tf.keras学习笔记（一) mnist分类
tf.keras学习笔记（一）
- mnist分类
导入keras的包
from tensorflow.contrib import keras
另外一些常见的数据集keras.datasets提供了
- 代码：
import tensorflow as tf
# import keras form tf
from tensorflow.contrib import keras
# load mnist
mnist = keras.datasets.mnist
(x_train, y_train), (x_test, y_test) = mnist.load_data()
x_train, x_test = x_train / 255.0, x_test / 255.0
# build model
model = keras.models.Sequential()
model.add(keras.layers.Flatten(input_shape=(28,28)))
model.add(keras.layers.Dense(512, activation=tf.nn.leaky_relu))
model.add(keras.layers.Dropout(0.2))
model.add(keras.layers.Dense(10,activation=tf.nn.softmax))
# define optimizer and loss
model.compile(optimizer='adam',
loss='sparse_categorical_crossentropy',
metrics=['accuracy'])
# fit the training data
model.fit(x_train, y_train, epochs=5)
# test the test data
model.evaluate(x_test, y_test)
- 运行结果：
/usr/bin/python3.6 /media/todd/38714CA0C89E958E/147/yl_tmp/readingbook/pipeline/gesture_reco/gesture_reco.py
Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz
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58784/60000 [============================>.] - ETA: 0s - loss: 0.2484 - acc: 0.9262
59040/60000 [============================>.] - ETA: 0s - loss: 0.2479 - acc: 0.9263
59360/60000 [============================>.] - ETA: 0s - loss: 0.2473 - acc: 0.9264
59680/60000 [============================>.] - ETA: 0s - loss: 0.2469 - acc: 0.9266
59936/60000 [============================>.] - ETA: 0s - loss: 0.2468 - acc: 0.9266
60000/60000 [==============================] - 17s 288us/step - loss: 0.2466 - acc: 0.9267
Epoch 2/5
32/60000 [..............................] - ETA: 18s - loss: 0.1593 - acc: 0.9062
288/60000 [..............................] - ETA: 12s - loss: 0.1425 - acc: 0.9514
608/60000 [..............................] - ETA: 10s - loss: 0.1422 - acc: 0.9589
896/60000 [..............................] - ETA: 10s - loss: 0.1255 - acc: 0.9643
1120/60000 [..............................] - ETA: 11s - loss: 0.1335 - acc: 0.9607
1376/60000 [..............................] - ETA: 11s - loss: 0.1307 - acc: 0.9608
1728/60000 [..............................] - ETA: 10s - loss: 0.1369 - acc: 0.9589
2016/60000 [>.............................] - ETA: 10s - loss: 0.1434 - acc: 0.9549
2272/60000 [>.............................] - ETA: 11s - loss: 0.1396 - acc: 0.9560
2528/60000 [>.............................] - ETA: 11s - loss: 0.1354 - acc: 0.9573
2816/60000 [>.............................] - ETA: 10s - loss: 0.1328 - acc: 0.9595
3104/60000 [>.............................] - ETA: 10s - loss: 0.1326 - acc: 0.9594
3392/60000 [>.............................] - ETA: 10s - loss: 0.1331 - acc: 0.9596
3712/60000 [>.............................] - ETA: 10s - loss: 0.1386 - acc: 0.9591
4032/60000 [=>............................] - ETA: 10s - loss: 0.1455 - acc: 0.9571
4352/60000 [=>............................] - ETA: 10s - loss: 0.1469 - acc: 0.9573
4640/60000 [=>............................] - ETA: 10s - loss: 0.1442 - acc: 0.9578
4992/60000 [=>............................] - ETA: 10s - loss: 0.1447 - acc: 0.9571
5312/60000 [=>............................] - ETA: 9s - loss: 0.1451 - acc: 0.9565
5600/60000 [=>............................] - ETA: 9s - loss: 0.1423 - acc: 0.9573
5888/60000 [=>............................] - ETA: 9s - loss: 0.1419 - acc: 0.9575
6176/60000 [==>...........................] - ETA: 9s - loss: 0.1423 - acc: 0.9576
6464/60000 [==>...........................] - ETA: 9s - loss: 0.1428 - acc: 0.9573
6816/60000 [==>...........................] - ETA: 9s - loss: 0.1448 - acc: 0.9576
7104/60000 [==>...........................] - ETA: 9s - loss: 0.1426 - acc: 0.9579
7424/60000 [==>...........................] - ETA: 9s - loss: 0.1427 - acc: 0.9574
