - acc: 0.9932
40704/60000 [===================>..........] - ETA: 1s - loss: 0.0243 - acc: 0.9932
41216/60000 [===================>..........] - ETA: 1s - loss: 0.0241 - acc: 0.9932
41856/60000 [===================>..........] - ETA: 1s - loss: 0.0241 - acc: 0.9933
42368/60000 [====================>.........] - ETA: 1s - loss: 0.0245 - acc: 0.9932
43008/60000 [====================>.........] - ETA: 1s - loss: 0.0248 - acc: 0.9931
43648/60000 [====================>.........] - ETA: 1s - loss: 0.0253 - acc: 0.9929
44288/60000 [=====================>........] - ETA: 1s - loss: 0.0253 - acc: 0.9930
44928/60000 [=====================>........] - ETA: 1s - loss: 0.0253 - acc: 0.9930
45568/60000 [=====================>........] - ETA: 1s - loss: 0.0256 - acc: 0.9929
46208/60000 [======================>.......] - ETA: 1s - loss: 0.0253 - acc: 0.9930
46848/60000 [======================>.......] - ETA: 1s - loss: 0.0251 - acc: 0.9930
47488/60000 [======================>.......] - ETA: 1s - loss: 0.0250 - acc: 0.9931
48128/60000 [=======================>......] - ETA: 1s - loss: 0.0254 - acc: 0.9930
48768/60000 [=======================>......] - ETA: 1s - loss: 0.0255 - acc: 0.9930
49408/60000 [=======================>......] - ETA: 1s - loss: 0.0254 - acc: 0.9930
50048/60000 [========================>.....] - ETA: 0s - loss: 0.0255 - acc: 0.9929
50688/60000 [========================>.....] - ETA: 0s - loss: 0.0253 - acc: 0.9930
51328/60000 [========================>.....] - ETA: 0s - loss: 0.0254 - acc: 0.9930
51968/60000 [========================>.....] - ETA: 0s - loss: 0.0255 - acc: 0.9930
52608/60000 [=========================>....] - ETA: 0s - loss: 0.0255 - acc: 0.9929
53248/60000 [=========================>....] - ETA: 0s - loss: 0.0253 - acc: 0.9930
53760/60000 [=========================>....] - ETA: 0s - loss: 0.0251 - acc: 0.9930
53888/60000 [=========================>....] - ETA: 0s - loss: 0.0252 - acc: 0.9930
54528/60000 [==========================>...] - ETA: 0s - loss: 0.0252 - acc: 0.9930
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0252 - acc: 0.9930
55808/60000 [==========================>...] - ETA: 0s - loss: 0.0255 - acc: 0.9930
56448/60000 [===========================>..] - ETA: 0s - loss: 0.0256 - acc: 0.9930
57088/60000 [===========================>..] - ETA: 0s - loss: 0.0256 - acc: 0.9930
57728/60000 [===========================>..] - ETA: 0s - loss: 0.0260 - acc: 0.9929
58368/60000 [============================>.] - ETA: 0s - loss: 0.0260 - acc: 0.9929
59008/60000 [============================>.] - ETA: 0s - loss: 0.0259 - acc: 0.9930
59648/60000 [============================>.] - ETA: 0s - loss: 0.0261 - acc: 0.9929
60000/60000 [==============================] - 6s 101us/step - loss: 0.0260 - acc: 0.9929 - val_loss: 0.0867 - val_acc: 0.9823
Epoch 13/20
128/60000 [..............................] - ETA: 5s - loss: 0.0295 - acc: 0.9922
768/60000 [..............................] - ETA: 5s - loss: 0.0138 - acc: 0.9961
1408/60000 [..............................] - ETA: 4s - loss: 0.0097 - acc: 0.9972
2048/60000 [>.............................] - ETA: 4s - loss: 0.0085 - acc: 0.9976
2688/60000 [>.............................] - ETA: 4s - loss: 0.0133 - acc: 0.9967
3328/60000 [>.............................] - ETA: 4s - loss: 0.0128 - acc: 0.9970
3968/60000 [>.............................] - ETA: 4s - loss: 0.0142 - acc: 0.9970
4608/60000 [=>............................] - ETA: 4s - loss: 0.0165 - acc: 0.9965
5248/60000 [=>............................] - ETA: 4s - loss: 0.0178 - acc: 0.9958
5888/60000 [=>............................] - ETA: 4s - loss: 0.0189 - acc: 0.9951
6528/60000 [==>...........................] - ETA: 4s - loss: 0.0182 - acc: 0.9951
7168/60000 [==>...........................] - ETA: 4s - loss: 0.0190 - acc: 0.9946
7808/60000 [==>...........................] - ETA: 4s - loss: 0.0187 - acc: 0.9946
8448/60000 [===>..........................] - ETA: 4s - loss: 0.0177 - acc: 0.9949
9088/60000 [===>..........................] - ETA: 4s - loss: 0.0171 - acc: 0.9948
9728/60000 [===>..........................] - ETA: 4s - loss: 0.0172 - acc: 0.9949
10368/60000 [====>.........................] - ETA: 4s - loss: 0.0172 - acc: 0.9949
11008/60000 [====>.........................] - ETA: 4s - loss: 0.0165 - acc: 0.9950
11648/60000 [====>.........................] - ETA: 3s - loss: 0.0186 - acc: 0.9948
12288/60000 [=====>........................] - ETA: 3s - loss: 0.0182 - acc: 0.9950
12928/60000 [=====>........................] - ETA: 3s - loss: 0.0184 - acc: 0.9948
13568/60000 [=====>........................] - ETA: 3s - loss: 0.0190 - acc: 0.9946
14208/60000 [======>.......................] - ETA: 3s - loss: 0.0186 - acc: 0.9946
14848/60000 [======>.......................] - ETA: 3s - loss: 0.0197 - acc: 0.9943
15104/60000 [======>.......................] - ETA: 3s - loss: 0.0195 - acc: 0.9942
15744/60000 [======>.......................] - ETA: 3s - loss: 0.0193 - acc: 0.9942
16384/60000 [=======>......................] - ETA: 3s - loss: 0.0197 - acc: 0.9943
17024/60000 [=======>......................] - ETA: 3s - loss: 0.0194 - acc: 0.9943
17536/60000 [=======>......................] - ETA: 3s - loss: 0.0195 - acc: 0.9942
18176/60000 [========>.....................] - ETA: 3s - loss: 0.0193 - acc: 0.9943
18944/60000 [========>.....................] - ETA: 3s - loss: 0.0202 - acc: 0.9940
19712/60000 [========>.....................] - ETA: 3s - loss: 0.0201 - acc: 0.9941
20224/60000 [=========>....................] - ETA: 3s - loss: 0.0197 - acc: 0.9942
20864/60000 [=========>....................] - ETA: 3s - loss: 0.0197 - acc: 0.9942
21504/60000 [=========>....................] - ETA: 3s - loss: 0.0202 - acc: 0.9940
22144/60000 [==========>...................] - ETA: 3s - loss: 0.0199 - acc: 0.9940
22784/60000 [==========>...................] - ETA: 3s - loss: 0.0193 - acc: 0.9942
23424/60000 [==========>...................] - ETA: 3s - loss: 0.0189 - acc: 0.9944
23808/60000 [==========>...................] - ETA: 3s - loss: 0.0190 - acc: 0.9944
24448/60000 [===========>..................] - ETA: 3s - loss: 0.0203 - acc: 0.9942
24960/60000 [===========>..................] - ETA: 3s - loss: 0.0208 - acc: 0.9941
25344/60000 [===========>..................] - ETA: 3s - loss: 0.0207 - acc: 0.9941
25984/60000 [===========>..................] - ETA: 3s - loss: 0.0205 - acc: 0.9941
26496/60000 [============>.................] - ETA: 3s - loss: 0.0203 - acc: 0.9941
26752/60000 [============>.................] - ETA: 3s - loss: 0.0202 - acc: 0.9941
27264/60000 [============>.................] - ETA: 3s - loss: 0.0200 - acc: 0.9942
27776/60000 [============>.................] - ETA: 3s - loss: 0.0197 - acc: 0.9942
28416/60000 [=============>................] - ETA: 2s - loss: 0.0194 - acc: 0.9943
29056/60000 [=============>................] - ETA: 2s - loss: 0.0192 - acc: 0.9943
29824/60000 [=============>................] - ETA: 2s - loss: 0.0194 - acc: 0.9942
30464/60000 [==============>...............] - ETA: 2s - loss: 0.0198 - acc: 0.9941
31104/60000 [==============>...............] - ETA: 2s - loss: 0.0204 - acc: 0.9941
31744/60000 [==============>...............] - ETA: 2s - loss: 0.0207 - acc: 0.9939
32512/60000 [===============>..............] - ETA: 2s - loss: 0.0208 - acc: 0.9940
33152/60000 [===============>..............] - ETA: 2s - loss: 0.0206 - acc: 0.9940
33792/60000 [===============>..............] - ETA: 2s - loss: 0.0204 - acc: 0.9941
34432/60000 [================>.............] - ETA: 2s - loss: 0.0202 - acc: 0.9940
35072/60000 [================>.............] - ETA: 2s - loss: 0.0200 - acc: 0.9941
35712/60000 [================>.............] - ETA: 2s - loss: 0.0201 - acc: 0.9942
