TensorFlow版的“Hello World”，运行官网第一个例子。代码如下：
#!/usr/bin/env python
import os
import tensorflow as tf
os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'
mnist = tf.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
model = tf.keras.models.Sequential([
tf.keras.layers.Flatten(input_shape=(28, 28)),
tf.keras.layers.Dense(128, activation='relu'),
tf.keras.layers.Dropout(0.2),
tf.keras.layers.Dense(10, activation='softmax')
])
model.compile(optimizer='adam',
loss='sparse_categorical_crossentropy',
metrics=['accuracy'])
model.fit(x_train, y_train, epochs=5)
model.evaluate(x_test, y_test)
运行结果如下：
"C:\Program Files\Python\Python37\python.exe" "D:/Pycharm Projects/MLDemo/MLDemo.py"
Epoch 1/5
32/60000 [..............................] - ETA: 10:56 - loss: 2.3984 - acc: 0.1562
1152/60000 [..............................] - ETA: 20s - loss: 1.6221 - acc: 0.5486
2240/60000 [>.............................] - ETA: 11s - loss: 1.2468 - acc: 0.6491
3392/60000 [>.............................] - ETA: 8s - loss: 1.0108 - acc: 0.7123
4512/60000 [=>............................] - ETA: 6s - loss: 0.8789 - acc: 0.7480
5600/60000 [=>............................] - ETA: 5s - loss: 0.8033 - acc: 0.7696
6720/60000 [==>...........................] - ETA: 5s - loss: 0.7343 - acc: 0.7905
7808/60000 [==>...........................] - ETA: 4s - loss: 0.6867 - acc: 0.8039
8928/60000 [===>..........................] - ETA: 4s - loss: 0.6453 - acc: 0.8160
10048/60000 [====>.........................] - ETA: 4s - loss: 0.6159 - acc: 0.8241
11104/60000 [====>.........................] - ETA: 3s - loss: 0.5883 - acc: 0.8321
12256/60000 [=====>........................] - ETA: 3s - loss: 0.5649 - acc: 0.8393
13376/60000 [=====>........................] - ETA: 3s - loss: 0.5426 - acc: 0.8450
14464/60000 [======>.......................] - ETA: 3s - loss: 0.5238 - acc: 0.8504
15456/60000 [======>.......................] - ETA: 3s - loss: 0.5107 - acc: 0.8544
16608/60000 [=======>......................] - ETA: 2s - loss: 0.5007 - acc: 0.8572
17664/60000 [=======>......................] - ETA: 2s - loss: 0.4876 - acc: 0.8607
18784/60000 [========>.....................] - ETA: 2s - loss: 0.4746 - acc: 0.8645
19808/60000 [========>.....................] - ETA: 2s - loss: 0.4631 - acc: 0.8674
20864/60000 [=========>....................] - ETA: 2s - loss: 0.4526 - acc: 0.8704
21984/60000 [=========>....................] - ETA: 2s - loss: 0.4434 - acc: 0.8727
23104/60000 [==========>...................] - ETA: 2s - loss: 0.4336 - acc: 0.8757
24224/60000 [===========>..................] - ETA: 2s - loss: 0.4258 - acc: 0.8781
25280/60000 [===========>..................] - ETA: 2s - loss: 0.4178 - acc: 0.8804
26368/60000 [============>.................] - ETA: 2s - loss: 0.4114 - acc: 0.8819
27488/60000 [============>.................] - ETA: 1s - loss: 0.4025 - acc: 0.8844
28608/60000 [=============>................] - ETA: 1s - loss: 0.3949 - acc: 0.8866
29760/60000 [=============>................] - ETA: 1s - loss: 0.3876 - acc: 0.8886
30752/60000 [==============>...............] - ETA: 1s - loss: 0.3838 - acc: 0.8892
31840/60000 [==============>...............] - ETA: 1s - loss: 0.3800 - acc: 0.8902
32960/60000 [===============>..............] - ETA: 1s - loss: 0.3752 - acc: 0.8916