7776/60000 [==>...........................] - ETA: 9s - loss: 0.1431 - acc: 0.9570
8096/60000 [===>..........................] - ETA: 9s - loss: 0.1433 - acc: 0.9568
8416/60000 [===>..........................] - ETA: 9s - loss: 0.1430 - acc: 0.9570
8672/60000 [===>..........................] - ETA: 9s - loss: 0.1440 - acc: 0.9564
8960/60000 [===>..........................] - ETA: 9s - loss: 0.1441 - acc: 0.9564
9248/60000 [===>..........................] - ETA: 9s - loss: 0.1427 - acc: 0.9567
9472/60000 [===>..........................] - ETA: 9s - loss: 0.1419 - acc: 0.9568
9728/60000 [===>..........................] - ETA: 9s - loss: 0.1423 - acc: 0.9568
9984/60000 [===>..........................] - ETA: 9s - loss: 0.1440 - acc: 0.9567
10240/60000 [====>.........................] - ETA: 9s - loss: 0.1444 - acc: 0.9567
10496/60000 [====>.........................] - ETA: 9s - loss: 0.1449 - acc: 0.9564
10720/60000 [====>.........................] - ETA: 9s - loss: 0.1449 - acc: 0.9563
11008/60000 [====>.........................] - ETA: 9s - loss: 0.1448 - acc: 0.9564
11296/60000 [====>.........................] - ETA: 9s - loss: 0.1446 - acc: 0.9563
11616/60000 [====>.........................] - ETA: 8s - loss: 0.1437 - acc: 0.9566
11904/60000 [====>.........................] - ETA: 8s - loss: 0.1450 - acc: 0.9564
12224/60000 [=====>........................] - ETA: 8s - loss: 0.1438 - acc: 0.9566
12544/60000 [=====>........................] - ETA: 8s - loss: 0.1436 - acc: 0.9565
12832/60000 [=====>........................] - ETA: 8s - loss: 0.1440 - acc: 0.9564
13152/60000 [=====>........................] - ETA: 8s - loss: 0.1432 - acc: 0.9569
13472/60000 [=====>........................] - ETA: 8s - loss: 0.1419 - acc: 0.9574
13760/60000 [=====>........................] - ETA: 8s - loss: 0.1426 - acc: 0.9570
14048/60000 [======>.......................] - ETA: 8s - loss: 0.1407 - acc: 0.9577
14368/60000 [======>.......................] - ETA: 8s - loss: 0.1400 - acc: 0.9580
14688/60000 [======>.......................] - ETA: 8s - loss: 0.1393 - acc: 0.9581
15008/60000 [======>.......................] - ETA: 8s - loss: 0.1386 - acc: 0.9584
15296/60000 [======>.......................] - ETA: 8s - loss: 0.1394 - acc: 0.9580
15616/60000 [======>.......................] - ETA: 8s - loss: 0.1387 - acc: 0.9582
15968/60000 [======>.......................] - ETA: 7s - loss: 0.1379 - acc: 0.9585
16288/60000 [=======>......................] - ETA: 7s - loss: 0.1374 - acc: 0.9586
16576/60000 [=======>......................] - ETA: 7s - loss: 0.1370 - acc: 0.9588
16864/60000 [=======>......................] - ETA: 7s - loss: 0.1364 - acc: 0.9588
17216/60000 [=======>......................] - ETA: 7s - loss: 0.1364 - acc: 0.9589
17536/60000 [=======>......................] - ETA: 7s - loss: 0.1362 - acc: 0.9590
17824/60000 [=======>......................] - ETA: 7s - loss: 0.1361 - acc: 0.9591
18144/60000 [========>.....................] - ETA: 7s - loss: 0.1352 - acc: 0.9593
18496/60000 [========>.....................] - ETA: 7s - loss: 0.1359 - acc: 0.9590
18784/60000 [========>.....................] - ETA: 7s - loss: 0.1352 - acc: 0.9592
19072/60000 [========>.....................] - ETA: 7s - loss: 0.1360 - acc: 0.9590
19360/60000 [========>.....................] - ETA: 7s - loss: 0.1355 - acc: 0.9591
19680/60000 [========>.....................] - ETA: 7s - loss: 0.1351 - acc: 0.9592
19968/60000 [========>.....................] - ETA: 7s - loss: 0.1348 - acc: 0.9594
20224/60000 [=========>....................] - ETA: 7s - loss: 0.1346 - acc: 0.9594
20512/60000 [=========>....................] - ETA: 7s - loss: 0.1349 - acc: 0.9595
20832/60000 [=========>....................] - ETA: 7s - loss: 0.1348 - acc: 0.9596
