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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()
)
"model_name" : "vision_transformer",
"no_models" : 10,
"dp" : true,
"global_epochs" : 100,
"local_epochs" : 3,
"k" : 3,
"batch_size" : 64,
"lr" : 0.001,
"momentum" : 0.0001,
"C" : 1000,
"lambda" : 0.1
}
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Epoch 2 done.
Epoch 17, acc: 94.050343, loss: 0.169488
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.168378
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.166152
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.166031
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.165505
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.126621, loss: 0.166729
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.202899, loss: 0.166088
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.202899, loss: 0.165512
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.279176, loss: 0.164155
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.202899, loss: 0.163487
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.050343, loss: 0.162457
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.355454, loss: 0.160406
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.355454, loss: 0.159070
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.355454, loss: 0.158077
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.279176, loss: 0.157082
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.279176, loss: 0.155892
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.156659
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.156899
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.156466
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.155637
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.155383
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.154175
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.154180
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.153298
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.151772
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.149832
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.149195
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.584287, loss: 0.149066
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.148484
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.508009, loss: 0.148126
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.584287, loss: 0.147566
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.146923
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.146514
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.355454, loss: 0.147177
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.508009, loss: 0.146427
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.660564, loss: 0.145429
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.660564, loss: 0.144095
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.736842, loss: 0.143925
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.813120, loss: 0.141807
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.736842, loss: 0.141970
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.965675, loss: 0.141380
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.965675, loss: 0.140342
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.889397, loss: 0.140727
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.584287, loss: 0.142494
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.660564, loss: 0.141994
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.736842, loss: 0.140904
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.140417
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.660564, loss: 0.140557
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.889397, loss: 0.140388
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.139567
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.138996
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.137729
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.889397, loss: 0.135726
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.136060
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.965675, loss: 0.134281
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.133172
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.134029
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.133956
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.133749
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.133084
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.118230, loss: 0.133112
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.132243
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.132109
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.131141
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.118230, loss: 0.129707
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.118230, loss: 0.128845
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.129188
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.130529
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.130644
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.131021
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.270786, loss: 0.130448
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.270786, loss: 0.129319
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.128466
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.127525
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.347063, loss: 0.126403
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125946
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125736
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125588
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.575896, loss: 0.125398
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.575896, loss: 0.125538
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.124948
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125145
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125190
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.126372
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.652174, loss: 0.126665
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127162
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127029
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127340
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127127
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.125619
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.728452, loss: 0.125294
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.728452, loss: 0.123697
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.728452, loss: 0.123439
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.804729, loss: 0.123137
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.121747
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.121178
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.804729, loss: 0.121573
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.122052
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.121137
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.652174, loss: 0.120651
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.120114
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.881007, loss: 0.119176
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.881007, loss: 0.119310
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.957285, loss: 0.117856
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.033562, loss: 0.118034
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.957285, loss: 0.117945
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.881007, loss: 0.116632
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.033562, loss: 0.116413
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.804729, loss: 0.117437
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.881007, loss: 0.117779
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.033562, loss: 0.117109
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.116648
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.116843
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.033562, loss: 0.116796
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.116384
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.116322
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.033562, loss: 0.117036
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.033562, loss: 0.116287
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 95.957285, loss: 0.116108
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.033562, loss: 0.115644
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.115095
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.114515
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.115541
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.186117, loss: 0.114252
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.114443
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.114002
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.262395, loss: 0.113185
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.114144
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.113550
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.262395, loss: 0.112995
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.113623
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.033562, loss: 0.113621
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.033562, loss: 0.113620
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.112980
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.112988
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.033562, loss: 0.113032
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.262395, loss: 0.111685
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.112314
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.112244
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.111340
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.033562, loss: 0.112089
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.111382
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.112384
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.033562, loss: 0.111523
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.111136
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.110633
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.262395, loss: 0.110193
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.186117, loss: 0.109858
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.110661
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.110375
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.110779
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.109691
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.109857
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.110453
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.110830
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110003
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.109840, loss: 0.110537
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110995
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.109840, loss: 0.111157
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.111763
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.262395, loss: 0.111839
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.262395, loss: 0.112113
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110814
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110373
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.109241
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.109595
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.262395, loss: 0.109359
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.414950, loss: 0.107724
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.108168
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.108032
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.107568
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.106626
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.338673, loss: 0.106238
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.338673, loss: 0.106790
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.338673, loss: 0.107136
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.338673, loss: 0.107312
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.262395, loss: 0.106627
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.262395, loss: 0.106986
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.186117, loss: 0.107294
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.262395, loss: 0.106216
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.338673, loss: 0.105893
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.338673, loss: 0.105694
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.414950, loss: 0.105123
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.491228, loss: 0.103713
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.491228, loss: 0.103705
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103531
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.104249
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.104905
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.338673, loss: 0.105212
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.105036
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103690
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.103330
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103363
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.104141
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103934
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.103534
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.103399
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.103386
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.103150
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.102534
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.102496
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.102022
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.102551
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.101956
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.102625
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.103208
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.491228, loss: 0.103074
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102904
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102638
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.491228, loss: 0.101786
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102544
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102940
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.103049
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.103284
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102241
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.102637
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.102612
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.101617
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.338673, loss: 0.101493
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.567506, loss: 0.101292
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.101544
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.643783, loss: 0.100145
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.101090
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.338673, loss: 0.101395
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.100993
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100852
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.491228, loss: 0.101653
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.101778
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.491228, loss: 0.101331
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.101756
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.491228, loss: 0.101724
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100940
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100307
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.338673, loss: 0.101419
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100236
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.491228, loss: 0.099510
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.643783, loss: 0.098598
