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first commit
2024-06-21 10:34:43 +08:00
/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE
warn(f"Failed to load image Python extension: {e}")
Dataset ImageFolder
Number of datapoints: 5712
Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training
StandardTransform
Transform: Compose(
Resize(size=256, interpolation=bilinear, max_size=None, antialias=None)
CenterCrop(size=(224, 224))
ToTensor()
)
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Epoch 58, acc: 94.202899, loss: 0.168787
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 94.126621, loss: 0.167613
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 94.126621, loss: 0.168132
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 94.126621, loss: 0.167852
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 94.126621, loss: 0.166747
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 94.279176, loss: 0.165557
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 94.202899, loss: 0.165755
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 94.355454, loss: 0.163838
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 94.355454, loss: 0.161937
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 94.431732, loss: 0.161358
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 94.584287, loss: 0.160412
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 94.431732, loss: 0.161240
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 94.431732, loss: 0.159680
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 94.431732, loss: 0.158200
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 94.584287, loss: 0.156991
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 94.508009, loss: 0.158232
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 94.584287, loss: 0.157043
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 94.584287, loss: 0.155709
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 94.508009, loss: 0.155997
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 94.508009, loss: 0.155816
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 94.584287, loss: 0.155982
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 94.584287, loss: 0.155457
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 94.584287, loss: 0.155969
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 94.660564, loss: 0.154928
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 94.736842, loss: 0.153910
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 94.736842, loss: 0.153218
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 94.660564, loss: 0.152657
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 94.584287, loss: 0.152356
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 94.660564, loss: 0.153137
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 94.736842, loss: 0.152839
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 94.813120, loss: 0.152026
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 94.584287, loss: 0.152217
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 94.584287, loss: 0.152099
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 94.813120, loss: 0.149942
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 94.813120, loss: 0.149355
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 94.660564, loss: 0.150030
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 94.660564, loss: 0.149066
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 94.889397, loss: 0.148111
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 94.813120, loss: 0.147656
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 94.813120, loss: 0.146261
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 94.965675, loss: 0.146135
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 95.041953, loss: 0.145258
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 94.889397, loss: 0.145586
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 95.041953, loss: 0.145520
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 94.965675, loss: 0.145369
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 95.118230, loss: 0.143598
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.041953, loss: 0.142862
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.041953, loss: 0.142501
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.041953, loss: 0.142950
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.041953, loss: 0.142991
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.041953, loss: 0.143585
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.194508, loss: 0.141299
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.194508, loss: 0.139601
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.194508, loss: 0.139412
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.270786, loss: 0.139058
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.270786, loss: 0.137607
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.347063, loss: 0.137850
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.347063, loss: 0.136907
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.423341, loss: 0.137221
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.499619, loss: 0.135225
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.499619, loss: 0.135437
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.423341, loss: 0.134571
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.423341, loss: 0.134957
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.423341, loss: 0.135690
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.270786, loss: 0.136114
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.194508, loss: 0.135997
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.347063, loss: 0.134708
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.423341, loss: 0.134261
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.347063, loss: 0.134855
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.423341, loss: 0.135340
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 95.347063, loss: 0.136358
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 95.270786, loss: 0.135509
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 95.347063, loss: 0.134122
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 95.347063, loss: 0.133532
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 95.347063, loss: 0.134249
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 95.423341, loss: 0.135213
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.423341, loss: 0.134796
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.423341, loss: 0.132494
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.423341, loss: 0.130773
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.423341, loss: 0.130143
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.575896, loss: 0.129214
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.499619, loss: 0.129590
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.423341, loss: 0.129363
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.423341, loss: 0.130087
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.423341, loss: 0.130399
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.575896, loss: 0.129068
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.575896, loss: 0.128595
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.575896, loss: 0.127594
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.652174, loss: 0.128312
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.652174, loss: 0.128864
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.575896, loss: 0.128287
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.575896, loss: 0.128289
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.575896, loss: 0.128470
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.575896, loss: 0.127677
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.499619, loss: 0.127606
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.499619, loss: 0.127753
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.575896, loss: 0.125828
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.575896, loss: 0.125829
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.575896, loss: 0.124477
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.575896, loss: 0.125025
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.575896, loss: 0.125135
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.652174, loss: 0.125656
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.575896, loss: 0.123857
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 95.575896, loss: 0.123559
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 95.652174, loss: 0.124212
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 95.575896, loss: 0.124831
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.575896, loss: 0.123933
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.423341, loss: 0.123635
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.499619, loss: 0.123554
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 95.575896, loss: 0.123462
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 95.499619, loss: 0.124049
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 95.575896, loss: 0.123446
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 95.575896, loss: 0.123826
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 95.575896, loss: 0.123905
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 95.575896, loss: 0.124777
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 95.575896, loss: 0.125602
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 95.652174, loss: 0.122753
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 95.652174, loss: 0.120871
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 95.652174, loss: 0.121176
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 95.728452, loss: 0.120802
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 95.728452, loss: 0.120967
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 95.728452, loss: 0.120998
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 95.652174, loss: 0.121214
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 95.804729, loss: 0.120649