21088/60000 [=========>....................] - ETA: 7s - loss: 0.1340 - acc: 0.9598
21312/60000 [=========>....................] - ETA: 7s - loss: 0.1341 - acc: 0.9599
21568/60000 [=========>....................] - ETA: 6s - loss: 0.1336 - acc: 0.9601
21888/60000 [=========>....................] - ETA: 6s - loss: 0.1334 - acc: 0.9603
22208/60000 [==========>...................] - ETA: 6s - loss: 0.1331 - acc: 0.9603
22464/60000 [==========>...................] - ETA: 6s - loss: 0.1332 - acc: 0.9603
22784/60000 [==========>...................] - ETA: 6s - loss: 0.1327 - acc: 0.9606
23104/60000 [==========>...................] - ETA: 6s - loss: 0.1325 - acc: 0.9606
23456/60000 [==========>...................] - ETA: 6s - loss: 0.1333 - acc: 0.9604
23712/60000 [==========>...................] - ETA: 6s - loss: 0.1337 - acc: 0.9600
24032/60000 [===========>..................] - ETA: 6s - loss: 0.1343 - acc: 0.9598
24352/60000 [===========>..................] - ETA: 6s - loss: 0.1349 - acc: 0.9596
24704/60000 [===========>..................] - ETA: 6s - loss: 0.1347 - acc: 0.9596
24992/60000 [===========>..................] - ETA: 6s - loss: 0.1344 - acc: 0.9596
25312/60000 [===========>..................] - ETA: 6s - loss: 0.1345 - acc: 0.9595
25664/60000 [===========>..................] - ETA: 6s - loss: 0.1341 - acc: 0.9597
25984/60000 [===========>..................] - ETA: 6s - loss: 0.1345 - acc: 0.9596
26272/60000 [============>.................] - ETA: 6s - loss: 0.1346 - acc: 0.9595
26592/60000 [============>.................] - ETA: 5s - loss: 0.1351 - acc: 0.9594
26944/60000 [============>.................] - ETA: 5s - loss: 0.1349 - acc: 0.9594
27232/60000 [============>.................] - ETA: 5s - loss: 0.1346 - acc: 0.9595
27488/60000 [============>.................] - ETA: 5s - loss: 0.1345 - acc: 0.9595
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28064/60000 [=============>................] - ETA: 5s - loss: 0.1340 - acc: 0.9596
28352/60000 [=============>................] - ETA: 5s - loss: 0.1338 - acc: 0.9596
28640/60000 [=============>................] - ETA: 5s - loss: 0.1336 - acc: 0.9596
28960/60000 [=============>................] - ETA: 5s - loss: 0.1336 - acc: 0.9595
29312/60000 [=============>................] - ETA: 5s - loss: 0.1343 - acc: 0.9594
29568/60000 [=============>................] - ETA: 5s - loss: 0.1346 - acc: 0.9593
29856/60000 [=============>................] - ETA: 5s - loss: 0.1349 - acc: 0.9593
30144/60000 [==============>...............] - ETA: 5s - loss: 0.1344 - acc: 0.9595
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30816/60000 [==============>...............] - ETA: 5s - loss: 0.1335 - acc: 0.9598
31104/60000 [==============>...............] - ETA: 5s - loss: 0.1336 - acc: 0.9597
31392/60000 [==============>...............] - ETA: 5s - loss: 0.1336 - acc: 0.9596
31712/60000 [==============>...............] - ETA: 5s - loss: 0.1335 - acc: 0.9596
32032/60000 [===============>..............] - ETA: 4s - loss: 0.1339 - acc: 0.9596
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32576/60000 [===============>..............] - ETA: 4s - loss: 0.1338 - acc: 0.9596
32896/60000 [===============>..............] - ETA: 4s - loss: 0.1335 - acc: 0.9597
33216/60000 [===============>..............] - ETA: 4s - loss: 0.1335 - acc: 0.9597
33536/60000 [===============>..............] - ETA: 4s - loss: 0.1339 - acc: 0.9596
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34464/60000 [================>.............] - ETA: 4s - loss: 0.1335 - acc: 0.9597
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35040/60000 [================>.............] - ETA: 4s - loss: 0.1338 - acc: 0.9597
