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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 35, acc: 64.683448, loss: 0.905744
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.988558, loss: 0.904708
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.607170, loss: 0.901417
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.454615, loss: 0.900288
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.454615, loss: 0.899058
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.225782, loss: 0.897147
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.530892, loss: 0.896483
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.378337, loss: 0.896662
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.454615, loss: 0.896329
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.378337, loss: 0.895931
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.225782, loss: 0.896769
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.454615, loss: 0.895332
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.530892, loss: 0.895469
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.225782, loss: 0.892500
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.378337, loss: 0.890971
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.302059, loss: 0.889540
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.378337, loss: 0.888145
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.454615, loss: 0.888847
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.302059, loss: 0.886034
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.454615, loss: 0.883969
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.759725, loss: 0.882976
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.683448, loss: 0.884548
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.530892, loss: 0.884362
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.378337, loss: 0.882585
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.225782, loss: 0.879159
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.302059, loss: 0.877961
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.149504, loss: 0.876358
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.378337, loss: 0.876764
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.225782, loss: 0.878958
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.149504, loss: 0.877326
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.225782, loss: 0.876175
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.607170, loss: 0.875453
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.378337, loss: 0.871890
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.454615, loss: 0.872297
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.378337, loss: 0.872728
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.607170, loss: 0.871594
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.530892, loss: 0.871942
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.073227, loss: 0.869814
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 63.920671, loss: 0.868603
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.225782, loss: 0.867614
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.149504, loss: 0.864389
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.302059, loss: 0.862619
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 63.996949, loss: 0.861377
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.302059, loss: 0.862944
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 64.759725, loss: 0.861961
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 64.683448, loss: 0.860524
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.141114, loss: 0.859668
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.064836, loss: 0.859638
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.217391, loss: 0.860676
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.446224, loss: 0.859260
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.293669, loss: 0.858765
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.293669, loss: 0.858862
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.446224, loss: 0.857723
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.675057, loss: 0.854819
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.675057, loss: 0.851921
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.751335, loss: 0.853276
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.675057, loss: 0.853631
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.369947, loss: 0.852381
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.217391, loss: 0.851186
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.293669, loss: 0.852472
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.751335, loss: 0.852493
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.522502, loss: 0.851563
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.369947, loss: 0.851589
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.675057, loss: 0.849164
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.903890, loss: 0.848451
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.598780, loss: 0.848308
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.675057, loss: 0.846776
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.598780, loss: 0.844830
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.522502, loss: 0.845000
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.217391, loss: 0.845297
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.751335, loss: 0.844546
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.675057, loss: 0.841666
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.827613, loss: 0.839343
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.827613, loss: 0.840044
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.293669, loss: 0.839074
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.446224, loss: 0.837328
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.369947, loss: 0.835230
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.369947, loss: 0.836413
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.217391, loss: 0.834688
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.217391, loss: 0.836985
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.293669, loss: 0.834658
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.369947, loss: 0.835383
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.064836, loss: 0.833228
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.141114, loss: 0.832458
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 65.217391, loss: 0.831744
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 65.675057, loss: 0.831211
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 65.980168, loss: 0.829501
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.056445, loss: 0.829958
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.132723, loss: 0.830633
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.132723, loss: 0.830609
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.132723, loss: 0.830170
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 65.903890, loss: 0.828999
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 65.903890, loss: 0.826952
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.209001, loss: 0.823890
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 66.361556, loss: 0.824621
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 65.980168, loss: 0.824741
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 65.827613, loss: 0.824418
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 66.056445, loss: 0.823152
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 65.751335, loss: 0.821737
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.903890, loss: 0.819474
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.598780, loss: 0.817494
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.446224, loss: 0.815972
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.293669, loss: 0.816945
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 66.056445, loss: 0.816533
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.209001, loss: 0.814763
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.361556, loss: 0.812098
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.742944, loss: 0.812607