36352/60000 [=================>............] - ETA: 2s - loss: 0.0201 - acc: 0.9942
36992/60000 [=================>............] - ETA: 2s - loss: 0.0202 - acc: 0.9942
37632/60000 [=================>............] - ETA: 2s - loss: 0.0201 - acc: 0.9942
38272/60000 [==================>...........] - ETA: 1s - loss: 0.0206 - acc: 0.9940
38912/60000 [==================>...........] - ETA: 1s - loss: 0.0205 - acc: 0.9940
39552/60000 [==================>...........] - ETA: 1s - loss: 0.0206 - acc: 0.9940
40192/60000 [===================>..........] - ETA: 1s - loss: 0.0206 - acc: 0.9940
40832/60000 [===================>..........] - ETA: 1s - loss: 0.0207 - acc: 0.9939
41472/60000 [===================>..........] - ETA: 1s - loss: 0.0212 - acc: 0.9939
42240/60000 [====================>.........] - ETA: 1s - loss: 0.0210 - acc: 0.9939
42880/60000 [====================>.........] - ETA: 1s - loss: 0.0211 - acc: 0.9938
43520/60000 [====================>.........] - ETA: 1s - loss: 0.0212 - acc: 0.9939
44160/60000 [=====================>........] - ETA: 1s - loss: 0.0214 - acc: 0.9938
44800/60000 [=====================>........] - ETA: 1s - loss: 0.0216 - acc: 0.9938
45440/60000 [=====================>........] - ETA: 1s - loss: 0.0219 - acc: 0.9938
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0217 - acc: 0.9938
46720/60000 [======================>.......] - ETA: 1s - loss: 0.0219 - acc: 0.9938
47360/60000 [======================>.......] - ETA: 1s - loss: 0.0218 - acc: 0.9938
48000/60000 [=======================>......] - ETA: 1s - loss: 0.0218 - acc: 0.9938
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0219 - acc: 0.9937
49280/60000 [=======================>......] - ETA: 0s - loss: 0.0221 - acc: 0.9937
49920/60000 [=======================>......] - ETA: 0s - loss: 0.0222 - acc: 0.9937
50560/60000 [========================>.....] - ETA: 0s - loss: 0.0225 - acc: 0.9936
51200/60000 [========================>.....] - ETA: 0s - loss: 0.0227 - acc: 0.9936
51840/60000 [========================>.....] - ETA: 0s - loss: 0.0230 - acc: 0.9936
52480/60000 [=========================>....] - ETA: 0s - loss: 0.0228 - acc: 0.9936
53120/60000 [=========================>....] - ETA: 0s - loss: 0.0227 - acc: 0.9936
53760/60000 [=========================>....] - ETA: 0s - loss: 0.0228 - acc: 0.9936
54400/60000 [==========================>...] - ETA: 0s - loss: 0.0230 - acc: 0.9935
55040/60000 [==========================>...] - ETA: 0s - loss: 0.0233 - acc: 0.9935
55680/60000 [==========================>...] - ETA: 0s - loss: 0.0231 - acc: 0.9936
56320/60000 [===========================>..] - ETA: 0s - loss: 0.0230 - acc: 0.9936
56960/60000 [===========================>..] - ETA: 0s - loss: 0.0232 - acc: 0.9935
57600/60000 [===========================>..] - ETA: 0s - loss: 0.0236 - acc: 0.9934
58240/60000 [============================>.] - ETA: 0s - loss: 0.0236 - acc: 0.9935
58624/60000 [============================>.] - ETA: 0s - loss: 0.0235 - acc: 0.9935
59264/60000 [============================>.] - ETA: 0s - loss: 0.0236 - acc: 0.9935
59776/60000 [============================>.] - ETA: 0s - loss: 0.0237 - acc: 0.9934
60000/60000 [==============================] - 6s 92us/step - loss: 0.0237 - acc: 0.9934 - val_loss: 0.0805 - val_acc: 0.9842
Epoch 14/20
128/60000 [..............................] - ETA: 5s - loss: 0.0044 - acc: 1.0000
896/60000 [..............................] - ETA: 4s - loss: 0.0090 - acc: 0.9967
1536/60000 [..............................] - ETA: 4s - loss: 0.0167 - acc: 0.9948
2048/60000 [>.............................] - ETA: 4s - loss: 0.0201 - acc: 0.9946
2688/60000 [>.............................] - ETA: 4s - loss: 0.0195 - acc: 0.9948
3200/60000 [>.............................] - ETA: 4s - loss: 0.0212 - acc: 0.9944
3840/60000 [>.............................] - ETA: 4s - loss: 0.0193 - acc: 0.9948
4480/60000 [=>............................] - ETA: 4s - loss: 0.0181 - acc: 0.9946
5120/60000 [=>............................] - ETA: 4s - loss: 0.0174 - acc: 0.9947
5760/60000 [=>............................] - ETA: 4s - loss: 0.0160 - acc: 0.9951
6272/60000 [==>...........................] - ETA: 4s - loss: 0.0160 - acc: 0.9951
6784/60000 [==>...........................] - ETA: 4s - loss: 0.0152 - acc: 0.9953
7168/60000 [==>...........................] - ETA: 4s - loss: 0.0152 - acc: 0.9953
7808/60000 [==>...........................] - ETA: 4s - loss: 0.0145 - acc: 0.9954
8448/60000 [===>..........................] - ETA: 4s - loss: 0.0161 - acc: 0.9953
9216/60000 [===>..........................] - ETA: 4s - loss: 0.0176 - acc: 0.9949
9856/60000 [===>..........................] - ETA: 4s - loss: 0.0168 - acc: 0.9951
10496/60000 [====>.........................] - ETA: 4s - loss: 0.0173 - acc: 0.9950
10880/60000 [====>.........................] - ETA: 4s - loss: 0.0168 - acc: 0.9951
11392/60000 [====>.........................] - ETA: 4s - loss: 0.0171 - acc: 0.9949
12032/60000 [=====>........................] - ETA: 4s - loss: 0.0171 - acc: 0.9948
12672/60000 [=====>........................] - ETA: 4s - loss: 0.0192 - acc: 0.9946
13312/60000 [=====>........................] - ETA: 4s - loss: 0.0192 - acc: 0.9945
13824/60000 [=====>........................] - ETA: 4s - loss: 0.0198 - acc: 0.9944
14464/60000 [======>.......................] - ETA: 4s - loss: 0.0198 - acc: 0.9943
15104/60000 [======>.......................] - ETA: 4s - loss: 0.0199 - acc: 0.9942
15744/60000 [======>.......................] - ETA: 4s - loss: 0.0196 - acc: 0.9943
16384/60000 [=======>......................] - ETA: 4s - loss: 0.0195 - acc: 0.9944
16768/60000 [=======>......................] - ETA: 4s - loss: 0.0193 - acc: 0.9945
17280/60000 [=======>......................] - ETA: 4s - loss: 0.0191 - acc: 0.9945
17664/60000 [=======>......................] - ETA: 4s - loss: 0.0191 - acc: 0.9946
18304/60000 [========>.....................] - ETA: 4s - loss: 0.0194 - acc: 0.9945
18944/60000 [========>.....................] - ETA: 4s - loss: 0.0201 - acc: 0.9944
19584/60000 [========>.....................] - ETA: 4s - loss: 0.0195 - acc: 0.9946
19840/60000 [========>.....................] - ETA: 4s - loss: 0.0193 - acc: 0.9947
20480/60000 [=========>....................] - ETA: 3s - loss: 0.0196 - acc: 0.9946
20992/60000 [=========>....................] - ETA: 3s - loss: 0.0193 - acc: 0.9947
21376/60000 [=========>....................] - ETA: 3s - loss: 0.0191 - acc: 0.9947
21888/60000 [=========>....................] - ETA: 3s - loss: 0.0192 - acc: 0.9946
22528/60000 [==========>...................] - ETA: 3s - loss: 0.0201 - acc: 0.9945
23168/60000 [==========>...................] - ETA: 3s - loss: 0.0198 - acc: 0.9946
23808/60000 [==========>...................] - ETA: 3s - loss: 0.0196 - acc: 0.9947
24448/60000 [===========>..................] - ETA: 3s - loss: 0.0198 - acc: 0.9946
25088/60000 [===========>..................] - ETA: 3s - loss: 0.0198 - acc: 0.9945
25728/60000 [===========>..................] - ETA: 3s - loss: 0.0201 - acc: 0.9945
26240/60000 [============>.................] - ETA: 3s - loss: 0.0201 - acc: 0.9945
26880/60000 [============>.................] - ETA: 3s - loss: 0.0200 - acc: 0.9945
27520/60000 [============>.................] - ETA: 3s - loss: 0.0201 - acc: 0.9945
28160/60000 [=============>................] - ETA: 3s - loss: 0.0201 - acc: 0.9945
28800/60000 [=============>................] - ETA: 3s - loss: 0.0200 - acc: 0.9945
29440/60000 [=============>................] - ETA: 3s - loss: 0.0197 - acc: 0.9945
30080/60000 [==============>...............] - ETA: 2s - loss: 0.0195 - acc: 0.9946
30720/60000 [==============>...............] - ETA: 2s - loss: 0.0196 - acc: 0.9945
31360/60000 [==============>...............] - ETA: 2s - loss: 0.0200 - acc: 0.9944