35360/60000 [================>.............] - ETA: 4s - loss: 0.1334 - acc: 0.9598
35712/60000 [================>.............] - ETA: 4s - loss: 0.1335 - acc: 0.9598
36000/60000 [=================>............] - ETA: 4s - loss: 0.1339 - acc: 0.9597
36320/60000 [=================>............] - ETA: 4s - loss: 0.1338 - acc: 0.9598
36640/60000 [=================>............] - ETA: 4s - loss: 0.1335 - acc: 0.9599
36928/60000 [=================>............] - ETA: 4s - loss: 0.1339 - acc: 0.9598
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37568/60000 [=================>............] - ETA: 3s - loss: 0.1334 - acc: 0.9599
37920/60000 [=================>............] - ETA: 3s - loss: 0.1330 - acc: 0.9600
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38560/60000 [==================>...........] - ETA: 3s - loss: 0.1330 - acc: 0.9602
38880/60000 [==================>...........] - ETA: 3s - loss: 0.1329 - acc: 0.9602
39232/60000 [==================>...........] - ETA: 3s - loss: 0.1328 - acc: 0.9601
39552/60000 [==================>...........] - ETA: 3s - loss: 0.1322 - acc: 0.9603
39840/60000 [==================>...........] - ETA: 3s - loss: 0.1323 - acc: 0.9602
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40800/60000 [===================>..........] - ETA: 3s - loss: 0.1323 - acc: 0.9603
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42944/60000 [====================>.........] - ETA: 3s - loss: 0.1327 - acc: 0.9604
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43520/60000 [====================>.........] - ETA: 2s - loss: 0.1326 - acc: 0.9603
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47840/60000 [======================>.......] - ETA: 2s - loss: 0.1324 - acc: 0.9604
48128/60000 [=======================>......] - ETA: 2s - loss: 0.1322 - acc: 0.9605
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50688/60000 [========================>.....] - ETA: 1s - loss: 0.1320 - acc: 0.9605
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53152/60000 [=========================>....] - ETA: 1s - loss: 0.1326 - acc: 0.9603
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53696/60000 [=========================>....] - ETA: 1s - loss: 0.1325 - acc: 0.9602
53952/60000 [=========================>....] - ETA: 1s - loss: 0.1324 - acc: 0.9603
54176/60000 [==========================>...] - ETA: 1s - loss: 0.1323 - acc: 0.9603
54432/60000 [==========================>...] - ETA: 0s - loss: 0.1331 - acc: 0.9602
54720/60000 [==========================>...] - ETA: 0s - loss: 0.1328 - acc: 0.9603
55040/60000 [==========================>...] - ETA: 0s - loss: 0.1327 - acc: 0.9604
55296/60000 [==========================>...] - ETA: 0s - loss: 0.1325 - acc: 0.9604
55520/60000 [==========================>...] - ETA: 0s - loss: 0.1324 - acc: 0.9604
55808/60000 [==========================>...] - ETA: 0s - loss: 0.1325 - acc: 0.9604
56096/60000 [===========================>..] - ETA: 0s - loss: 0.1322 - acc: 0.9605
56416/60000 [===========================>..] - ETA: 0s - loss: 0.1320 - acc: 0.9606
56672/60000 [===========================>..] - ETA: 0s - loss: 0.1320 - acc: 0.9606
56960/60000 [===========================>..] - ETA: 0s - loss: 0.1317 - acc: 0.9607
57248/60000 [===========================>..] - ETA: 0s - loss: 0.1319 - acc: 0.9607
57632/60000 [===========================>..] - ETA: 0s - loss: 0.1320 - acc: 0.9606
57920/60000 [===========================>..] - ETA: 0s - loss: 0.1319 - acc: 0.9607
58240/60000 [============================>.] - ETA: 0s - loss: 0.1319 - acc: 0.9606
58560/60000 [============================>.] - ETA: 0s - loss: 0.1319 - acc: 0.9606
58912/60000 [============================>.] - ETA: 0s - loss: 0.1314 - acc: 0.9607
