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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 1 done.
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Epoch 58, acc: 96.338673, loss: 0.115408
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.114852
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.115732
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.115497
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.115328
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.115092
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.114958
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.491228, loss: 0.114287
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.414950, loss: 0.114175
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.491228, loss: 0.114362
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.113965
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.113757
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.114005
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.113999
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.114588
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.113866
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.414950, loss: 0.113367
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.414950, loss: 0.113213
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.491228, loss: 0.113170
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.112609
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.112255
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.111641
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.111905
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.112215
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.111488
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.491228, loss: 0.110900
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.643783, loss: 0.110658
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.567506, loss: 0.110941
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.111290
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.111097
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.110243
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.567506, loss: 0.110205
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.720061, loss: 0.110248
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.720061, loss: 0.109930
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108960
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108861
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108324
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.107808
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.107920
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.108003
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.643783, loss: 0.107797
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.720061, loss: 0.108382
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.720061, loss: 0.108294
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.643783, loss: 0.108996
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.796339, loss: 0.109225
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.720061, loss: 0.109236
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109319
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109336
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109379
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.948894, loss: 0.108599
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.872616, loss: 0.108275
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.872616, loss: 0.108237
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.108337
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.107452
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.107911
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.108366
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.107994
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.107973
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.720061, loss: 0.108297
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.872616, loss: 0.107795
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.872616, loss: 0.108432
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.108211
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.107708
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.107248
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.106747
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.106617
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.105972
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105677
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105503
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105072
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.104742
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.104246
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.103871
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.103815
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.103839
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.104443
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.104381
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.103959
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.948894, loss: 0.103786
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.948894, loss: 0.104177
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.948894, loss: 0.104074
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.872616, loss: 0.104580
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104326
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104411
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104909
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.105141
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.104642
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.948894, loss: 0.104198
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103848
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103635
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103186
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.102486
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.102405
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.948894, loss: 0.102138
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101880
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101969
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101278
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.025172, loss: 0.101151
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.948894, loss: 0.100646
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.948894, loss: 0.100608
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.100717
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.100577
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.948894, loss: 0.100266
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.948894, loss: 0.100122
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.099628
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.099314
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.101449, loss: 0.099375
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.100509
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.100408
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.100088
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.101449, loss: 0.099812
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.100852
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101433
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101254
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101408
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.948894, loss: 0.101682
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.101049
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.101025
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100922
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100838
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100813
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.025172, loss: 0.100585
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.948894, loss: 0.100903
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.948894, loss: 0.100794