32000/60000 [===============>..............] - ETA: 2s - loss: 0.0199 - acc: 0.9945
32640/60000 [===============>..............] - ETA: 2s - loss: 0.0204 - acc: 0.9945
33280/60000 [===============>..............] - ETA: 2s - loss: 0.0202 - acc: 0.9945
33920/60000 [===============>..............] - ETA: 2s - loss: 0.0200 - acc: 0.9946
34560/60000 [================>.............] - ETA: 2s - loss: 0.0200 - acc: 0.9946
35200/60000 [================>.............] - ETA: 2s - loss: 0.0201 - acc: 0.9945
35840/60000 [================>.............] - ETA: 2s - loss: 0.0199 - acc: 0.9945
36480/60000 [=================>............] - ETA: 2s - loss: 0.0204 - acc: 0.9944
37120/60000 [=================>............] - ETA: 2s - loss: 0.0201 - acc: 0.9945
37760/60000 [=================>............] - ETA: 2s - loss: 0.0199 - acc: 0.9945
38400/60000 [==================>...........] - ETA: 2s - loss: 0.0197 - acc: 0.9945
39040/60000 [==================>...........] - ETA: 1s - loss: 0.0195 - acc: 0.9945
39680/60000 [==================>...........] - ETA: 1s - loss: 0.0194 - acc: 0.9946
40320/60000 [===================>..........] - ETA: 1s - loss: 0.0192 - acc: 0.9946
40960/60000 [===================>..........] - ETA: 1s - loss: 0.0197 - acc: 0.9946
41600/60000 [===================>..........] - ETA: 1s - loss: 0.0196 - acc: 0.9946
42240/60000 [====================>.........] - ETA: 1s - loss: 0.0200 - acc: 0.9945
42880/60000 [====================>.........] - ETA: 1s - loss: 0.0201 - acc: 0.9945
43520/60000 [====================>.........] - ETA: 1s - loss: 0.0200 - acc: 0.9945
44160/60000 [=====================>........] - ETA: 1s - loss: 0.0198 - acc: 0.9945
44800/60000 [=====================>........] - ETA: 1s - loss: 0.0197 - acc: 0.9946
45440/60000 [=====================>........] - ETA: 1s - loss: 0.0200 - acc: 0.9945
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0200 - acc: 0.9945
46720/60000 [======================>.......] - ETA: 1s - loss: 0.0199 - acc: 0.9945
47360/60000 [======================>.......] - ETA: 1s - loss: 0.0200 - acc: 0.9945
48000/60000 [=======================>......] - ETA: 1s - loss: 0.0200 - acc: 0.9945
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0208 - acc: 0.9943
49280/60000 [=======================>......] - ETA: 0s - loss: 0.0206 - acc: 0.9944
49920/60000 [=======================>......] - ETA: 0s - loss: 0.0205 - acc: 0.9944
50432/60000 [========================>.....] - ETA: 0s - loss: 0.0206 - acc: 0.9944
51072/60000 [========================>.....] - ETA: 0s - loss: 0.0205 - acc: 0.9945
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0203 - acc: 0.9945
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0203 - acc: 0.9944
52736/60000 [=========================>....] - ETA: 0s - loss: 0.0202 - acc: 0.9945
53248/60000 [=========================>....] - ETA: 0s - loss: 0.0203 - acc: 0.9944
53888/60000 [=========================>....] - ETA: 0s - loss: 0.0203 - acc: 0.9944
54528/60000 [==========================>...] - ETA: 0s - loss: 0.0206 - acc: 0.9944
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0207 - acc: 0.9943
55808/60000 [==========================>...] - ETA: 0s - loss: 0.0210 - acc: 0.9943
56576/60000 [===========================>..] - ETA: 0s - loss: 0.0210 - acc: 0.9943
57216/60000 [===========================>..] - ETA: 0s - loss: 0.0210 - acc: 0.9943
57984/60000 [===========================>..] - ETA: 0s - loss: 0.0210 - acc: 0.9943
58624/60000 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.9943
59264/60000 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.9943
59904/60000 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.9943
60000/60000 [==============================] - 6s 95us/step - loss: 0.0211 - acc: 0.9943 - val_loss: 0.1062 - val_acc: 0.9807
Epoch 15/20
128/60000 [..............................] - ETA: 5s - loss: 0.0145 - acc: 0.9922
768/60000 [..............................] - ETA: 4s - loss: 0.0198 - acc: 0.9935
1408/60000 [..............................] - ETA: 4s - loss: 0.0173 - acc: 0.9957
2048/60000 [>.............................] - ETA: 4s - loss: 0.0178 - acc: 0.9956
2688/60000 [>.............................] - ETA: 4s - loss: 0.0229 - acc: 0.9948
3328/60000 [>.............................] - ETA: 5s - loss: 0.0317 - acc: 0.9928
3968/60000 [>.............................] - ETA: 4s - loss: 0.0325 - acc: 0.9922
4608/60000 [=>............................] - ETA: 4s - loss: 0.0341 - acc: 0.9911
5248/60000 [=>............................] - ETA: 4s - loss: 0.0319 - acc: 0.9914
5888/60000 [=>............................] - ETA: 4s - loss: 0.0290 - acc: 0.9920
6528/60000 [==>...........................] - ETA: 4s - loss: 0.0277 - acc: 0.9923
7168/60000 [==>...........................] - ETA: 4s - loss: 0.0262 - acc: 0.9926
7808/60000 [==>...........................] - ETA: 4s - loss: 0.0248 - acc: 0.9930
8448/60000 [===>..........................] - ETA: 4s - loss: 0.0240 - acc: 0.9930
9088/60000 [===>..........................] - ETA: 4s - loss: 0.0231 - acc: 0.9931
9600/60000 [===>..........................] - ETA: 4s - loss: 0.0227 - acc: 0.9932
10240/60000 [====>.........................] - ETA: 4s - loss: 0.0233 - acc: 0.9934
10880/60000 [====>.........................] - ETA: 4s - loss: 0.0252 - acc: 0.9932
11520/60000 [====>.........................] - ETA: 4s - loss: 0.0241 - acc: 0.9934
12160/60000 [=====>........................] - ETA: 4s - loss: 0.0236 - acc: 0.9935
12800/60000 [=====>........................] - ETA: 4s - loss: 0.0231 - acc: 0.9935
13440/60000 [=====>........................] - ETA: 3s - loss: 0.0224 - acc: 0.9936
14080/60000 [======>.......................] - ETA: 3s - loss: 0.0220 - acc: 0.9936
14720/60000 [======>.......................] - ETA: 3s - loss: 0.0222 - acc: 0.9938
15360/60000 [======>.......................] - ETA: 3s - loss: 0.0224 - acc: 0.9938
16000/60000 [=======>......................] - ETA: 3s - loss: 0.0218 - acc: 0.9939
16640/60000 [=======>......................] - ETA: 3s - loss: 0.0213 - acc: 0.9941
17280/60000 [=======>......................] - ETA: 3s - loss: 0.0211 - acc: 0.9940
17920/60000 [=======>......................] - ETA: 3s - loss: 0.0209 - acc: 0.9940
18560/60000 [========>.....................] - ETA: 3s - loss: 0.0222 - acc: 0.9938
19328/60000 [========>.....................] - ETA: 3s - loss: 0.0216 - acc: 0.9939
19968/60000 [========>.....................] - ETA: 3s - loss: 0.0217 - acc: 0.9939
20608/60000 [=========>....................] - ETA: 3s - loss: 0.0215 - acc: 0.9940
21248/60000 [=========>....................] - ETA: 3s - loss: 0.0211 - acc: 0.9941
21888/60000 [=========>....................] - ETA: 3s - loss: 0.0211 - acc: 0.9941
22528/60000 [==========>...................] - ETA: 3s - loss: 0.0210 - acc: 0.9941
23168/60000 [==========>...................] - ETA: 3s - loss: 0.0211 - acc: 0.9941
23808/60000 [==========>...................] - ETA: 3s - loss: 0.0210 - acc: 0.9942
24448/60000 [===========>..................] - ETA: 2s - loss: 0.0210 - acc: 0.9942
25088/60000 [===========>..................] - ETA: 2s - loss: 0.0205 - acc: 0.9943
25728/60000 [===========>..................] - ETA: 2s - loss: 0.0205 - acc: 0.9942
26368/60000 [============>.................] - ETA: 2s - loss: 0.0204 - acc: 0.9942
27008/60000 [============>.................] - ETA: 2s - loss: 0.0202 - acc: 0.9943
27648/60000 [============>.................] - ETA: 2s - loss: 0.0199 - acc: 0.9944
28288/60000 [=============>................] - ETA: 2s - loss: 0.0199 - acc: 0.9943
28928/60000 [=============>................] - ETA: 2s - loss: 0.0196 - acc: 0.9944
29184/60000 [=============>................] - ETA: 2s - loss: 0.0195 - acc: 0.9944