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.285278, loss: 0.811256
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.285278, loss: 0.808692
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.285278, loss: 0.807310
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.666667, loss: 0.808235
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.590389, loss: 0.809656
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.895500, loss: 0.807915
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.742944, loss: 0.807203
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.514111, loss: 0.809525
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.819222, loss: 0.808912
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.666667, loss: 0.807329
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.819222, loss: 0.806291
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.666667, loss: 0.805898
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.742944, loss: 0.806370
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.361556, loss: 0.802759
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.514111, loss: 0.802804
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.132723, loss: 0.801698
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.666667, loss: 0.802103
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.742944, loss: 0.801083
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.971777, loss: 0.799484
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.590389, loss: 0.799853
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.666667, loss: 0.798906
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.666667, loss: 0.796037
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 67.124333, loss: 0.793733
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 66.742944, loss: 0.794767
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 66.895500, loss: 0.793205
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 67.048055, loss: 0.792137
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 66.971777, loss: 0.792064
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.124333, loss: 0.792191
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 66.895500, loss: 0.792006
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.276888, loss: 0.790673
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.124333, loss: 0.790091
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.048055, loss: 0.789527
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.124333, loss: 0.788389
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.353166, loss: 0.789303
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.581998, loss: 0.789384
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.200610, loss: 0.786937
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.353166, loss: 0.785831
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.124333, loss: 0.783587
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.658276, loss: 0.782600
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.734554, loss: 0.782594
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.505721, loss: 0.781820
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.581998, loss: 0.782537
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.505721, loss: 0.781074
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.581998, loss: 0.780754
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.810831, loss: 0.780389
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.963387, loss: 0.778210
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 68.192220, loss: 0.778094
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 67.963387, loss: 0.776687
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 67.658276, loss: 0.777140
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.039664, loss: 0.776574
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 67.887109, loss: 0.775884
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.192220, loss: 0.774294
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.497330, loss: 0.774777
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.115942, loss: 0.774329
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.115942, loss: 0.774868
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 67.887109, loss: 0.774822
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 67.963387, loss: 0.774395
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 67.658276, loss: 0.775155
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 67.505721, loss: 0.776120
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.039664, loss: 0.774018
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 67.810831, loss: 0.773093
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.192220, loss: 0.772532
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.268497, loss: 0.769291
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.192220, loss: 0.771464
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.421053, loss: 0.769719
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.344775, loss: 0.768502
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.344775, loss: 0.768908
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.421053, loss: 0.766534
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.421053, loss: 0.764770
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.802441, loss: 0.764821
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.497330, loss: 0.765751
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.573608, loss: 0.764369
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.726163, loss: 0.762519
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.649886, loss: 0.763519
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.497330, loss: 0.762053
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.649886, loss: 0.760485
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.802441, loss: 0.759560
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.878719, loss: 0.758878
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 69.107551, loss: 0.760799
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.878719, loss: 0.760659
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.649886, loss: 0.759683
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.726163, loss: 0.757017
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.107551, loss: 0.756750
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 68.954996, loss: 0.754678
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.031274, loss: 0.754493
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 68.878719, loss: 0.752911
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.183829, loss: 0.751341
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 68.802441, loss: 0.750783
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 68.954996, loss: 0.751867
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.260107, loss: 0.752373
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.107551, loss: 0.752962
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.412662, loss: 0.750897
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.641495, loss: 0.749015
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.488940, loss: 0.750420
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 68.954996, loss: 0.747146
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.031274, loss: 0.748520
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.031274, loss: 0.746743
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.336384, loss: 0.744799
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.260107, loss: 0.743977
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.260107, loss: 0.745883
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.260107, loss: 0.746598
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.107551, loss: 0.744914
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.717773, loss: 0.743517
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.183829, loss: 0.745249
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.412662, loss: 0.744396
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.946606, loss: 0.742745
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 70.099161, loss: 0.742441
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 70.022883, loss: 0.744067