59168/60000 [============================>.] - ETA: 0s - loss: 0.1314 - acc: 0.9607
59392/60000 [============================>.] - ETA: 0s - loss: 0.1312 - acc: 0.9607
59712/60000 [============================>.] - ETA: 0s - loss: 0.1312 - acc: 0.9608
60000/60000 [==============================] - 11s 177us/step - loss: 0.1312 - acc: 0.9607
Epoch 3/5
32/60000 [..............................] - ETA: 17s - loss: 0.3175 - acc: 0.9375
288/60000 [..............................] - ETA: 13s - loss: 0.0865 - acc: 0.9792
576/60000 [..............................] - ETA: 11s - loss: 0.0929 - acc: 0.9757
896/60000 [..............................] - ETA: 10s - loss: 0.0741 - acc: 0.9810
1216/60000 [..............................] - ETA: 10s - loss: 0.0913 - acc: 0.9737
1472/60000 [..............................] - ETA: 10s - loss: 0.0966 - acc: 0.9715
1792/60000 [..............................] - ETA: 10s - loss: 0.1030 - acc: 0.9699
2144/60000 [>.............................] - ETA: 10s - loss: 0.0969 - acc: 0.9715
2432/60000 [>.............................] - ETA: 10s - loss: 0.0917 - acc: 0.9729
2720/60000 [>.............................] - ETA: 10s - loss: 0.0904 - acc: 0.9724
3040/60000 [>.............................] - ETA: 9s - loss: 0.0879 - acc: 0.9727
3360/60000 [>.............................] - ETA: 9s - loss: 0.0913 - acc: 0.9720
3680/60000 [>.............................] - ETA: 9s - loss: 0.0894 - acc: 0.9726
3968/60000 [>.............................] - ETA: 9s - loss: 0.0850 - acc: 0.9740
4224/60000 [=>............................] - ETA: 9s - loss: 0.0845 - acc: 0.9744
4544/60000 [=>............................] - ETA: 9s - loss: 0.0843 - acc: 0.9745
4864/60000 [=>............................] - ETA: 9s - loss: 0.0834 - acc: 0.9745
5120/60000 [=>............................] - ETA: 9s - loss: 0.0855 - acc: 0.9744
5376/60000 [=>............................] - ETA: 9s - loss: 0.0858 - acc: 0.9734
5696/60000 [=>............................] - ETA: 9s - loss: 0.0853 - acc: 0.9735
5952/60000 [=>............................] - ETA: 9s - loss: 0.0850 - acc: 0.9733
6208/60000 [==>...........................] - ETA: 9s - loss: 0.0854 - acc: 0.9734
6464/60000 [==>...........................] - ETA: 9s - loss: 0.0851 - acc: 0.9740
6752/60000 [==>...........................] - ETA: 9s - loss: 0.0858 - acc: 0.9739
7040/60000 [==>...........................] - ETA: 9s - loss: 0.0869 - acc: 0.9737
7328/60000 [==>...........................] - ETA: 9s - loss: 0.0881 - acc: 0.9728
7616/60000 [==>...........................] - ETA: 9s - loss: 0.0884 - acc: 0.9726
7904/60000 [==>...........................] - ETA: 9s - loss: 0.0883 - acc: 0.9724
8224/60000 [===>..........................] - ETA: 9s - loss: 0.0885 - acc: 0.9723
8480/60000 [===>..........................] - ETA: 9s - loss: 0.0882 - acc: 0.9718
8800/60000 [===>..........................] - ETA: 9s - loss: 0.0879 - acc: 0.9718
9088/60000 [===>..........................] - ETA: 9s - loss: 0.0879 - acc: 0.9719
9408/60000 [===>..........................] - ETA: 9s - loss: 0.0872 - acc: 0.9722
9696/60000 [===>..........................] - ETA: 9s - loss: 0.0884 - acc: 0.9719
10016/60000 [====>.........................] - ETA: 8s - loss: 0.0897 - acc: 0.9717
10368/60000 [====>.........................] - ETA: 8s - loss: 0.0903 - acc: 0.9714
10688/60000 [====>.........................] - ETA: 8s - loss: 0.0901 - acc: 0.9717
10976/60000 [====>.........................] - ETA: 8s - loss: 0.0900 - acc: 0.9714
11328/60000 [====>.........................] - ETA: 8s - loss: 0.0905 - acc: 0.9714
11680/60000 [====>.........................] - ETA: 8s - loss: 0.0915 - acc: 0.9711
12000/60000 [=====>........................] - ETA: 8s - loss: 0.0926 - acc: 0.9708