29824/60000 [=============>................] - ETA: 2s - loss: 0.0200 - acc: 0.9942
30464/60000 [==============>...............] - ETA: 2s - loss: 0.0201 - acc: 0.9943
31104/60000 [==============>...............] - ETA: 2s - loss: 0.0199 - acc: 0.9943
31744/60000 [==============>...............] - ETA: 2s - loss: 0.0202 - acc: 0.9942
32384/60000 [===============>..............] - ETA: 2s - loss: 0.0199 - acc: 0.9943
32640/60000 [===============>..............] - ETA: 2s - loss: 0.0198 - acc: 0.9943
33152/60000 [===============>..............] - ETA: 2s - loss: 0.0200 - acc: 0.9944
33664/60000 [===============>..............] - ETA: 2s - loss: 0.0198 - acc: 0.9944
34304/60000 [================>.............] - ETA: 2s - loss: 0.0201 - acc: 0.9944
34688/60000 [================>.............] - ETA: 2s - loss: 0.0199 - acc: 0.9944
35328/60000 [================>.............] - ETA: 2s - loss: 0.0199 - acc: 0.9944
35968/60000 [================>.............] - ETA: 2s - loss: 0.0206 - acc: 0.9944
36608/60000 [=================>............] - ETA: 2s - loss: 0.0204 - acc: 0.9944
36992/60000 [=================>............] - ETA: 2s - loss: 0.0203 - acc: 0.9945
37248/60000 [=================>............] - ETA: 2s - loss: 0.0201 - acc: 0.9945
37888/60000 [=================>............] - ETA: 1s - loss: 0.0200 - acc: 0.9945
38528/60000 [==================>...........] - ETA: 1s - loss: 0.0198 - acc: 0.9945
39168/60000 [==================>...........] - ETA: 1s - loss: 0.0197 - acc: 0.9946
39808/60000 [==================>...........] - ETA: 1s - loss: 0.0198 - acc: 0.9945
40448/60000 [===================>..........] - ETA: 1s - loss: 0.0196 - acc: 0.9945
40960/60000 [===================>..........] - ETA: 1s - loss: 0.0197 - acc: 0.9944
41600/60000 [===================>..........] - ETA: 1s - loss: 0.0198 - acc: 0.9944
41984/60000 [===================>..........] - ETA: 1s - loss: 0.0196 - acc: 0.9944
42624/60000 [====================>.........] - ETA: 1s - loss: 0.0194 - acc: 0.9944
43264/60000 [====================>.........] - ETA: 1s - loss: 0.0194 - acc: 0.9945
43904/60000 [====================>.........] - ETA: 1s - loss: 0.0195 - acc: 0.9944
44416/60000 [=====================>........] - ETA: 1s - loss: 0.0195 - acc: 0.9944
45056/60000 [=====================>........] - ETA: 1s - loss: 0.0199 - acc: 0.9944
45696/60000 [=====================>........] - ETA: 1s - loss: 0.0207 - acc: 0.9943
45952/60000 [=====================>........] - ETA: 1s - loss: 0.0208 - acc: 0.9943
46464/60000 [======================>.......] - ETA: 1s - loss: 0.0207 - acc: 0.9943
47104/60000 [======================>.......] - ETA: 1s - loss: 0.0207 - acc: 0.9942
47360/60000 [======================>.......] - ETA: 1s - loss: 0.0206 - acc: 0.9942
48000/60000 [=======================>......] - ETA: 1s - loss: 0.0205 - acc: 0.9943
48640/60000 [=======================>......] - ETA: 1s - loss: 0.0204 - acc: 0.9943
49280/60000 [=======================>......] - ETA: 0s - loss: 0.0205 - acc: 0.9943
49536/60000 [=======================>......] - ETA: 0s - loss: 0.0204 - acc: 0.9943
50048/60000 [========================>.....] - ETA: 0s - loss: 0.0205 - acc: 0.9943
50304/60000 [========================>.....] - ETA: 0s - loss: 0.0204 - acc: 0.9943
50688/60000 [========================>.....] - ETA: 0s - loss: 0.0209 - acc: 0.9942
51072/60000 [========================>.....] - ETA: 0s - loss: 0.0208 - acc: 0.9943
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0209 - acc: 0.9942
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0208 - acc: 0.9942
52864/60000 [=========================>....] - ETA: 0s - loss: 0.0207 - acc: 0.9943
53376/60000 [=========================>....] - ETA: 0s - loss: 0.0206 - acc: 0.9943
54016/60000 [==========================>...] - ETA: 0s - loss: 0.0211 - acc: 0.9941
54656/60000 [==========================>...] - ETA: 0s - loss: 0.0209 - acc: 0.9942
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0208 - acc: 0.9942
55808/60000 [==========================>...] - ETA: 0s - loss: 0.0207 - acc: 0.9942
56448/60000 [===========================>..] - ETA: 0s - loss: 0.0210 - acc: 0.9942
56704/60000 [===========================>..] - ETA: 0s - loss: 0.0209 - acc: 0.9942
57344/60000 [===========================>..] - ETA: 0s - loss: 0.0208 - acc: 0.9942
57984/60000 [===========================>..] - ETA: 0s - loss: 0.0208 - acc: 0.9942
58624/60000 [============================>.] - ETA: 0s - loss: 0.0210 - acc: 0.9942
59136/60000 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.9942
59776/60000 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.9942
60000/60000 [==============================] - 6s 101us/step - loss: 0.0209 - acc: 0.9942 - val_loss: 0.1007 - val_acc: 0.9835
Epoch 16/20
128/60000 [..............................] - ETA: 5s - loss: 0.0022 - acc: 1.0000
768/60000 [..............................] - ETA: 4s - loss: 0.0021 - acc: 1.0000
1024/60000 [..............................] - ETA: 6s - loss: 0.0120 - acc: 0.9971
1664/60000 [..............................] - ETA: 6s - loss: 0.0100 - acc: 0.9970
2304/60000 [>.............................] - ETA: 5s - loss: 0.0114 - acc: 0.9970
2688/60000 [>.............................] - ETA: 6s - loss: 0.0103 - acc: 0.9974
3328/60000 [>.............................] - ETA: 5s - loss: 0.0111 - acc: 0.9961
3968/60000 [>.............................] - ETA: 5s - loss: 0.0095 - acc: 0.9967
4608/60000 [=>............................] - ETA: 6s - loss: 0.0094 - acc: 0.9967
5120/60000 [=>............................] - ETA: 5s - loss: 0.0116 - acc: 0.9965
5760/60000 [=>............................] - ETA: 5s - loss: 0.0114 - acc: 0.9965
5888/60000 [=>............................] - ETA: 6s - loss: 0.0119 - acc: 0.9961
6272/60000 [==>...........................] - ETA: 6s - loss: 0.0113 - acc: 0.9963
6912/60000 [==>...........................] - ETA: 6s - loss: 0.0115 - acc: 0.9962
7552/60000 [==>...........................] - ETA: 5s - loss: 0.0112 - acc: 0.9963
8192/60000 [===>..........................] - ETA: 5s - loss: 0.0118 - acc: 0.9962
8832/60000 [===>..........................] - ETA: 5s - loss: 0.0113 - acc: 0.9965
9472/60000 [===>..........................] - ETA: 5s - loss: 0.0110 - acc: 0.9965
10112/60000 [====>.........................] - ETA: 5s - loss: 0.0113 - acc: 0.9964
10368/60000 [====>.........................] - ETA: 5s - loss: 0.0114 - acc: 0.9964
11008/60000 [====>.........................] - ETA: 5s - loss: 0.0115 - acc: 0.9965
11648/60000 [====>.........................] - ETA: 5s - loss: 0.0118 - acc: 0.9965
12160/60000 [=====>........................] - ETA: 5s - loss: 0.0132 - acc: 0.9963
12800/60000 [=====>........................] - ETA: 4s - loss: 0.0144 - acc: 0.9959
13440/60000 [=====>........................] - ETA: 4s - loss: 0.0138 - acc: 0.9961
13824/60000 [=====>........................] - ETA: 4s - loss: 0.0135 - acc: 0.9962
14464/60000 [======>.......................] - ETA: 4s - loss: 0.0131 - acc: 0.9963
15104/60000 [======>.......................] - ETA: 4s - loss: 0.0133 - acc: 0.9962
15744/60000 [======>.......................] - ETA: 4s - loss: 0.0139 - acc: 0.9962
16384/60000 [=======>......................] - ETA: 4s - loss: 0.0139 - acc: 0.9962
17024/60000 [=======>......................] - ETA: 4s - loss: 0.0138 - acc: 0.9962
17664/60000 [=======>......................] - ETA: 4s - loss: 0.0141 - acc: 0.9962
18304/60000 [========>.....................] - ETA: 4s - loss: 0.0146 - acc: 0.9962
18944/60000 [========>.....................] - ETA: 4s - loss: 0.0157 - acc: 0.9960
19584/60000 [========>.....................] - ETA: 4s - loss: 0.0159 - acc: 0.9960
20224/60000 [=========>....................] - ETA: 3s - loss: 0.0160 - acc: 0.9960
