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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.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.502661
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.504055
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.505711
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.507029
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.508225
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.509786
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.511444
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.512794
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.514240
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.515260
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.516545
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.517553
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.518574
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.519566
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.521014
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.522115
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.522777
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.523965
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.524412
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 23.417239, loss: 1.525043
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 23.035850, loss: 1.525955
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 22.959573, loss: 1.526851
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 22.959573, loss: 1.527779
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 23.340961, loss: 1.528623
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 22.959573, loss: 1.529452
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.340961, loss: 1.530106
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.035850, loss: 1.530438
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.874905, loss: 1.529789
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.569794, loss: 1.530009
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 22.959573, loss: 1.530135
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 26.315789, loss: 1.529935
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 26.239512, loss: 1.529718
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 24.256293, loss: 1.529427
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 22.959573, loss: 1.528594
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 23.646072, loss: 1.527990
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 24.790236, loss: 1.527263
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 26.239512, loss: 1.527280
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 25.171625, loss: 1.526882
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 23.417239, loss: 1.526454
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 22.959573, loss: 1.525619
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 27.536232, loss: 1.524862
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 29.900839, loss: 1.523276
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 29.214340, loss: 1.520998
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 27.002288, loss: 1.518883
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 25.553013, loss: 1.518290
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 25.705568, loss: 1.517783
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 24.713959, loss: 1.516228
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 24.408848, loss: 1.514148
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 23.722349, loss: 1.510454
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 24.485126, loss: 1.509215
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 24.942792, loss: 1.506452
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 29.443173, loss: 1.503085
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 26.926011, loss: 1.501754
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 28.375286, loss: 1.497894
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 27.002288, loss: 1.494648
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 26.773455, loss: 1.492558
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 25.858124, loss: 1.488522
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 25.476735, loss: 1.483484
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 26.468345, loss: 1.475975
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 25.553013, loss: 1.473415
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 29.366895, loss: 1.465923
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 29.138063, loss: 1.460353
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 27.841342, loss: 1.454495
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 29.138063, loss: 1.451746
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 28.375286, loss: 1.446682
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 31.578947, loss: 1.446455
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 33.714722, loss: 1.440307
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 32.723112, loss: 1.434839
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 31.655225, loss: 1.429035
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 32.875667, loss: 1.423274
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 32.112891, loss: 1.418330
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 34.096110, loss: 1.411462
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 33.867277, loss: 1.405419
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 36.003051, loss: 1.403910
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 36.765828, loss: 1.397973
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 37.452326, loss: 1.391288
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 37.681159, loss: 1.389415
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 37.376049, loss: 1.382764
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 38.291381, loss: 1.378504
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 38.825324, loss: 1.377220
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.359268, loss: 1.372804
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.588101, loss: 1.367822
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.664378, loss: 1.361048
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.282990, loss: 1.356983
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.359268, loss: 1.353670
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 39.282990, loss: 1.348502
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 40.122044, loss: 1.343164
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 40.427155, loss: 1.333863
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 40.579710, loss: 1.324806
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 41.342487, loss: 1.316653
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 42.028986, loss: 1.306243
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 42.181541, loss: 1.300036
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 42.791762, loss: 1.298287
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 43.096873, loss: 1.292537
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 43.478261, loss: 1.287034
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 43.020595, loss: 1.287570
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 43.630816, loss: 1.284202
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 43.630816, loss: 1.285028
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 44.164760, loss: 1.277532
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 44.546148, loss: 1.271996
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.698703, loss: 1.268750
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.622426, loss: 1.263323
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.851259, loss: 1.256724
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.851259, loss: 1.249323
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.393593, loss: 1.243657
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.241037, loss: 1.238899
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.241037, loss: 1.237424
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.393593, loss: 1.233717
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.851259, loss: 1.230048