34112/60000 [================>.............] - ETA: 1s - loss: 0.3696 - acc: 0.8934
35264/60000 [================>.............] - ETA: 1s - loss: 0.3651 - acc: 0.8947
36352/60000 [=================>............] - ETA: 1s - loss: 0.3608 - acc: 0.8959
37472/60000 [=================>............] - ETA: 1s - loss: 0.3556 - acc: 0.8974
38624/60000 [==================>...........] - ETA: 1s - loss: 0.3519 - acc: 0.8987
39776/60000 [==================>...........] - ETA: 1s - loss: 0.3479 - acc: 0.8997
40864/60000 [===================>..........] - ETA: 1s - loss: 0.3450 - acc: 0.9004
41952/60000 [===================>..........] - ETA: 0s - loss: 0.3406 - acc: 0.9016
43104/60000 [====================>.........] - ETA: 0s - loss: 0.3373 - acc: 0.9026
44256/60000 [=====================>........] - ETA: 0s - loss: 0.3343 - acc: 0.9036
45088/60000 [=====================>........] - ETA: 0s - loss: 0.3317 - acc: 0.9045
46016/60000 [======================>.......] - ETA: 0s - loss: 0.3292 - acc: 0.9051
47104/60000 [======================>.......] - ETA: 0s - loss: 0.3261 - acc: 0.9061
48256/60000 [=======================>......] - ETA: 0s - loss: 0.3232 - acc: 0.9069
49280/60000 [=======================>......] - ETA: 0s - loss: 0.3198 - acc: 0.9079
50336/60000 [========================>.....] - ETA: 0s - loss: 0.3170 - acc: 0.9087
51456/60000 [========================>.....] - ETA: 0s - loss: 0.3145 - acc: 0.9092
52576/60000 [=========================>....] - ETA: 0s - loss: 0.3121 - acc: 0.9100
53664/60000 [=========================>....] - ETA: 0s - loss: 0.3094 - acc: 0.9106
54752/60000 [==========================>...] - ETA: 0s - loss: 0.3075 - acc: 0.9110
55904/60000 [==========================>...] - ETA: 0s - loss: 0.3054 - acc: 0.9117
57056/60000 [===========================>..] - ETA: 0s - loss: 0.3039 - acc: 0.9121
58144/60000 [============================>.] - ETA: 0s - loss: 0.3016 - acc: 0.9128
59264/60000 [============================>.] - ETA: 0s - loss: 0.2998 - acc: 0.9132
60000/60000 [==============================] - 3s 52us/step - loss: 0.2980 - acc: 0.9138
Epoch 2/5
32/60000 [..............................] - ETA: 7s - loss: 0.0515 - acc: 1.0000
1152/60000 [..............................] - ETA: 2s - loss: 0.1774 - acc: 0.9549
2176/60000 [>.............................] - ETA: 2s - loss: 0.1576 - acc: 0.9582
3200/60000 [>.............................] - ETA: 2s - loss: 0.1582 - acc: 0.9541
4320/60000 [=>............................] - ETA: 2s - loss: 0.1627 - acc: 0.9525
5472/60000 [=>............................] - ETA: 2s - loss: 0.1641 - acc: 0.9541
6560/60000 [==>...........................] - ETA: 2s - loss: 0.1660 - acc: 0.9530
7680/60000 [==>...........................] - ETA: 2s - loss: 0.1618 - acc: 0.9543
8800/60000 [===>..........................] - ETA: 2s - loss: 0.1622 - acc: 0.9547
9952/60000 [===>..........................] - ETA: 2s - loss: 0.1611 - acc: 0.9542
11072/60000 [====>.........................] - ETA: 2s - loss: 0.1575 - acc: 0.9556
12000/60000 [=====>........................] - ETA: 2s - loss: 0.1580 - acc: 0.9556
13088/60000 [=====>........................] - ETA: 2s - loss: 0.1567 - acc: 0.9558
14240/60000 [======>.......................] - ETA: 2s - loss: 0.1548 - acc: 0.9558
15360/60000 [======>.......................] - ETA: 2s - loss: 0.1519 - acc: 0.9566