20864/60000 [=========>....................] - ETA: 3s - loss: 0.0160 - acc: 0.9959
21376/60000 [=========>....................] - ETA: 3s - loss: 0.0160 - acc: 0.9959
22016/60000 [==========>...................] - ETA: 3s - loss: 0.0169 - acc: 0.9956
22528/60000 [==========>...................] - ETA: 3s - loss: 0.0174 - acc: 0.9955
23168/60000 [==========>...................] - ETA: 3s - loss: 0.0178 - acc: 0.9953
23808/60000 [==========>...................] - ETA: 3s - loss: 0.0177 - acc: 0.9953
24448/60000 [===========>..................] - ETA: 3s - loss: 0.0178 - acc: 0.9952
25088/60000 [===========>..................] - ETA: 3s - loss: 0.0176 - acc: 0.9951
25728/60000 [===========>..................] - ETA: 3s - loss: 0.0173 - acc: 0.9952
26368/60000 [============>.................] - ETA: 3s - loss: 0.0181 - acc: 0.9950
27008/60000 [============>.................] - ETA: 3s - loss: 0.0181 - acc: 0.9950
27648/60000 [============>.................] - ETA: 3s - loss: 0.0184 - acc: 0.9950
28288/60000 [=============>................] - ETA: 3s - loss: 0.0185 - acc: 0.9950
28928/60000 [=============>................] - ETA: 2s - loss: 0.0191 - acc: 0.9948
29568/60000 [=============>................] - ETA: 2s - loss: 0.0195 - acc: 0.9947
30208/60000 [==============>...............] - ETA: 2s - loss: 0.0195 - acc: 0.9947
30848/60000 [==============>...............] - ETA: 2s - loss: 0.0193 - acc: 0.9948
31488/60000 [==============>...............] - ETA: 2s - loss: 0.0196 - acc: 0.9948
32128/60000 [===============>..............] - ETA: 2s - loss: 0.0194 - acc: 0.9949
32768/60000 [===============>..............] - ETA: 2s - loss: 0.0195 - acc: 0.9948
33408/60000 [===============>..............] - ETA: 2s - loss: 0.0197 - acc: 0.9947
33792/60000 [===============>..............] - ETA: 2s - loss: 0.0202 - acc: 0.9947
34432/60000 [================>.............] - ETA: 2s - loss: 0.0204 - acc: 0.9946
35200/60000 [================>.............] - ETA: 2s - loss: 0.0202 - acc: 0.9947
35840/60000 [================>.............] - ETA: 2s - loss: 0.0202 - acc: 0.9947
36480/60000 [=================>............] - ETA: 2s - loss: 0.0205 - acc: 0.9947
37120/60000 [=================>............] - ETA: 2s - loss: 0.0205 - acc: 0.9947
37760/60000 [=================>............] - ETA: 2s - loss: 0.0204 - acc: 0.9947
38400/60000 [==================>...........] - ETA: 2s - loss: 0.0204 - acc: 0.9947
38912/60000 [==================>...........] - ETA: 1s - loss: 0.0203 - acc: 0.9947
39552/60000 [==================>...........] - ETA: 1s - loss: 0.0201 - acc: 0.9948
40192/60000 [===================>..........] - ETA: 1s - loss: 0.0204 - acc: 0.9947
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42624/60000 [====================>.........] - ETA: 1s - loss: 0.0202 - acc: 0.9946
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43904/60000 [====================>.........] - ETA: 1s - loss: 0.0200 - acc: 0.9946
44416/60000 [=====================>........] - ETA: 1s - loss: 0.0199 - acc: 0.9947
44800/60000 [=====================>........] - ETA: 1s - loss: 0.0201 - acc: 0.9946
45184/60000 [=====================>........] - ETA: 1s - loss: 0.0200 - acc: 0.9946
45824/60000 [=====================>........] - ETA: 1s - loss: 0.0204 - acc: 0.9945
46464/60000 [======================>.......] - ETA: 1s - loss: 0.0202 - acc: 0.9946
46720/60000 [======================>.......] - ETA: 1s - loss: 0.0201 - acc: 0.9946
47104/60000 [======================>.......] - ETA: 1s - loss: 0.0201 - acc: 0.9946
47616/60000 [======================>.......] - ETA: 1s - loss: 0.0201 - acc: 0.9945
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48640/60000 [=======================>......] - ETA: 1s - loss: 0.0203 - acc: 0.9945
49152/60000 [=======================>......] - ETA: 1s - loss: 0.0201 - acc: 0.9945
49536/60000 [=======================>......] - ETA: 1s - loss: 0.0203 - acc: 0.9945
50048/60000 [========================>.....] - ETA: 1s - loss: 0.0205 - acc: 0.9944
50432/60000 [========================>.....] - ETA: 0s - loss: 0.0205 - acc: 0.9944
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51200/60000 [========================>.....] - ETA: 0s - loss: 0.0204 - acc: 0.9945
51840/60000 [========================>.....] - ETA: 0s - loss: 0.0201 - acc: 0.9945
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53760/60000 [=========================>....] - ETA: 0s - loss: 0.0202 - acc: 0.9945
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58880/60000 [============================>.] - ETA: 0s - loss: 0.0205 - acc: 0.9945
59264/60000 [============================>.] - ETA: 0s - loss: 0.0205 - acc: 0.9945
59904/60000 [============================>.] - ETA: 0s - loss: 0.0204 - acc: 0.9945
60000/60000 [==============================] - 7s 112us/step - loss: 0.0204 - acc: 0.9945 - val_loss: 0.0952 - val_acc: 0.9842
Epoch 17/20
128/60000 [..............................] - ETA: 11s - loss: 0.0896 - acc: 0.9922
640/60000 [..............................] - ETA: 7s - loss: 0.0282 - acc: 0.9922
1280/60000 [..............................] - ETA: 6s - loss: 0.0321 - acc: 0.9922
1792/60000 [..............................] - ETA: 6s - loss: 0.0261 - acc: 0.9939
2432/60000 [>.............................] - ETA: 5s - loss: 0.0270 - acc: 0.9930
3072/60000 [>.............................] - ETA: 5s - loss: 0.0261 - acc: 0.9928
3712/60000 [>.............................] - ETA: 5s - loss: 0.0241 - acc: 0.9933
4352/60000 [=>............................] - ETA: 5s - loss: 0.0212 - acc: 0.9940
4736/60000 [=>............................] - ETA: 5s - loss: 0.0200 - acc: 0.9943
5376/60000 [=>............................] - ETA: 6s - loss: 0.0194 - acc: 0.9944
5760/60000 [=>............................] - ETA: 6s - loss: 0.0192 - acc: 0.9944
6400/60000 [==>...........................] - ETA: 6s - loss: 0.0188 - acc: 0.9945
6784/60000 [==>...........................] - ETA: 6s - loss: 0.0182 - acc: 0.9945
7424/60000 [==>...........................] - ETA: 6s - loss: 0.0195 - acc: 0.9946
8064/60000 [===>..........................] - ETA: 6s - loss: 0.0197 - acc: 0.9947
8704/60000 [===>..........................] - ETA: 5s - loss: 0.0222 - acc: 0.9941
9216/60000 [===>..........................] - ETA: 5s - loss: 0.0213 - acc: 0.9944
9472/60000 [===>..........................] - ETA: 5s - loss: 0.0224 - acc: 0.9940
9728/60000 [===>..........................] - ETA: 6s - loss: 0.0226 - acc: 0.9940
10368/60000 [====>.........................] - ETA: 6s - loss: 0.0225 - acc: 0.9943
10880/60000 [====>.........................] - ETA: 5s - loss: 0.0228 - acc: 0.9941
11520/60000 [====>.........................] - ETA: 5s - loss: 0.0222 - acc: 0.9942
12160/60000 [=====>........................] - ETA: 5s - loss: 0.0236 - acc: 0.9942
12800/60000 [=====>........................] - ETA: 5s - loss: 0.0241 - acc: 0.9942
13440/60000 [=====>........................] - ETA: 5s - loss: 0.0234 - acc: 0.9942
14080/60000 [======>.......................] - ETA: 5s - loss: 0.0234 - acc: 0.9940
14720/60000 [======>.......................] - ETA: 5s - loss: 0.0229 - acc: 0.9942
15360/60000 [======>.......................] - ETA: 4s - loss: 0.0220 - acc: 0.9944
16000/60000 [=======>......................] - ETA: 4s - loss: 0.0213 - acc: 0.9946
16640/60000 [=======>......................] - ETA: 4s - loss: 0.0217 - acc: 0.9945
17280/60000 [=======>......................] - ETA: 4s - loss: 0.0220 - acc: 0.9943
17920/60000 [=======>......................] - ETA: 4s - loss: 0.0216 - acc: 0.9944
18560/60000 [========>.....................] - ETA: 4s - loss: 0.0209 - acc: 0.9946
19200/60000 [========>.....................] - ETA: 4s - loss: 0.0207 - acc: 0.9946