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.946606, loss: 0.743334
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.794050, loss: 0.740885
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.794050, loss: 0.741862
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.870328, loss: 0.740284
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 69.870328, loss: 0.739184
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 69.565217, loss: 0.737460
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 69.946606, loss: 0.738397
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 70.022883, loss: 0.737981
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 70.099161, loss: 0.735885
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.251716, loss: 0.735744
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.099161, loss: 0.736270
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.404272, loss: 0.735653
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.251716, loss: 0.734221
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.099161, loss: 0.732811
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.251716, loss: 0.732385
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.327994, loss: 0.731042
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.251716, loss: 0.730664
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.404272, loss: 0.731157
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.251716, loss: 0.729902
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.404272, loss: 0.730307
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.404272, loss: 0.731132
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.175439, loss: 0.729428
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.251716, loss: 0.728015
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.327994, loss: 0.728718
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.785660, loss: 0.725644
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.785660, loss: 0.726443
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.709382, loss: 0.727411
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.633105, loss: 0.724880
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.633105, loss: 0.722459
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.480549, loss: 0.721658
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.327994, loss: 0.721058
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.861937, loss: 0.721615
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.709382, loss: 0.719733
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.709382, loss: 0.721455
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.785660, loss: 0.720717
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.785660, loss: 0.716419
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.633105, loss: 0.714978
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.785660, loss: 0.714132
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 71.014493, loss: 0.714104
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.395881, loss: 0.712950
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.319603, loss: 0.710587
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.167048, loss: 0.711825
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.395881, loss: 0.708391
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.319603, loss: 0.707909
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.090770, loss: 0.708165
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.472159, loss: 0.705930
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.319603, loss: 0.705275
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.472159, loss: 0.702100
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.243326, loss: 0.700888
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.319603, loss: 0.700389
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.243326, loss: 0.698232
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.243326, loss: 0.699492
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.548436, loss: 0.698758
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.472159, loss: 0.697947
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.395881, loss: 0.698615
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.472159, loss: 0.696862
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.548436, loss: 0.693896
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.624714, loss: 0.696384
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.929825, loss: 0.695646
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.548436, loss: 0.693516
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.395881, loss: 0.691991
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.777269, loss: 0.690902
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.472159, loss: 0.689563
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.472159, loss: 0.688995
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.624714, loss: 0.688797
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.777269, loss: 0.688121
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.700992, loss: 0.685548
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.853547, loss: 0.684610
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.624714, loss: 0.683882
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.624714, loss: 0.684338
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.700992, loss: 0.681705
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.853547, loss: 0.681127
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.700992, loss: 0.681285
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.700992, loss: 0.679773
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 72.006102, loss: 0.679533
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 72.006102, loss: 0.680268
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 71.853547, loss: 0.678732
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 71.548436, loss: 0.678065
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 71.624714, loss: 0.675728
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 72.158658, loss: 0.673783
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 71.853547, loss: 0.674327
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 72.082380, loss: 0.674562
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 71.929825, loss: 0.675321
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 72.082380, loss: 0.676474
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.006102, loss: 0.674788
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.234935, loss: 0.675106
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.234935, loss: 0.673538
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.158658, loss: 0.673274
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.006102, loss: 0.670652
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 71.853547, loss: 0.669245
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.006102, loss: 0.668153
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.540046, loss: 0.667051
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.234935, loss: 0.668195
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.463768, loss: 0.667947
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.234935, loss: 0.666303
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.540046, loss: 0.666515
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.540046, loss: 0.665704
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.082380, loss: 0.663980
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.311213, loss: 0.664311
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.387490, loss: 0.665546
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.616323, loss: 0.664702
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.616323, loss: 0.666210
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.387490, loss: 0.664554
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.616323, loss: 0.664317
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.665471
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.667817
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.540046, loss: 0.664121
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.665114
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.662638
Reference in New Issue Copy Permalink