16384/60000 [=======>......................] - ETA: 2s - loss: 0.1514 - acc: 0.9565
17344/60000 [=======>......................] - ETA: 2s - loss: 0.1515 - acc: 0.9565
18496/60000 [========>.....................] - ETA: 1s - loss: 0.1524 - acc: 0.9560
19616/60000 [========>.....................] - ETA: 1s - loss: 0.1534 - acc: 0.9555
20704/60000 [=========>....................] - ETA: 1s - loss: 0.1515 - acc: 0.9559
21728/60000 [=========>....................] - ETA: 1s - loss: 0.1511 - acc: 0.9557
22848/60000 [==========>...................] - ETA: 1s - loss: 0.1513 - acc: 0.9556
24000/60000 [===========>..................] - ETA: 1s - loss: 0.1530 - acc: 0.9552
25088/60000 [===========>..................] - ETA: 1s - loss: 0.1525 - acc: 0.9552
26208/60000 [============>.................] - ETA: 1s - loss: 0.1512 - acc: 0.9555
27296/60000 [============>.................] - ETA: 1s - loss: 0.1504 - acc: 0.9558
28416/60000 [=============>................] - ETA: 1s - loss: 0.1495 - acc: 0.9559
29440/60000 [=============>................] - ETA: 1s - loss: 0.1487 - acc: 0.9560
30528/60000 [==============>...............] - ETA: 1s - loss: 0.1489 - acc: 0.9557
31648/60000 [==============>...............] - ETA: 1s - loss: 0.1476 - acc: 0.9559
32768/60000 [===============>..............] - ETA: 1s - loss: 0.1468 - acc: 0.9561
33824/60000 [===============>..............] - ETA: 1s - loss: 0.1466 - acc: 0.9560
34912/60000 [================>.............] - ETA: 1s - loss: 0.1459 - acc: 0.9564
36032/60000 [=================>............] - ETA: 1s - loss: 0.1467 - acc: 0.9562
37184/60000 [=================>............] - ETA: 1s - loss: 0.1467 - acc: 0.9561
38336/60000 [==================>...........] - ETA: 1s - loss: 0.1461 - acc: 0.9560
39424/60000 [==================>...........] - ETA: 0s - loss: 0.1459 - acc: 0.9563
40512/60000 [===================>..........] - ETA: 0s - loss: 0.1463 - acc: 0.9561
41632/60000 [===================>..........] - ETA: 0s - loss: 0.1462 - acc: 0.9561
42784/60000 [====================>.........] - ETA: 0s - loss: 0.1459 - acc: 0.9563
43872/60000 [====================>.........] - ETA: 0s - loss: 0.1454 - acc: 0.9564
44960/60000 [=====================>........] - ETA: 0s - loss: 0.1448 - acc: 0.9567
46080/60000 [======================>.......] - ETA: 0s - loss: 0.1443 - acc: 0.9568
47232/60000 [======================>.......] - ETA: 0s - loss: 0.1442 - acc: 0.9569
48384/60000 [=======================>......] - ETA: 0s - loss: 0.1443 - acc: 0.9569
49440/60000 [=======================>......] - ETA: 0s - loss: 0.1450 - acc: 0.9567
50528/60000 [========================>.....] - ETA: 0s - loss: 0.1448 - acc: 0.9568
51680/60000 [========================>.....] - ETA: 0s - loss: 0.1442 - acc: 0.9569
52800/60000 [=========================>....] - ETA: 0s - loss: 0.1441 - acc: 0.9568
53824/60000 [=========================>....] - ETA: 0s - loss: 0.1437 - acc: 0.9568
54912/60000 [==========================>...] - ETA: 0s - loss: 0.1429 - acc: 0.9570
56032/60000 [===========================>..] - ETA: 0s - loss: 0.1425 - acc: 0.9573
57184/60000 [===========================>..] - ETA: 0s - loss: 0.1423 - acc: 0.9572
58304/60000 [============================>.] - ETA: 0s - loss: 0.1420 - acc: 0.9574