19840/60000 [========>.....................] - ETA: 4s - loss: 0.0212 - acc: 0.9945
20480/60000 [=========>....................] - ETA: 4s - loss: 0.0212 - acc: 0.9945
21120/60000 [=========>....................] - ETA: 3s - loss: 0.0207 - acc: 0.9946
21632/60000 [=========>....................] - ETA: 3s - loss: 0.0205 - acc: 0.9947
22016/60000 [==========>...................] - ETA: 3s - loss: 0.0207 - acc: 0.9946
22656/60000 [==========>...................] - ETA: 3s - loss: 0.0210 - acc: 0.9945
23296/60000 [==========>...................] - ETA: 3s - loss: 0.0214 - acc: 0.9944
23936/60000 [==========>...................] - ETA: 3s - loss: 0.0213 - acc: 0.9944
24576/60000 [===========>..................] - ETA: 3s - loss: 0.0212 - acc: 0.9944
25216/60000 [===========>..................] - ETA: 3s - loss: 0.0211 - acc: 0.9944
25856/60000 [===========>..................] - ETA: 3s - loss: 0.0210 - acc: 0.9944
26496/60000 [============>.................] - ETA: 3s - loss: 0.0210 - acc: 0.9944
27136/60000 [============>.................] - ETA: 3s - loss: 0.0208 - acc: 0.9944
27776/60000 [============>.................] - ETA: 3s - loss: 0.0213 - acc: 0.9944
28416/60000 [=============>................] - ETA: 3s - loss: 0.0214 - acc: 0.9944
29056/60000 [=============>................] - ETA: 3s - loss: 0.0214 - acc: 0.9944
29696/60000 [=============>................] - ETA: 2s - loss: 0.0210 - acc: 0.9944
30336/60000 [==============>...............] - ETA: 2s - loss: 0.0210 - acc: 0.9945
30976/60000 [==============>...............] - ETA: 2s - loss: 0.0208 - acc: 0.9944
31616/60000 [==============>...............] - ETA: 2s - loss: 0.0208 - acc: 0.9944
32256/60000 [===============>..............] - ETA: 2s - loss: 0.0209 - acc: 0.9944
32896/60000 [===============>..............] - ETA: 2s - loss: 0.0208 - acc: 0.9944
33152/60000 [===============>..............] - ETA: 2s - loss: 0.0212 - acc: 0.9944
33664/60000 [===============>..............] - ETA: 2s - loss: 0.0209 - acc: 0.9944
34304/60000 [================>.............] - ETA: 2s - loss: 0.0207 - acc: 0.9945
34816/60000 [================>.............] - ETA: 2s - loss: 0.0205 - acc: 0.9945
35456/60000 [================>.............] - ETA: 2s - loss: 0.0208 - acc: 0.9944
36096/60000 [=================>............] - ETA: 2s - loss: 0.0209 - acc: 0.9944
36736/60000 [=================>............] - ETA: 2s - loss: 0.0209 - acc: 0.9944
37376/60000 [=================>............] - ETA: 2s - loss: 0.0208 - acc: 0.9944
38016/60000 [==================>...........] - ETA: 2s - loss: 0.0207 - acc: 0.9944
38656/60000 [==================>...........] - ETA: 2s - loss: 0.0204 - acc: 0.9944
39296/60000 [==================>...........] - ETA: 1s - loss: 0.0201 - acc: 0.9945
39552/60000 [==================>...........] - ETA: 1s - loss: 0.0201 - acc: 0.9945
40192/60000 [===================>..........] - ETA: 1s - loss: 0.0201 - acc: 0.9946
40832/60000 [===================>..........] - ETA: 1s - loss: 0.0207 - acc: 0.9945
41472/60000 [===================>..........] - ETA: 1s - loss: 0.0206 - acc: 0.9945
42112/60000 [====================>.........] - ETA: 1s - loss: 0.0207 - acc: 0.9945
42752/60000 [====================>.........] - ETA: 1s - loss: 0.0206 - acc: 0.9945
43392/60000 [====================>.........] - ETA: 1s - loss: 0.0206 - acc: 0.9944
44032/60000 [=====================>........] - ETA: 1s - loss: 0.0205 - acc: 0.9944
44672/60000 [=====================>........] - ETA: 1s - loss: 0.0205 - acc: 0.9945
45312/60000 [=====================>........] - ETA: 1s - loss: 0.0204 - acc: 0.9945
45952/60000 [=====================>........] - ETA: 1s - loss: 0.0205 - acc: 0.9944
46592/60000 [======================>.......] - ETA: 1s - loss: 0.0205 - acc: 0.9944
47232/60000 [======================>.......] - ETA: 1s - loss: 0.0209 - acc: 0.9943
47872/60000 [======================>.......] - ETA: 1s - loss: 0.0208 - acc: 0.9944
48512/60000 [=======================>......] - ETA: 1s - loss: 0.0208 - acc: 0.9944
49152/60000 [=======================>......] - ETA: 1s - loss: 0.0208 - acc: 0.9944
49792/60000 [=======================>......] - ETA: 0s - loss: 0.0208 - acc: 0.9944
50432/60000 [========================>.....] - ETA: 0s - loss: 0.0208 - acc: 0.9944
51072/60000 [========================>.....] - ETA: 0s - loss: 0.0206 - acc: 0.9944
51712/60000 [========================>.....] - ETA: 0s - loss: 0.0210 - acc: 0.9944
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0210 - acc: 0.9944
52992/60000 [=========================>....] - ETA: 0s - loss: 0.0212 - acc: 0.9944
53632/60000 [=========================>....] - ETA: 0s - loss: 0.0212 - acc: 0.9944
54272/60000 [==========================>...] - ETA: 0s - loss: 0.0212 - acc: 0.9943
55040/60000 [==========================>...] - ETA: 0s - loss: 0.0211 - acc: 0.9943
55680/60000 [==========================>...] - ETA: 0s - loss: 0.0210 - acc: 0.9944
56192/60000 [===========================>..] - ETA: 0s - loss: 0.0208 - acc: 0.9944
56832/60000 [===========================>..] - ETA: 0s - loss: 0.0206 - acc: 0.9945
57472/60000 [===========================>..] - ETA: 0s - loss: 0.0205 - acc: 0.9945
58112/60000 [============================>.] - ETA: 0s - loss: 0.0203 - acc: 0.9945
58624/60000 [============================>.] - ETA: 0s - loss: 0.0204 - acc: 0.9945
59264/60000 [============================>.] - ETA: 0s - loss: 0.0203 - acc: 0.9945
59904/60000 [============================>.] - ETA: 0s - loss: 0.0208 - acc: 0.9945
60000/60000 [==============================] - 6s 96us/step - loss: 0.0209 - acc: 0.9944 - val_loss: 0.1140 - val_acc: 0.9821
Epoch 18/20
128/60000 [..............................] - ETA: 4s - loss: 0.0012 - acc: 1.0000
640/60000 [..............................] - ETA: 8s - loss: 0.0128 - acc: 0.9938
1280/60000 [..............................] - ETA: 6s - loss: 0.0083 - acc: 0.9961
1920/60000 [..............................] - ETA: 6s - loss: 0.0113 - acc: 0.9953
2176/60000 [>.............................] - ETA: 6s - loss: 0.0101 - acc: 0.9959
2432/60000 [>.............................] - ETA: 7s - loss: 0.0116 - acc: 0.9959
3072/60000 [>.............................] - ETA: 7s - loss: 0.0111 - acc: 0.9958
3584/60000 [>.............................] - ETA: 7s - loss: 0.0130 - acc: 0.9958
3840/60000 [>.............................] - ETA: 7s - loss: 0.0138 - acc: 0.9956
4480/60000 [=>............................] - ETA: 6s - loss: 0.0160 - acc: 0.9953
4992/60000 [=>............................] - ETA: 6s - loss: 0.0146 - acc: 0.9958
5504/60000 [=>............................] - ETA: 6s - loss: 0.0172 - acc: 0.9951
6144/60000 [==>...........................] - ETA: 6s - loss: 0.0164 - acc: 0.9953
6528/60000 [==>...........................] - ETA: 6s - loss: 0.0162 - acc: 0.9954
7168/60000 [==>...........................] - ETA: 6s - loss: 0.0160 - acc: 0.9953
7552/60000 [==>...........................] - ETA: 6s - loss: 0.0160 - acc: 0.9952
8192/60000 [===>..........................] - ETA: 6s - loss: 0.0160 - acc: 0.9954
8576/60000 [===>..........................] - ETA: 6s - loss: 0.0164 - acc: 0.9953
9216/60000 [===>..........................] - ETA: 6s - loss: 0.0165 - acc: 0.9951
9856/60000 [===>..........................] - ETA: 6s - loss: 0.0158 - acc: 0.9953
10496/60000 [====>.........................] - ETA: 5s - loss: 0.0160 - acc: 0.9951
11136/60000 [====>.........................] - ETA: 5s - loss: 0.0159 - acc: 0.9953
11776/60000 [====>.........................] - ETA: 5s - loss: 0.0159 - acc: 0.9952
12416/60000 [=====>........................] - ETA: 5s - loss: 0.0169 - acc: 0.9951
12928/60000 [=====>........................] - ETA: 5s - loss: 0.0168 - acc: 0.9951
