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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 2 done.
Epoch 35, acc: 96.567506, loss: 0.094177
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.093102
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.092292
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.092768
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.567506, loss: 0.092057
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.643783, loss: 0.092026
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.567506, loss: 0.091351
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.720061, loss: 0.090727
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.720061, loss: 0.090120
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.090573
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.089724
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.720061, loss: 0.090211
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.796339, loss: 0.090368
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.089860
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 97.025172, loss: 0.089555
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.796339, loss: 0.089333
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.948894, loss: 0.089502
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.948894, loss: 0.089898
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 97.025172, loss: 0.088633
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 97.025172, loss: 0.088332
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.872616, loss: 0.087395
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.720061, loss: 0.087433
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 97.025172, loss: 0.086134
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.948894, loss: 0.085881
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.101449, loss: 0.086562
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.872616, loss: 0.086992
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.177727, loss: 0.086505
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.177727, loss: 0.086218
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.101449, loss: 0.085152
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.254005, loss: 0.085029
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.101449, loss: 0.084842
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.101449, loss: 0.084445
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.025172, loss: 0.083279
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.177727, loss: 0.082891
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.101449, loss: 0.082741
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.025172, loss: 0.082154
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.025172, loss: 0.082043
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.101449, loss: 0.082535
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.177727, loss: 0.082898
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.177727, loss: 0.082586
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.177727, loss: 0.083292
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.254005, loss: 0.082947
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.330282, loss: 0.083086
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.254005, loss: 0.081811
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.081615
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.254005, loss: 0.082561
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.082046
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.081303
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.254005, loss: 0.080911
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080938
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.081091
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.177727, loss: 0.080572
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080806
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080676
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.406560, loss: 0.080497
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.080442
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.080564
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.079643
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.406560, loss: 0.080072
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.330282, loss: 0.080230
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.406560, loss: 0.079805
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.406560, loss: 0.079269
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.482838, loss: 0.078728
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.330282, loss: 0.078293
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.077786
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.077958
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.078260
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.482838, loss: 0.078222
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.482838, loss: 0.077573
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.559115, loss: 0.077505
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.254005, loss: 0.078096
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.254005, loss: 0.078347
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.330282, loss: 0.077728
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.330282, loss: 0.077210
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.330282, loss: 0.077521
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.077096
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.076676
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.076635
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.482838, loss: 0.076194
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.559115, loss: 0.076454
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.406560, loss: 0.076102
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.406560, loss: 0.076418
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.482838, loss: 0.076864
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.482838, loss: 0.076907
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.482838, loss: 0.076779
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.482838, loss: 0.076248
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.711670, loss: 0.075254
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.711670, loss: 0.075292
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.635393, loss: 0.075549
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.074884
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.074797
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.482838, loss: 0.075358
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.559115, loss: 0.075418
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.075180
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.635393, loss: 0.075201
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.635393, loss: 0.075153
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.559115, loss: 0.074750
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.711670, loss: 0.074553
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.711670, loss: 0.074307
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.635393, loss: 0.074197
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.406560, loss: 0.074819
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.482838, loss: 0.074786
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.559115, loss: 0.074500
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.559115, loss: 0.073950
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.559115, loss: 0.073490
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072994
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072859
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072707
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072629
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.635393, loss: 0.072575
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.711670, loss: 0.072678
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.635393, loss: 0.072502
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.559115, loss: 0.073520
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.559115, loss: 0.072873
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.559115, loss: 0.072989
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.559115, loss: 0.073554
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.073678
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.073768
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.072945
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072739
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072446
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072474
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072262
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072080
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.072102
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.071975
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.071758
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.635393, loss: 0.072249
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.635393, loss: 0.072110
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.072906
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.559115, loss: 0.071954
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.071894
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.071765
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.559115, loss: 0.071682
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.559115, loss: 0.072506
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072556
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072601
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072299
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.559115, loss: 0.071679
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071697
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071474
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071189
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.711670, loss: 0.070548
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.711670, loss: 0.070159
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.711670, loss: 0.070326
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.070250
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.559115, loss: 0.071277
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.071301
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.071219
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070791
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070318
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070671
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070170
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.787948, loss: 0.070032
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.711670, loss: 0.069949
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.711670, loss: 0.070892
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.071042
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.070802
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.070854
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.635393, loss: 0.071138
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.635393, loss: 0.070641
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.711670, loss: 0.070490
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.711670, loss: 0.070380
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.559115, loss: 0.070203
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.070228
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.635393, loss: 0.069642
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.069784
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.787948, loss: 0.069704
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.787948, loss: 0.069534
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.787948, loss: 0.069524
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069857
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069823
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.787948, loss: 0.069880
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069581
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069946
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069804
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069312
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.068824
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069506
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069112
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069469
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.068988
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069232
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069105
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069778
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069610
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069188
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069237
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.068651
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068706
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068389
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.635393, loss: 0.068602
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068600
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068292
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068170
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068687
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068551
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068399
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.787948, loss: 0.067714
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067138
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067090
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.067896
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.067565
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067519
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.711670, loss: 0.067241
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.066833
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.066879
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.067112
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.067308
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067550
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067796
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067616
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067678
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067280
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067359
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067426
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067229
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067683
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067509
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067245
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.066849
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067082
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067238
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067435
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067872
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067711
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067093
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.066737
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.066481
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066411
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066472
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066485
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066141
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066812
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.864226, loss: 0.066696
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066495
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.067065
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066611
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066904
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066807
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066727
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.067107
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066908
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066728
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067247
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067341
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067252
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.787948, loss: 0.067098
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067546
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.067636
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.068217
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.068059
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.067659
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.864226, loss: 0.067063
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.864226, loss: 0.067098
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.864226, loss: 0.067008
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.940503, loss: 0.067162
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.711670, loss: 0.067557
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.787948, loss: 0.067247
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.067398
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.066650
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.067113
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.940503, loss: 0.066696
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.066657
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.066407
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.065927
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.065782
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.066006
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.065570
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.711670, loss: 0.065553
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.940503, loss: 0.066032
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.864226, loss: 0.065790
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.864226, loss: 0.065619
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.787948, loss: 0.066209
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.864226, loss: 0.066320
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.066322
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.066306
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.065699
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.065390
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065862
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065475
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065307
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065084
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065158
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.711670, loss: 0.065006
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065605
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065716
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.787948, loss: 0.065706
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065568
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.787948, loss: 0.065422
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065271
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065517
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065449
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065979
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.065996
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.787948, loss: 0.065985
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.065863
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.066246
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.066038
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.065972
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.066498
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.065923
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.065712
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.065657
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.864226, loss: 0.065792
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066601
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066402
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066168
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.864226, loss: 0.065751
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.864226, loss: 0.065466
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.940503, loss: 0.065464
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.864226, loss: 0.064969
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.064479
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.064489
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.864226, loss: 0.064653
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.940503, loss: 0.064797
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.864226, loss: 0.064632
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.064276
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.064143
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.064011
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.940503, loss: 0.064438
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.864226, loss: 0.064431
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.864226, loss: 0.063980
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.063631