12288/60000 [=====>........................] - ETA: 8s - loss: 0.0925 - acc: 0.9707
12608/60000 [=====>........................] - ETA: 8s - loss: 0.0953 - acc: 0.9704
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13248/60000 [=====>........................] - ETA: 8s - loss: 0.0954 - acc: 0.9704
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13792/60000 [=====>........................] - ETA: 8s - loss: 0.0951 - acc: 0.9704
14112/60000 [======>.......................] - ETA: 8s - loss: 0.0957 - acc: 0.9702
14464/60000 [======>.......................] - ETA: 7s - loss: 0.0960 - acc: 0.9701
14752/60000 [======>.......................] - ETA: 7s - loss: 0.0961 - acc: 0.9701
15072/60000 [======>.......................] - ETA: 7s - loss: 0.0954 - acc: 0.9703
15392/60000 [======>.......................] - ETA: 7s - loss: 0.0957 - acc: 0.9702
15712/60000 [======>.......................] - ETA: 7s - loss: 0.0956 - acc: 0.9703
16032/60000 [=======>......................] - ETA: 7s - loss: 0.0955 - acc: 0.9702
16320/60000 [=======>......................] - ETA: 7s - loss: 0.0960 - acc: 0.9703
16640/60000 [=======>......................] - ETA: 7s - loss: 0.0953 - acc: 0.9705
16928/60000 [=======>......................] - ETA: 7s - loss: 0.0960 - acc: 0.9703
17216/60000 [=======>......................] - ETA: 7s - loss: 0.0956 - acc: 0.9704
17504/60000 [=======>......................] - ETA: 7s - loss: 0.0960 - acc: 0.9702
17792/60000 [=======>......................] - ETA: 7s - loss: 0.0961 - acc: 0.9702
18080/60000 [========>.....................] - ETA: 7s - loss: 0.0957 - acc: 0.9705
18336/60000 [========>.....................] - ETA: 7s - loss: 0.0953 - acc: 0.9705
18592/60000 [========>.....................] - ETA: 7s - loss: 0.0957 - acc: 0.9704
18944/60000 [========>.....................] - ETA: 7s - loss: 0.0951 - acc: 0.9706
19296/60000 [========>.....................] - ETA: 7s - loss: 0.0946 - acc: 0.9708
19584/60000 [========>.....................] - ETA: 7s - loss: 0.0948 - acc: 0.9707
19904/60000 [========>.....................] - ETA: 7s - loss: 0.0956 - acc: 0.9705
20256/60000 [=========>....................] - ETA: 6s - loss: 0.0960 - acc: 0.9704
20608/60000 [=========>....................] - ETA: 6s - loss: 0.0961 - acc: 0.9704
20928/60000 [=========>....................] - ETA: 6s - loss: 0.0959 - acc: 0.9703
21248/60000 [=========>....................] - ETA: 6s - loss: 0.0965 - acc: 0.9703
21568/60000 [=========>....................] - ETA: 6s - loss: 0.0964 - acc: 0.9701
21888/60000 [=========>....................] - ETA: 6s - loss: 0.0966 - acc: 0.9702
22176/60000 [==========>...................] - ETA: 6s - loss: 0.0963 - acc: 0.9703
22496/60000 [==========>...................] - ETA: 6s - loss: 0.0964 - acc: 0.9702
22848/60000 [==========>...................] - ETA: 6s - loss: 0.0962 - acc: 0.9701
23232/60000 [==========>...................] - ETA: 6s - loss: 0.0968 - acc: 0.9699
23520/60000 [==========>...................] - ETA: 6s - loss: 0.0966 - acc: 0.9700
23840/60000 [==========>...................] - ETA: 6s - loss: 0.0965 - acc: 0.9702
24192/60000 [===========>..................] - ETA: 6s - loss: 0.0961 - acc: 0.9703
24576/60000 [===========>..................] - ETA: 6s - loss: 0.0963 - acc: 0.9703
24896/60000 [===========>..................] - ETA: 6s - loss: 0.0967 - acc: 0.9702
25280/60000 [===========>..................] - ETA: 5s - loss: 0.0966 - acc: 0.9702
25664/60000 [===========>..................] - ETA: 5s - loss: 0.0976 - acc: 0.9699
25984/60000 [===========>..................] - ETA: 5s - loss: 0.0974 - acc: 0.9699
26336/60000 [============>.................] - ETA: 5s - loss: 0.0976 - acc: 0.9700