13440/60000 [=====>........................] - ETA: 5s - loss: 0.0166 - acc: 0.9952
13952/60000 [=====>........................] - ETA: 5s - loss: 0.0169 - acc: 0.9953
14464/60000 [======>.......................] - ETA: 5s - loss: 0.0169 - acc: 0.9953
15104/60000 [======>.......................] - ETA: 5s - loss: 0.0168 - acc: 0.9952
15360/60000 [======>.......................] - ETA: 5s - loss: 0.0166 - acc: 0.9953
15872/60000 [======>.......................] - ETA: 5s - loss: 0.0171 - acc: 0.9953
16512/60000 [=======>......................] - ETA: 5s - loss: 0.0169 - acc: 0.9953
17152/60000 [=======>......................] - ETA: 5s - loss: 0.0164 - acc: 0.9955
17280/60000 [=======>......................] - ETA: 5s - loss: 0.0166 - acc: 0.9954
17920/60000 [=======>......................] - ETA: 5s - loss: 0.0163 - acc: 0.9955
18432/60000 [========>.....................] - ETA: 5s - loss: 0.0162 - acc: 0.9955
19072/60000 [========>.....................] - ETA: 5s - loss: 0.0173 - acc: 0.9954
19328/60000 [========>.....................] - ETA: 5s - loss: 0.0177 - acc: 0.9954
19456/60000 [========>.....................] - ETA: 5s - loss: 0.0176 - acc: 0.9954
20096/60000 [=========>....................] - ETA: 5s - loss: 0.0176 - acc: 0.9953
20736/60000 [=========>....................] - ETA: 5s - loss: 0.0177 - acc: 0.9953
21120/60000 [=========>....................] - ETA: 5s - loss: 0.0178 - acc: 0.9953
21504/60000 [=========>....................] - ETA: 5s - loss: 0.0178 - acc: 0.9953
22144/60000 [==========>...................] - ETA: 4s - loss: 0.0181 - acc: 0.9953
22784/60000 [==========>...................] - ETA: 4s - loss: 0.0185 - acc: 0.9952
23424/60000 [==========>...................] - ETA: 4s - loss: 0.0182 - acc: 0.9953
23936/60000 [==========>...................] - ETA: 4s - loss: 0.0185 - acc: 0.9953
24192/60000 [===========>..................] - ETA: 4s - loss: 0.0184 - acc: 0.9953
24832/60000 [===========>..................] - ETA: 4s - loss: 0.0181 - acc: 0.9954
25472/60000 [===========>..................] - ETA: 4s - loss: 0.0181 - acc: 0.9954
25984/60000 [===========>..................] - ETA: 4s - loss: 0.0182 - acc: 0.9955
26112/60000 [============>.................] - ETA: 4s - loss: 0.0182 - acc: 0.9954
26752/60000 [============>.................] - ETA: 4s - loss: 0.0184 - acc: 0.9953
27264/60000 [============>.................] - ETA: 4s - loss: 0.0185 - acc: 0.9953
27904/60000 [============>.................] - ETA: 4s - loss: 0.0187 - acc: 0.9953
28544/60000 [=============>................] - ETA: 4s - loss: 0.0187 - acc: 0.9952
29056/60000 [=============>................] - ETA: 3s - loss: 0.0185 - acc: 0.9953
29568/60000 [=============>................] - ETA: 3s - loss: 0.0183 - acc: 0.9952
30208/60000 [==============>...............] - ETA: 3s - loss: 0.0181 - acc: 0.9953
30720/60000 [==============>...............] - ETA: 3s - loss: 0.0183 - acc: 0.9951
31360/60000 [==============>...............] - ETA: 3s - loss: 0.0195 - acc: 0.9949
32000/60000 [===============>..............] - ETA: 3s - loss: 0.0197 - acc: 0.9948
32256/60000 [===============>..............] - ETA: 3s - loss: 0.0196 - acc: 0.9949
32896/60000 [===============>..............] - ETA: 3s - loss: 0.0196 - acc: 0.9949
33536/60000 [===============>..............] - ETA: 3s - loss: 0.0194 - acc: 0.9949
34176/60000 [================>.............] - ETA: 3s - loss: 0.0196 - acc: 0.9949
34816/60000 [================>.............] - ETA: 3s - loss: 0.0194 - acc: 0.9950
35072/60000 [================>.............] - ETA: 3s - loss: 0.0194 - acc: 0.9950
35712/60000 [================>.............] - ETA: 3s - loss: 0.0193 - acc: 0.9950
36224/60000 [=================>............] - ETA: 2s - loss: 0.0194 - acc: 0.9949
36608/60000 [=================>............] - ETA: 2s - loss: 0.0194 - acc: 0.9949
37248/60000 [=================>............] - ETA: 2s - loss: 0.0195 - acc: 0.9949
37888/60000 [=================>............] - ETA: 2s - loss: 0.0193 - acc: 0.9949
38016/60000 [==================>...........] - ETA: 2s - loss: 0.0193 - acc: 0.9949
38400/60000 [==================>...........] - ETA: 2s - loss: 0.0191 - acc: 0.9949
39040/60000 [==================>...........] - ETA: 2s - loss: 0.0188 - acc: 0.9950
39680/60000 [==================>...........] - ETA: 2s - loss: 0.0189 - acc: 0.9950
40320/60000 [===================>..........] - ETA: 2s - loss: 0.0191 - acc: 0.9949
40704/60000 [===================>..........] - ETA: 2s - loss: 0.0190 - acc: 0.9949
41344/60000 [===================>..........] - ETA: 2s - loss: 0.0190 - acc: 0.9949
41984/60000 [===================>..........] - ETA: 2s - loss: 0.0189 - acc: 0.9949
42624/60000 [====================>.........] - ETA: 2s - loss: 0.0191 - acc: 0.9949
43264/60000 [====================>.........] - ETA: 2s - loss: 0.0190 - acc: 0.9949
43776/60000 [====================>.........] - ETA: 1s - loss: 0.0191 - acc: 0.9949
44288/60000 [=====================>........] - ETA: 1s - loss: 0.0193 - acc: 0.9948
44928/60000 [=====================>........] - ETA: 1s - loss: 0.0198 - acc: 0.9948
45568/60000 [=====================>........] - ETA: 1s - loss: 0.0198 - acc: 0.9948
46080/60000 [======================>.......] - ETA: 1s - loss: 0.0197 - acc: 0.9948
46592/60000 [======================>.......] - ETA: 1s - loss: 0.0195 - acc: 0.9948
47104/60000 [======================>.......] - ETA: 1s - loss: 0.0199 - acc: 0.9948
47488/60000 [======================>.......] - ETA: 1s - loss: 0.0198 - acc: 0.9948
48128/60000 [=======================>......] - ETA: 1s - loss: 0.0203 - acc: 0.9948
48768/60000 [=======================>......] - ETA: 1s - loss: 0.0204 - acc: 0.9948
49408/60000 [=======================>......] - ETA: 1s - loss: 0.0207 - acc: 0.9948
50048/60000 [========================>.....] - ETA: 1s - loss: 0.0206 - acc: 0.9948
50176/60000 [========================>.....] - ETA: 1s - loss: 0.0205 - acc: 0.9948
50432/60000 [========================>.....] - ETA: 1s - loss: 0.0206 - acc: 0.9948
51072/60000 [========================>.....] - ETA: 1s - loss: 0.0206 - acc: 0.9948
51456/60000 [========================>.....] - ETA: 1s - loss: 0.0205 - acc: 0.9948
51840/60000 [========================>.....] - ETA: 1s - loss: 0.0205 - acc: 0.9948
52096/60000 [=========================>....] - ETA: 0s - loss: 0.0204 - acc: 0.9948
52352/60000 [=========================>....] - ETA: 0s - loss: 0.0205 - acc: 0.9948
52992/60000 [=========================>....] - ETA: 0s - loss: 0.0204 - acc: 0.9948
53376/60000 [=========================>....] - ETA: 0s - loss: 0.0202 - acc: 0.9948
54016/60000 [==========================>...] - ETA: 0s - loss: 0.0201 - acc: 0.9948
54656/60000 [==========================>...] - ETA: 0s - loss: 0.0199 - acc: 0.9949
55168/60000 [==========================>...] - ETA: 0s - loss: 0.0198 - acc: 0.9949
55680/60000 [==========================>...] - ETA: 0s - loss: 0.0197 - acc: 0.9949
55936/60000 [==========================>...] - ETA: 0s - loss: 0.0199 - acc: 0.9949
56320/60000 [===========================>..] - ETA: 0s - loss: 0.0200 - acc: 0.9949
56960/60000 [===========================>..] - ETA: 0s - loss: 0.0200 - acc: 0.9948
57600/60000 [===========================>..] - ETA: 0s - loss: 0.0201 - acc: 0.9948
58240/60000 [============================>.] - ETA: 0s - loss: 0.0200 - acc: 0.9948
58752/60000 [============================>.] - ETA: 0s - loss: 0.0200 - acc: 0.9948
59264/60000 [============================>.] - ETA: 0s - loss: 0.0199 - acc: 0.9948
59904/60000 [============================>.] - ETA: 0s - loss: 0.0200 - acc: 0.9948
60000/60000 [==============================] - 8s 130us/step - loss: 0.0199 - acc: 0.9948 - val_loss: 0.1190 - val_acc: 0.9804
Epoch 19/20
