tf.keras學習筆記（一) mnist分類

tf.keras學習筆記（一）

• mnist分類

導入keras的包

from tensorflow.contrib import keras

另外一些常見的數據集keras.datasets提供了

• 代碼：

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)

• 運行結果：

/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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11493376/11490434 [==============================] - 2s 0us/step
Epoch 1/5
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58528/60000 [============================>.] - ETA: 0s - loss: 0.2490 - acc: 0.9260
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
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28640/60000 [=============>................] - ETA: 5s - loss: 0.1336 - acc: 0.9596
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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
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 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
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 6208/60000 [==>...........................] - ETA: 9s - loss: 0.0854 - acc: 0.9734
 6464/60000 [==>...........................] - ETA: 9s - loss: 0.0851 - acc: 0.9740
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 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
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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
12928/60000 [=====>........................] - ETA: 8s - loss: 0.0950 - acc: 0.9704
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14112/60000 [======>.......................] - ETA: 8s - loss: 0.0957 - acc: 0.9702
14464/60000 [======>.......................] - ETA: 7s - loss: 0.0960 - acc: 0.9701
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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
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28768/60000 [=============>................] - ETA: 5s - loss: 0.0990 - acc: 0.9699
29024/60000 [=============>................] - ETA: 5s - loss: 0.0992 - acc: 0.9698
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56064/60000 [===========================>..] - ETA: 0s - loss: 0.1016 - acc: 0.9687
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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
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 1024/60000 [..............................] - ETA: 12s - loss: 0.0526 - acc: 0.9854
 1344/60000 [..............................] - ETA: 11s - loss: 0.0667 - acc: 0.9799
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 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
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 6912/60000 [==>...........................] - ETA: 9s - loss: 0.0686 - acc: 0.9770
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 8480/60000 [===>..........................] - ETA: 9s - loss: 0.0694 - acc: 0.9771
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10016/60000 [====>.........................] - ETA: 9s - loss: 0.0731 - acc: 0.9760
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10624/60000 [====>.........................] - ETA: 8s - loss: 0.0747 - acc: 0.9754
10944/60000 [====>.........................] - ETA: 8s - loss: 0.0756 - acc: 0.9751
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11904/60000 [====>.........................] - ETA: 8s - loss: 0.0790 - acc: 0.9751
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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
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60000/60000 [==============================] - 11s 176us/step - loss: 0.0771 - acc: 0.9757
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Process finished with exit code 0