26688/60000 [============>.................] - ETA: 5s - loss: 0.0985 - acc: 0.9699
27072/60000 [============>.................] - ETA: 5s - loss: 0.0987 - acc: 0.9699
27424/60000 [============>.................] - ETA: 5s - loss: 0.0990 - acc: 0.9698
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28128/60000 [=============>................] - ETA: 5s - loss: 0.0988 - acc: 0.9700
28480/60000 [=============>................] - ETA: 5s - loss: 0.0991 - acc: 0.9699
28768/60000 [=============>................] - ETA: 5s - loss: 0.0990 - acc: 0.9699
29024/60000 [=============>................] - ETA: 5s - loss: 0.0992 - acc: 0.9698
29280/60000 [=============>................] - ETA: 5s - loss: 0.0990 - acc: 0.9699
29568/60000 [=============>................] - ETA: 5s - loss: 0.0991 - acc: 0.9699
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32224/60000 [===============>..............] - ETA: 4s - loss: 0.1002 - acc: 0.9697
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33088/60000 [===============>..............] - ETA: 4s - loss: 0.1003 - acc: 0.9695
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53824/60000 [=========================>....] - ETA: 1s - loss: 0.1016 - acc: 0.9687
54048/60000 [==========================>...] - ETA: 1s - loss: 0.1018 - acc: 0.9686
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56064/60000 [===========================>..] - ETA: 0s - loss: 0.1016 - acc: 0.9687
56384/60000 [===========================>..] - ETA: 0s - loss: 0.1015 - acc: 0.9688
56640/60000 [===========================>..] - ETA: 0s - loss: 0.1015 - acc: 0.9687
56992/60000 [===========================>..] - ETA: 0s - loss: 0.1014 - acc: 0.9687
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58240/60000 [============================>.] - ETA: 0s - loss: 0.1013 - acc: 0.9686
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59744/60000 [============================>.] - ETA: 0s - loss: 0.1015 - acc: 0.9687
60000/60000 [==============================] - 11s 176us/step - loss: 0.1013 - acc: 0.9687
Epoch 4/5
32/60000 [..............................] - ETA: 14s - loss: 0.0115 - acc: 1.0000
320/60000 [..............................] - ETA: 11s - loss: 0.0295 - acc: 0.9938
576/60000 [..............................] - ETA: 11s - loss: 0.0428 - acc: 0.9878
800/60000 [..............................] - ETA: 12s - loss: 0.0517 - acc: 0.9862
1024/60000 [..............................] - ETA: 12s - loss: 0.0526 - acc: 0.9854
1344/60000 [..............................] - ETA: 11s - loss: 0.0667 - acc: 0.9799
1664/60000 [..............................] - ETA: 11s - loss: 0.0689 - acc: 0.9796
1920/60000 [..............................] - ETA: 11s - loss: 0.0715 - acc: 0.9786
2208/60000 [>.............................] - ETA: 11s - loss: 0.0694 - acc: 0.9787
2528/60000 [>.............................] - ETA: 11s - loss: 0.0706 - acc: 0.9775
2816/60000 [>.............................] - ETA: 10s - loss: 0.0726 - acc: 0.9769
3104/60000 [>.............................] - ETA: 10s - loss: 0.0731 - acc: 0.9774
3392/60000 [>.............................] - ETA: 10s - loss: 0.0712 - acc: 0.9776
3744/60000 [>.............................] - ETA: 10s - loss: 0.0714 - acc: 0.9768
4032/60000 [=>............................] - ETA: 10s - loss: 0.0710 - acc: 0.9767
4320/60000 [=>............................] - ETA: 10s - loss: 0.0692 - acc: 0.9775
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4896/60000 [=>............................] - ETA: 10s - loss: 0.0691 - acc: 0.9773
5184/60000 [=>............................] - ETA: 10s - loss: 0.0686 - acc: 0.9770
5408/60000 [=>............................] - ETA: 10s - loss: 0.0688 - acc: 0.9771
5728/60000 [=>............................] - ETA: 10s - loss: 0.0683 - acc: 0.9773