128/60000 [..............................] - ETA: 4s - loss: 0.0044 - acc: 1.0000
768/60000 [..............................] - ETA: 4s - loss: 0.0101 - acc: 0.9974
1408/60000 [..............................] - ETA: 4s - loss: 0.0238 - acc: 0.9950
2048/60000 [>.............................] - ETA: 4s - loss: 0.0184 - acc: 0.9961
2688/60000 [>.............................] - ETA: 4s - loss: 0.0159 - acc: 0.9963
3328/60000 [>.............................] - ETA: 4s - loss: 0.0151 - acc: 0.9967
3968/60000 [>.............................] - ETA: 4s - loss: 0.0136 - acc: 0.9970
4608/60000 [=>............................] - ETA: 4s - loss: 0.0130 - acc: 0.9967
5248/60000 [=>............................] - ETA: 4s - loss: 0.0149 - acc: 0.9968
5888/60000 [=>............................] - ETA: 4s - loss: 0.0141 - acc: 0.9966
6528/60000 [==>...........................] - ETA: 4s - loss: 0.0158 - acc: 0.9963
7168/60000 [==>...........................] - ETA: 4s - loss: 0.0149 - acc: 0.9965
7808/60000 [==>...........................] - ETA: 4s - loss: 0.0139 - acc: 0.9968
8448/60000 [===>..........................] - ETA: 4s - loss: 0.0132 - acc: 0.9969
9088/60000 [===>..........................] - ETA: 4s - loss: 0.0139 - acc: 0.9969
9344/60000 [===>..........................] - ETA: 4s - loss: 0.0138 - acc: 0.9969
9984/60000 [===>..........................] - ETA: 4s - loss: 0.0132 - acc: 0.9970
10624/60000 [====>.........................] - ETA: 4s - loss: 0.0143 - acc: 0.9967
11136/60000 [====>.........................] - ETA: 4s - loss: 0.0144 - acc: 0.9966
11776/60000 [====>.........................] - ETA: 4s - loss: 0.0170 - acc: 0.9963
12416/60000 [=====>........................] - ETA: 4s - loss: 0.0166 - acc: 0.9964
13056/60000 [=====>........................] - ETA: 4s - loss: 0.0170 - acc: 0.9962
13696/60000 [=====>........................] - ETA: 4s - loss: 0.0172 - acc: 0.9961
14336/60000 [======>.......................] - ETA: 4s - loss: 0.0165 - acc: 0.9962
14976/60000 [======>.......................] - ETA: 3s - loss: 0.0159 - acc: 0.9963
15616/60000 [======>.......................] - ETA: 3s - loss: 0.0163 - acc: 0.9962
16256/60000 [=======>......................] - ETA: 3s - loss: 0.0160 - acc: 0.9962
16896/60000 [=======>......................] - ETA: 3s - loss: 0.0159 - acc: 0.9963
17536/60000 [=======>......................] - ETA: 3s - loss: 0.0159 - acc: 0.9962
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18816/60000 [========>.....................] - ETA: 3s - loss: 0.0152 - acc: 0.9963
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20736/60000 [=========>....................] - ETA: 3s - loss: 0.0155 - acc: 0.9960
21376/60000 [=========>....................] - ETA: 3s - loss: 0.0156 - acc: 0.9959
22016/60000 [==========>...................] - ETA: 3s - loss: 0.0157 - acc: 0.9958
22656/60000 [==========>...................] - ETA: 3s - loss: 0.0158 - acc: 0.9958
23296/60000 [==========>...................] - ETA: 3s - loss: 0.0164 - acc: 0.9957
23936/60000 [==========>...................] - ETA: 3s - loss: 0.0172 - acc: 0.9955
24576/60000 [===========>..................] - ETA: 3s - loss: 0.0179 - acc: 0.9955
25216/60000 [===========>..................] - ETA: 2s - loss: 0.0177 - acc: 0.9955
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49280/60000 [=======================>......] - ETA: 0s - loss: 0.0155 - acc: 0.9958
49920/60000 [=======================>......] - ETA: 0s - loss: 0.0154 - acc: 0.9958
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51200/60000 [========================>.....] - ETA: 0s - loss: 0.0153 - acc: 0.9958
51840/60000 [========================>.....] - ETA: 0s - loss: 0.0151 - acc: 0.9959
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53120/60000 [=========================>....] - ETA: 0s - loss: 0.0154 - acc: 0.9958
53760/60000 [=========================>....] - ETA: 0s - loss: 0.0153 - acc: 0.9957
54400/60000 [==========================>...] - ETA: 0s - loss: 0.0155 - acc: 0.9957
54784/60000 [==========================>...] - ETA: 0s - loss: 0.0157 - acc: 0.9957
55424/60000 [==========================>...] - ETA: 0s - loss: 0.0157 - acc: 0.9957
55936/60000 [==========================>...] - ETA: 0s - loss: 0.0157 - acc: 0.9957
56576/60000 [===========================>..] - ETA: 0s - loss: 0.0157 - acc: 0.9956
57088/60000 [===========================>..] - ETA: 0s - loss: 0.0156 - acc: 0.9956
57472/60000 [===========================>..] - ETA: 0s - loss: 0.0155 - acc: 0.9956
58112/60000 [============================>.] - ETA: 0s - loss: 0.0154 - acc: 0.9956
58752/60000 [============================>.] - ETA: 0s - loss: 0.0154 - acc: 0.9956
59392/60000 [============================>.] - ETA: 0s - loss: 0.0154 - acc: 0.9956
60000/60000 [==============================] - 5s 90us/step - loss: 0.0154 - acc: 0.9957 - val_loss: 0.1004 - val_acc: 0.9856
Epoch 20/20
128/60000 [..............................] - ETA: 4s - loss: 0.0190 - acc: 0.9922
768/60000 [..............................] - ETA: 4s - loss: 0.0466 - acc: 0.9922
1408/60000 [..............................] - ETA: 4s - loss: 0.0340 - acc: 0.9936
2048/60000 [>.............................] - ETA: 5s - loss: 0.0271 - acc: 0.9946
2560/60000 [>.............................] - ETA: 5s - loss: 0.0233 - acc: 0.9949
2688/60000 [>.............................] - ETA: 6s - loss: 0.0222 - acc: 0.9952
3328/60000 [>.............................] - ETA: 5s - loss: 0.0186 - acc: 0.9961
3840/60000 [>.............................] - ETA: 5s - loss: 0.0176 - acc: 0.9964
4480/60000 [=>............................] - ETA: 5s - loss: 0.0166 - acc: 0.9958
5120/60000 [=>............................] - ETA: 5s - loss: 0.0153 - acc: 0.9959
5760/60000 [=>............................] - ETA: 5s - loss: 0.0157 - acc: 0.9957
6400/60000 [==>...........................] - ETA: 5s - loss: 0.0166 - acc: 0.9958
7040/60000 [==>...........................] - ETA: 5s - loss: 0.0161 - acc: 0.9957
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11008/60000 [====>.........................] - ETA: 5s - loss: 0.0143 - acc: 0.9957
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11520/60000 [====>.........................] - ETA: 5s - loss: 0.0141 - acc: 0.9958
12160/60000 [=====>........................] - ETA: 5s - loss: 0.0139 - acc: 0.9959
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14464/60000 [======>.......................] - ETA: 4s - loss: 0.0145 - acc: 0.9961
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15488/60000 [======>.......................] - ETA: 5s - loss: 0.0144 - acc: 0.9961
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16768/60000 [=======>......................] - ETA: 4s - loss: 0.0138 - acc: 0.9962
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17920/60000 [=======>......................] - ETA: 4s - loss: 0.0139 - acc: 0.9961
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22912/60000 [==========>...................] - ETA: 3s - loss: 0.0165 - acc: 0.9958
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24192/60000 [===========>..................] - ETA: 3s - loss: 0.0172 - acc: 0.9959
24832/60000 [===========>..................] - ETA: 3s - loss: 0.0168 - acc: 0.9959
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57600/60000 [===========================>..] - ETA: 0s - loss: 0.0169 - acc: 0.9955
57856/60000 [===========================>..] - ETA: 0s - loss: 0.0170 - acc: 0.9955
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59392/60000 [============================>.] - ETA: 0s - loss: 0.0168 - acc: 0.9955
60000/60000 [==============================] - 7s 110us/step - loss: 0.0170 - acc: 0.9955 - val_loss: 0.1028 - val_acc: 0.9835
Test loss: 0.102794561023
Test accuracy: 0.9835
(end)