59392/60000 [============================>.] - ETA: 0s - loss: 0.1419 - acc: 0.9576
60000/60000 [==============================] - 3s 47us/step - loss: 0.1420 - acc: 0.9575
Epoch 3/5
32/60000 [..............................] - ETA: 5s - loss: 0.0595 - acc: 1.0000
1152/60000 [..............................] - ETA: 2s - loss: 0.1140 - acc: 0.9644
2304/60000 [>.............................] - ETA: 2s - loss: 0.1166 - acc: 0.9648
3360/60000 [>.............................] - ETA: 2s - loss: 0.1111 - acc: 0.9652
4352/60000 [=>............................] - ETA: 2s - loss: 0.1142 - acc: 0.9655
5312/60000 [=>............................] - ETA: 2s - loss: 0.1164 - acc: 0.9642
6368/60000 [==>...........................] - ETA: 2s - loss: 0.1162 - acc: 0.9639
7424/60000 [==>...........................] - ETA: 2s - loss: 0.1123 - acc: 0.9654
8416/60000 [===>..........................] - ETA: 2s - loss: 0.1096 - acc: 0.9660
9408/60000 [===>..........................] - ETA: 2s - loss: 0.1092 - acc: 0.9663
10432/60000 [====>.........................] - ETA: 2s - loss: 0.1083 - acc: 0.9659
11520/60000 [====>.........................] - ETA: 2s - loss: 0.1081 - acc: 0.9657
12640/60000 [=====>........................] - ETA: 2s - loss: 0.1085 - acc: 0.9659
13664/60000 [=====>........................] - ETA: 2s - loss: 0.1095 - acc: 0.9657
14688/60000 [======>.......................] - ETA: 2s - loss: 0.1110 - acc: 0.9651
15744/60000 [======>.......................] - ETA: 2s - loss: 0.1121 - acc: 0.9653
16800/60000 [=======>......................] - ETA: 2s - loss: 0.1120 - acc: 0.9655
17792/60000 [=======>......................] - ETA: 2s - loss: 0.1125 - acc: 0.9654
18784/60000 [========>.....................] - ETA: 2s - loss: 0.1125 - acc: 0.9655
19840/60000 [========>.....................] - ETA: 1s - loss: 0.1129 - acc: 0.9657
20896/60000 [=========>....................] - ETA: 1s - loss: 0.1131 - acc: 0.9657
21952/60000 [=========>....................] - ETA: 1s - loss: 0.1122 - acc: 0.9658
23008/60000 [==========>...................] - ETA: 1s - loss: 0.1119 - acc: 0.9658
24064/60000 [===========>..................] - ETA: 1s - loss: 0.1117 - acc: 0.9658
25120/60000 [===========>..................] - ETA: 1s - loss: 0.1105 - acc: 0.9662
26208/60000 [============>.................] - ETA: 1s - loss: 0.1094 - acc: 0.9665
27360/60000 [============>.................] - ETA: 1s - loss: 0.1093 - acc: 0.9665
28256/60000 [=============>................] - ETA: 1s - loss: 0.1090 - acc: 0.9666
29248/60000 [=============>................] - ETA: 1s - loss: 0.1095 - acc: 0.9664
29856/60000 [=============>................] - ETA: 1s - loss: 0.1088 - acc: 0.9666
30528/60000 [==============>...............] - ETA: 1s - loss: 0.1082 - acc: 0.9668
31104/60000 [==============>...............] - ETA: 1s - loss: 0.1080 - acc: 0.9669
32000/60000 [===============>..............] - ETA: 1s - loss: 0.1072 - acc: 0.9671
33056/60000 [===============>..............] - ETA: 1s - loss: 0.1072 - acc: 0.9671
34144/60000 [================>.............] - ETA: 1s - loss: 0.1080 - acc: 0.9669
35232/60000 [================>.............] - ETA: 1s - loss: 0.1075 - acc: 0.9669
36352/60000 [=================>............] - ETA: 1s - loss: 0.1077 - acc: 0.9666
37504/60000 [=================>............] - ETA: 1s - loss: 0.1085 - acc: 0.9664