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.774981, loss: 1.223639
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 44.622426, loss: 1.224070
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 44.774981, loss: 1.220372
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 45.461480, loss: 1.213917
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 45.537757, loss: 1.215396
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 45.156369, loss: 1.215168
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.232647, loss: 1.212082
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.308924, loss: 1.209549
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.842868, loss: 1.208268
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.614035, loss: 1.201476
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 46.453089, loss: 1.197266
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 46.453089, loss: 1.195978
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.139588, loss: 1.185491
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.215866, loss: 1.186737
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.368421, loss: 1.186296
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.749809, loss: 1.186811
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 48.283753, loss: 1.185429
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 46.834477, loss: 1.186367
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 46.834477, loss: 1.180804
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 47.139588, loss: 1.180376
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 47.673532, loss: 1.181288
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 47.368421, loss: 1.180474
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 48.207475, loss: 1.178484
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 47.902365, loss: 1.174185
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 47.902365, loss: 1.167798
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 48.588863, loss: 1.164925
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 47.597254, loss: 1.166965
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 47.444699, loss: 1.165917
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 47.978642, loss: 1.165290
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 49.275362, loss: 1.159379
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 49.885584, loss: 1.152388
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 48.817696, loss: 1.153376
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 49.885584, loss: 1.150302
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 48.741419, loss: 1.149317
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 49.504195, loss: 1.146176
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 49.351640, loss: 1.143274
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.885584, loss: 1.145121
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.199085, loss: 1.143624
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.580473, loss: 1.141806
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 50.038139, loss: 1.142152
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.351640, loss: 1.143684
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 48.970252, loss: 1.141048
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.046529, loss: 1.141903
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.351640, loss: 1.138847
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.275362, loss: 1.136883
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.504195, loss: 1.133666
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 49.809306, loss: 1.130784
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 50.343249, loss: 1.127799
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 49.961861, loss: 1.127378
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 50.343249, loss: 1.124432
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 50.343249, loss: 1.121910
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 50.724638, loss: 1.121452
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 51.258581, loss: 1.117637
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 51.792525, loss: 1.115543
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 51.639969, loss: 1.112769
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 52.555301, loss: 1.109392
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 52.707857, loss: 1.108011
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 51.639969, loss: 1.108771
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 51.868802, loss: 1.107673
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 51.563692, loss: 1.108371
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 52.402746, loss: 1.108089
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 52.326468, loss: 1.109215
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 52.707857, loss: 1.107090
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 53.165523, loss: 1.102823
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 53.241800, loss: 1.103690
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 53.470633, loss: 1.100274
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 53.775744, loss: 1.097391
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 53.775744, loss: 1.097846
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 54.080854, loss: 1.096470
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 53.699466, loss: 1.094307
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 54.080854, loss: 1.094880
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 53.623188, loss: 1.096879
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 53.699466, loss: 1.093154
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 53.623188, loss: 1.092001
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 54.157132, loss: 1.088753
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 54.157132, loss: 1.086957
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 54.233410, loss: 1.085856
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 54.233410, loss: 1.085741
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 53.852021, loss: 1.085244
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 53.699466, loss: 1.085395
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 53.775744, loss: 1.086789
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 53.852021, loss: 1.085902
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.309687, loss: 1.083421
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.233410, loss: 1.081599
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.233410, loss: 1.080851
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.385965, loss: 1.078929
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.462243, loss: 1.076461
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.538520, loss: 1.074064
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.462243, loss: 1.073921
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.691076, loss: 1.073471
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.843631, loss: 1.071223
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.843631, loss: 1.070088
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.462243, loss: 1.069472
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.614798, loss: 1.067757
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.614798, loss: 1.066591
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.691076, loss: 1.065196
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.614798, loss: 1.063862
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.691076, loss: 1.063864
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.843631, loss: 1.063834
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.767353, loss: 1.063977
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.843631, loss: 1.065507
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 54.919908, loss: 1.063834
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 54.767353, loss: 1.061533
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 54.919908, loss: 1.061818
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 55.072464, loss: 1.060231
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 55.225019, loss: 1.058742
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.072464, loss: 1.059060