6080/60000 [==>...........................] - ETA: 10s - loss: 0.0691 - acc: 0.9771
6368/60000 [==>...........................] - ETA: 10s - loss: 0.0688 - acc: 0.9769
6624/60000 [==>...........................] - ETA: 9s - loss: 0.0682 - acc: 0.9771
6912/60000 [==>...........................] - ETA: 9s - loss: 0.0686 - acc: 0.9770
7200/60000 [==>...........................] - ETA: 9s - loss: 0.0681 - acc: 0.9774
7520/60000 [==>...........................] - ETA: 9s - loss: 0.0670 - acc: 0.9778
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8160/60000 [===>..........................] - ETA: 9s - loss: 0.0685 - acc: 0.9776
8480/60000 [===>..........................] - ETA: 9s - loss: 0.0694 - acc: 0.9771
8768/60000 [===>..........................] - ETA: 9s - loss: 0.0707 - acc: 0.9770
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9376/60000 [===>..........................] - ETA: 9s - loss: 0.0711 - acc: 0.9771
9696/60000 [===>..........................] - ETA: 9s - loss: 0.0721 - acc: 0.9766
10016/60000 [====>.........................] - ETA: 9s - loss: 0.0731 - acc: 0.9760
10304/60000 [====>.........................] - ETA: 9s - loss: 0.0735 - acc: 0.9759
10624/60000 [====>.........................] - ETA: 8s - loss: 0.0747 - acc: 0.9754
10944/60000 [====>.........................] - ETA: 8s - loss: 0.0756 - acc: 0.9751
11264/60000 [====>.........................] - ETA: 8s - loss: 0.0785 - acc: 0.9747
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11904/60000 [====>.........................] - ETA: 8s - loss: 0.0790 - acc: 0.9751
12256/60000 [=====>........................] - ETA: 8s - loss: 0.0787 - acc: 0.9750
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12832/60000 [=====>........................] - ETA: 8s - loss: 0.0789 - acc: 0.9751
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13376/60000 [=====>........................] - ETA: 8s - loss: 0.0784 - acc: 0.9750
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13920/60000 [=====>........................] - ETA: 8s - loss: 0.0789 - acc: 0.9749
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19040/60000 [========>.....................] - ETA: 7s - loss: 0.0811 - acc: 0.9744
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20000/60000 [=========>....................] - ETA: 7s - loss: 0.0811 - acc: 0.9744
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23744/60000 [==========>...................] - ETA: 6s - loss: 0.0828 - acc: 0.9745
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25856/60000 [===========>..................] - ETA: 6s - loss: 0.0834 - acc: 0.9743
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26432/60000 [============>.................] - ETA: 5s - loss: 0.0845 - acc: 0.9742
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60000/60000 [==============================] - 10s 174us/step - loss: 0.0857 - acc: 0.9741
Epoch 5/5
32/60000 [..............................] - ETA: 14s - loss: 0.0361 - acc: 0.9688
320/60000 [..............................] - ETA: 11s - loss: 0.0743 - acc: 0.9719
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2016/60000 [>.............................] - ETA: 10s - loss: 0.0603 - acc: 0.9802
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59936/60000 [============================>.] - ETA: 0s - loss: 0.0771 - acc: 0.9757
60000/60000 [==============================] - 11s 176us/step - loss: 0.0771 - acc: 0.9757
32/10000 [..............................] - ETA: 18s
1280/10000 [==>...........................] - ETA: 0s
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9344/10000 [===========================>..] - ETA: 0s
10000/10000 [==============================] - 0s 44us/step
Process finished with exit code 0