38560/60000 [==================>...........] - ETA: 1s - loss: 0.1085 - acc: 0.9664
39616/60000 [==================>...........] - ETA: 1s - loss: 0.1082 - acc: 0.9663
40608/60000 [===================>..........] - ETA: 0s - loss: 0.1078 - acc: 0.9665
41632/60000 [===================>..........] - ETA: 0s - loss: 0.1075 - acc: 0.9664
42688/60000 [====================>.........] - ETA: 0s - loss: 0.1077 - acc: 0.9663
43616/60000 [====================>.........] - ETA: 0s - loss: 0.1080 - acc: 0.9664
44672/60000 [=====================>........] - ETA: 0s - loss: 0.1077 - acc: 0.9665
45696/60000 [=====================>........] - ETA: 0s - loss: 0.1075 - acc: 0.9666
46720/60000 [======================>.......] - ETA: 0s - loss: 0.1079 - acc: 0.9664
47744/60000 [======================>.......] - ETA: 0s - loss: 0.1080 - acc: 0.9664
48768/60000 [=======================>......] - ETA: 0s - loss: 0.1085 - acc: 0.9664
49792/60000 [=======================>......] - ETA: 0s - loss: 0.1083 - acc: 0.9664
50848/60000 [========================>.....] - ETA: 0s - loss: 0.1082 - acc: 0.9665
51936/60000 [========================>.....] - ETA: 0s - loss: 0.1077 - acc: 0.9667
52992/60000 [=========================>....] - ETA: 0s - loss: 0.1075 - acc: 0.9668
54112/60000 [==========================>...] - ETA: 0s - loss: 0.1069 - acc: 0.9670
55232/60000 [==========================>...] - ETA: 0s - loss: 0.1064 - acc: 0.9671
56288/60000 [===========================>..] - ETA: 0s - loss: 0.1062 - acc: 0.9671
57376/60000 [===========================>..] - ETA: 0s - loss: 0.1064 - acc: 0.9671
58464/60000 [============================>.] - ETA: 0s - loss: 0.1060 - acc: 0.9672
59520/60000 [============================>.] - ETA: 0s - loss: 0.1058 - acc: 0.9673
60000/60000 [==============================] - 3s 50us/step - loss: 0.1059 - acc: 0.9672
Epoch 4/5
32/60000 [..............................] - ETA: 7s - loss: 0.0554 - acc: 1.0000
1152/60000 [..............................] - ETA: 2s - loss: 0.1027 - acc: 0.9670
2240/60000 [>.............................] - ETA: 2s - loss: 0.0849 - acc: 0.9723
3264/60000 [>.............................] - ETA: 2s - loss: 0.0782 - acc: 0.9758
4256/60000 [=>............................] - ETA: 2s - loss: 0.0775 - acc: 0.9756
5280/60000 [=>............................] - ETA: 2s - loss: 0.0776 - acc: 0.9759
6304/60000 [==>...........................] - ETA: 2s - loss: 0.0799 - acc: 0.9751
7360/60000 [==>...........................] - ETA: 2s - loss: 0.0833 - acc: 0.9724
8480/60000 [===>..........................] - ETA: 2s - loss: 0.0861 - acc: 0.9719
9600/60000 [===>..........................] - ETA: 2s - loss: 0.0868 - acc: 0.9724
10688/60000 [====>.........................] - ETA: 2s - loss: 0.0854 - acc: 0.9730
11776/60000 [====>.........................] - ETA: 2s - loss: 0.0840 - acc: 0.9732
12800/60000 [=====>........................] - ETA: 2s - loss: 0.0837 - acc: 0.9734
13856/60000 [=====>........................] - ETA: 2s - loss: 0.0841 - acc: 0.9730
14944/60000 [======>.......................] - ETA: 2s - loss: 0.0826 - acc: 0.9737
16000/60000 [=======>......................] - ETA: 2s - loss: 0.0833 - acc: 0.9733
16992/60000 [=======>......................] - ETA: 2s - loss: 0.0843 - acc: 0.9729