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.453852, loss: 1.060097
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 54.843631, loss: 1.060761
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.072464, loss: 1.059699
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.072464, loss: 1.059069
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 54.919908, loss: 1.060893
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.148741, loss: 1.059314
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.301297, loss: 1.058853
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.225019, loss: 1.058604
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.072464, loss: 1.056224
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 54.996186, loss: 1.056146
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 55.530130, loss: 1.055900
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 55.072464, loss: 1.055594
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 54.919908, loss: 1.055501
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 55.148741, loss: 1.054848
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 55.301297, loss: 1.054609
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 54.919908, loss: 1.054692
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 54.614798, loss: 1.053491
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 55.072464, loss: 1.053454
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 55.072464, loss: 1.054064
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.996186, loss: 1.053491
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.767353, loss: 1.053347
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.919908, loss: 1.051497
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.614798, loss: 1.050478
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.691076, loss: 1.051486
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 54.767353, loss: 1.052836
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 54.691076, loss: 1.052873
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 55.072464, loss: 1.052080
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 55.072464, loss: 1.049736
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 55.377574, loss: 1.047056
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.453852, loss: 1.046126
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.225019, loss: 1.044513
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.072464, loss: 1.044693
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.606407, loss: 1.041751
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.453852, loss: 1.042876
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.530130, loss: 1.042296
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.758963, loss: 1.042500
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.682685, loss: 1.042424
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.453852, loss: 1.041439
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.530130, loss: 1.041749
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.530130, loss: 1.043937
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.530130, loss: 1.044706
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.606407, loss: 1.045431
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.682685, loss: 1.044138
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.530130, loss: 1.045568
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.377574, loss: 1.049782
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.148741, loss: 1.051304
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.225019, loss: 1.051636
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.377574, loss: 1.049371
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.377574, loss: 1.049189
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.453852, loss: 1.049053
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.530130, loss: 1.047589
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.148741, loss: 1.048390
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.148741, loss: 1.046854
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.301297, loss: 1.045319
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.148741, loss: 1.045957
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.301297, loss: 1.048199
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.377574, loss: 1.046302
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.301297, loss: 1.045984
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.453852, loss: 1.044856
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.606407, loss: 1.043271
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.758963, loss: 1.041561
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.835240, loss: 1.040617
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.758963, loss: 1.040245
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.682685, loss: 1.041672
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 54.996186, loss: 1.043144
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 55.225019, loss: 1.043728
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 55.377574, loss: 1.042760
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 54.919908, loss: 1.041319
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 55.148741, loss: 1.041099
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.682685, loss: 1.043207
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.682685, loss: 1.042733
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.225019, loss: 1.042868
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.377574, loss: 1.042480
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.530130, loss: 1.042562
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.530130, loss: 1.043229
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.682685, loss: 1.044060
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.606407, loss: 1.041974
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.606407, loss: 1.039275
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.682685, loss: 1.040631
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 56.064073, loss: 1.039522
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.987796, loss: 1.039093
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.835240, loss: 1.038678
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.758963, loss: 1.037380
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.758963, loss: 1.038048
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 56.064073, loss: 1.034383
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 55.682685, loss: 1.033484
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 55.911518, loss: 1.033280
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 56.292906, loss: 1.031513
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 56.216629, loss: 1.031759
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.292906, loss: 1.030673
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.369184, loss: 1.030371
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.521739, loss: 1.028430
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.598017, loss: 1.027547
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.750572, loss: 1.026141
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.750572, loss: 1.025605
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.750572, loss: 1.025281
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.826850, loss: 1.023085
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 57.131960, loss: 1.022785
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.750572, loss: 1.022398
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.979405, loss: 1.021118
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 57.055683, loss: 1.019607
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.979405, loss: 1.021997
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.903127, loss: 1.023563
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.826850, loss: 1.025146
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.826850, loss: 1.025280
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.826850, loss: 1.024622
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.826850, loss: 1.025649
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.750572, loss: 1.024315
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.750572, loss: 1.022765