17984/60000 [=======>......................] - ETA: 2s - loss: 0.0844 - acc: 0.9731
19040/60000 [========>.....................] - ETA: 1s - loss: 0.0853 - acc: 0.9727
19776/60000 [========>.....................] - ETA: 1s - loss: 0.0856 - acc: 0.9724
20832/60000 [=========>....................] - ETA: 1s - loss: 0.0861 - acc: 0.9724
21984/60000 [=========>....................] - ETA: 1s - loss: 0.0851 - acc: 0.9726
23136/60000 [==========>...................] - ETA: 1s - loss: 0.0848 - acc: 0.9730
23904/60000 [==========>...................] - ETA: 1s - loss: 0.0845 - acc: 0.9729
24352/60000 [===========>..................] - ETA: 1s - loss: 0.0847 - acc: 0.9728
25152/60000 [===========>..................] - ETA: 1s - loss: 0.0844 - acc: 0.9729
26144/60000 [============>.................] - ETA: 1s - loss: 0.0847 - acc: 0.9726
26880/60000 [============>.................] - ETA: 1s - loss: 0.0844 - acc: 0.9727
27264/60000 [============>.................] - ETA: 1s - loss: 0.0850 - acc: 0.9726
27648/60000 [============>.................] - ETA: 1s - loss: 0.0849 - acc: 0.9726
28224/60000 [=============>................] - ETA: 1s - loss: 0.0848 - acc: 0.9727
29024/60000 [=============>................] - ETA: 1s - loss: 0.0854 - acc: 0.9727
30016/60000 [==============>...............] - ETA: 1s - loss: 0.0863 - acc: 0.9724
30784/60000 [==============>...............] - ETA: 1s - loss: 0.0863 - acc: 0.9725
31680/60000 [==============>...............] - ETA: 1s - loss: 0.0860 - acc: 0.9727
32512/60000 [===============>..............] - ETA: 1s - loss: 0.0864 - acc: 0.9727
33440/60000 [===============>..............] - ETA: 1s - loss: 0.0862 - acc: 0.9728
34336/60000 [================>.............] - ETA: 1s - loss: 0.0864 - acc: 0.9727
35360/60000 [================>.............] - ETA: 1s - loss: 0.0869 - acc: 0.9725
36320/60000 [=================>............] - ETA: 1s - loss: 0.0868 - acc: 0.9727
37312/60000 [=================>............] - ETA: 1s - loss: 0.0873 - acc: 0.9727
38336/60000 [==================>...........] - ETA: 1s - loss: 0.0871 - acc: 0.9727
39296/60000 [==================>...........] - ETA: 1s - loss: 0.0869 - acc: 0.9727
40224/60000 [===================>..........] - ETA: 1s - loss: 0.0882 - acc: 0.9723
41120/60000 [===================>..........] - ETA: 1s - loss: 0.0887 - acc: 0.9721
42112/60000 [====================>.........] - ETA: 0s - loss: 0.0890 - acc: 0.9721
43008/60000 [====================>.........] - ETA: 0s - loss: 0.0894 - acc: 0.9719
43904/60000 [====================>.........] - ETA: 0s - loss: 0.0895 - acc: 0.9719
44832/60000 [=====================>........] - ETA: 0s - loss: 0.0896 - acc: 0.9720
45248/60000 [=====================>........] - ETA: 0s - loss: 0.0895 - acc: 0.9720
45920/60000 [=====================>........] - ETA: 0s - loss: 0.0895 - acc: 0.9720
46496/60000 [======================>.......] - ETA: 0s - loss: 0.0892 - acc: 0.9721
47360/60000 [======================>.......] - ETA: 0s - loss: 0.0888 - acc: 0.9722
48320/60000 [=======================>......] - ETA: 0s - loss: 0.0891 - acc: 0.9722
49248/60000 [=======================>......] - ETA: 0s - loss: 0.0897 - acc: 0.9719
50016/60000 [========================>.....] - ETA: 0s - loss: 0.0897 - acc: 0.9720
50976/60000 [========================>.....] - ETA: 0s - loss: 0.0895 - acc: 0.9720
51968/60000 [========================>.....] - ETA: 0s - loss: 0.0895 - acc: 0.9720
52960/60000 [=========================>....] - ETA: 0s - loss: 0.0897 - acc: 0.9720
53952/60000 [=========================>....] - ETA: 0s - loss: 0.0894 - acc: 0.9721
54976/60000 [==========================>...] - ETA: 0s - loss: 0.0892 - acc: 0.9723
56000/60000 [===========================>..] - ETA: 0s - loss: 0.0892 - acc: 0.9723
56992/60000 [===========================>..] - ETA: 0s - loss: 0.0889 - acc: 0.9724
57952/60000 [===========================>..] - ETA: 0s - loss: 0.0889 - acc: 0.9724
58976/60000 [============================>.] - ETA: 0s - loss: 0.0888 - acc: 0.9724
59936/60000 [============================>.] - ETA: 0s - loss: 0.0888 - acc: 0.9724
60000/60000 [==============================] - 3s 56us/step - loss: 0.0889 - acc: 0.9724
Epoch 5/5
32/60000 [..............................] - ETA: 7s - loss: 0.0152 - acc: 1.0000
1088/60000 [..............................] - ETA: 2s - loss: 0.0728 - acc: 0.9770
2080/60000 [>.............................] - ETA: 2s - loss: 0.0726 - acc: 0.9788
3008/60000 [>.............................] - ETA: 2s - loss: 0.0716 - acc: 0.9781
3968/60000 [>.............................] - ETA: 2s - loss: 0.0679 - acc: 0.9798
5024/60000 [=>............................] - ETA: 2s - loss: 0.0709 - acc: 0.9787
6048/60000 [==>...........................] - ETA: 2s - loss: 0.0705 - acc: 0.9783
6976/60000 [==>...........................] - ETA: 2s - loss: 0.0688 - acc: 0.9782
7840/60000 [==>...........................] - ETA: 2s - loss: 0.0699 - acc: 0.9779
8768/60000 [===>..........................] - ETA: 2s - loss: 0.0723 - acc: 0.9772
9600/60000 [===>..........................] - ETA: 2s - loss: 0.0717 - acc: 0.9769
10496/60000 [====>.........................] - ETA: 2s - loss: 0.0711 - acc: 0.9768
11424/60000 [====>.........................] - ETA: 2s - loss: 0.0707 - acc: 0.9772
12352/60000 [=====>........................] - ETA: 2s - loss: 0.0720 - acc: 0.9771
13344/60000 [=====>........................] - ETA: 2s - loss: 0.0726 - acc: 0.9775
14304/60000 [======>.......................] - ETA: 2s - loss: 0.0735 - acc: 0.9773
15328/60000 [======>.......................] - ETA: 2s - loss: 0.0725 - acc: 0.9779
16224/60000 [=======>......................] - ETA: 2s - loss: 0.0729 - acc: 0.9777
17184/60000 [=======>......................] - ETA: 2s - loss: 0.0740 - acc: 0.9774
18080/60000 [========>.....................] - ETA: 2s - loss: 0.0743 - acc: 0.9770
19008/60000 [========>.....................] - ETA: 2s - loss: 0.0750 - acc: 0.9766
19936/60000 [========>.....................] - ETA: 2s - loss: 0.0749 - acc: 0.9767
20896/60000 [=========>....................] - ETA: 2s - loss: 0.0745 - acc: 0.9769
21568/60000 [=========>....................] - ETA: 2s - loss: 0.0739 - acc: 0.9770
22432/60000 [==========>...................] - ETA: 2s - loss: 0.0751 - acc: 0.9765
23328/60000 [==========>...................] - ETA: 2s - loss: 0.0745 - acc: 0.9766
24192/60000 [===========>..................] - ETA: 1s - loss: 0.0749 - acc: 0.9767
25056/60000 [===========>..................] - ETA: 1s - loss: 0.0744 - acc: 0.9770
25920/60000 [===========>..................] - ETA: 1s - loss: 0.0739 - acc: 0.9770
26848/60000 [============>.................] - ETA: 1s - loss: 0.0745 - acc: 0.9769
27840/60000 [============>.................] - ETA: 1s - loss: 0.0753 - acc: 0.9768
28800/60000 [=============>................] - ETA: 1s - loss: 0.0757 - acc: 0.9765
29792/60000 [=============>................] - ETA: 1s - loss: 0.0755 - acc: 0.9766
30816/60000 [==============>...............] - ETA: 1s - loss: 0.0756 - acc: 0.9765
31872/60000 [==============>...............] - ETA: 1s - loss: 0.0750 - acc: 0.9768
32864/60000 [===============>..............] - ETA: 1s - loss: 0.0754 - acc: 0.9766
33824/60000 [===============>..............] - ETA: 1s - loss: 0.0754 - acc: 0.9766
34752/60000 [================>.............] - ETA: 1s - loss: 0.0757 - acc: 0.9764
35744/60000 [================>.............] - ETA: 1s - loss: 0.0753 - acc: 0.9765
36704/60000 [=================>............] - ETA: 1s - loss: 0.0754 - acc: 0.9765
37696/60000 [=================>............] - ETA: 1s - loss: 0.0756 - acc: 0.9763
38624/60000 [==================>...........] - ETA: 1s - loss: 0.0755 - acc: 0.9762
39616/60000 [==================>...........] - ETA: 1s - loss: 0.0749 - acc: 0.9764
40576/60000 [===================>..........] - ETA: 1s - loss: 0.0744 - acc: 0.9766
41536/60000 [===================>..........] - ETA: 1s - loss: 0.0747 - acc: 0.9766
42528/60000 [====================>.........] - ETA: 0s - loss: 0.0748 - acc: 0.9764
43520/60000 [====================>.........] - ETA: 0s - loss: 0.0746 - acc: 0.9765
44512/60000 [=====================>........] - ETA: 0s - loss: 0.0746 - acc: 0.9765
45472/60000 [=====================>........] - ETA: 0s - loss: 0.0744 - acc: 0.9766
46432/60000 [======================>.......] - ETA: 0s - loss: 0.0745 - acc: 0.9765
47456/60000 [======================>.......] - ETA: 0s - loss: 0.0743 - acc: 0.9766
48416/60000 [=======================>......] - ETA: 0s - loss: 0.0744 - acc: 0.9766
49472/60000 [=======================>......] - ETA: 0s - loss: 0.0744 - acc: 0.9765
50528/60000 [========================>.....] - ETA: 0s - loss: 0.0742 - acc: 0.9766
51584/60000 [========================>.....] - ETA: 0s - loss: 0.0743 - acc: 0.9765
52512/60000 [=========================>....] - ETA: 0s - loss: 0.0750 - acc: 0.9763
53408/60000 [=========================>....] - ETA: 0s - loss: 0.0750 - acc: 0.9763
54336/60000 [==========================>...] - ETA: 0s - loss: 0.0749 - acc: 0.9763
55136/60000 [==========================>...] - ETA: 0s - loss: 0.0751 - acc: 0.9762
56000/60000 [===========================>..] - ETA: 0s - loss: 0.0751 - acc: 0.9762
56032/60000 [===========================>..] - ETA: 0s - loss: 0.0752 - acc: 0.9761
56960/60000 [===========================>..] - ETA: 0s - loss: 0.0753 - acc: 0.9761
57856/60000 [===========================>..] - ETA: 0s - loss: 0.0751 - acc: 0.9761
58752/60000 [============================>.] - ETA: 0s - loss: 0.0751 - acc: 0.9762
59712/60000 [============================>.] - ETA: 0s - loss: 0.0749 - acc: 0.9763
60000/60000 [==============================] - 3s 56us/step - loss: 0.0748 - acc: 0.9762
32/10000 [..............................] - ETA: 16s
4384/10000 [============>.................] - ETA: 0s
8800/10000 [=========================>....] - ETA: 0s
10000/10000 [==============================] - 0s 17us/step
Process finished with exit code 0