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.720061, loss: 0.098921
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.567506, loss: 0.098299
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.643783, loss: 0.097884
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.567506, loss: 0.098635
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.643783, loss: 0.099235
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.567506, loss: 0.099498
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.491228, loss: 0.099680
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.414950, loss: 0.099560
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099805
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099157
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099555
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099659
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.098515
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.099146
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.099436
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099592
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.099108
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.098265
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.567506, loss: 0.097820
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.567506, loss: 0.097806
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.097775
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.097964
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098565
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098464
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098727
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098113
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.097160
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.643783, loss: 0.097183
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.098339
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.098956
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099319
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099575
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099987
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099644
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.643783, loss: 0.099062
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.098465
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.097841
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.097007
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.720061, loss: 0.097098
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.720061, loss: 0.097056
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.796339, loss: 0.097195
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.872616, loss: 0.097104
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.948894, loss: 0.096925
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.720061, loss: 0.097561
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.948894, loss: 0.096322
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.872616, loss: 0.096653
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.643783, loss: 0.096616
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.643783, loss: 0.096725
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.643783, loss: 0.096552
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.643783, loss: 0.096730
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.567506, loss: 0.096785
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.643783, loss: 0.095839
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.720061, loss: 0.096502
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.025172, loss: 0.095148
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.101449, loss: 0.094768
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.177727, loss: 0.094616
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.025172, loss: 0.095427
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.796339, loss: 0.096014
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.872616, loss: 0.095878
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.025172, loss: 0.095353
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.948894, loss: 0.095780
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.796339, loss: 0.095893
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.796339, loss: 0.096270
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.025172, loss: 0.095369
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.720061, loss: 0.096098
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.720061, loss: 0.096099
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.720061, loss: 0.096333
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.872616, loss: 0.095059
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095590
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.948894, loss: 0.095087
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095231
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.025172, loss: 0.094679
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.177727, loss: 0.094194
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.025172, loss: 0.094490
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095197
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.948894, loss: 0.095064
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095328
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.025172, loss: 0.094724
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.177727, loss: 0.094397
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.872616, loss: 0.095224
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.101449, loss: 0.094490
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.948894, loss: 0.094653
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.872616, loss: 0.095181
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.025172, loss: 0.095006
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.796339, loss: 0.095676
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.025172, loss: 0.094425
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.177727, loss: 0.094110
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.177727, loss: 0.094395
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.101449, loss: 0.094272
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093161
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093284
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093801
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093213
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093544
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.101449, loss: 0.093540
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093768
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.101449, loss: 0.094293
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.872616, loss: 0.095032
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.872616, loss: 0.095058
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.948894, loss: 0.094778
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.025172, loss: 0.094264
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.093812
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.094101
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.094522
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.093741
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.094174
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.025172, loss: 0.094099
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.948894, loss: 0.094666
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094385
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.948894, loss: 0.094763
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094492
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.101449, loss: 0.093610
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094124
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094171
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094393
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.872616, loss: 0.095073
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.101449, loss: 0.093776
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094125
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.948894, loss: 0.094457
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094296
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094619
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.872616, loss: 0.094926
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094268
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094067
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.948894, loss: 0.094265
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.093228
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.177727, loss: 0.093191
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.101449, loss: 0.093301
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.177727, loss: 0.093132
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.101449, loss: 0.093316
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093749
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.101449, loss: 0.093195
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.177727, loss: 0.093147
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.025172, loss: 0.093549
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093807
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093832
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093933
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.177727, loss: 0.092852
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.093052
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.092190
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091334
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091419
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091958
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.091925
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.092292
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091854
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091820
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.091905
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.091224
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.091350
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.090519
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.090914
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.090878
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.177727, loss: 0.091417
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.091604
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.177727, loss: 0.092377
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.177727, loss: 0.092666
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.093157
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092801
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.091973
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092253
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092253
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.092529
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.092803
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092072
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092379
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.093112
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.092839
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092365
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092517
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.025172, loss: 0.092610
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.872616, loss: 0.093100
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092209
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092239
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.025172, loss: 0.092796
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092674
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.177727, loss: 0.091787
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.177727, loss: 0.092268
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092581
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092716
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.025172, loss: 0.093260
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.092266
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092399
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091544
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091541
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091826
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092186
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091932
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.092088
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.091613
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.091305
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.091585
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.091721
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.092584
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.092714
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.092175
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.090841
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.091089
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090475
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.177727, loss: 0.090520
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.254005, loss: 0.089667
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.254005, loss: 0.089787
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.177727, loss: 0.090099
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090211
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.177727, loss: 0.090088
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090778
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090944
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.091559
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.090705
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091416
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.090548
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.177727, loss: 0.090377
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.090832
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091661
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091822
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.025172, loss: 0.091947
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.025172, loss: 0.091981
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091878
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.092017
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.092107
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092188
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092172
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.091935
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092494
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.948894, loss: 0.093049
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092066
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.091292
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.091643
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.090768
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.177727, loss: 0.090564
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.090810
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.254005, loss: 0.090130
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.090978
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.254005, loss: 0.090525
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091226
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091463
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091320
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091561
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091800
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091015
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.177727, loss: 0.090784
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.090818
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091205
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.254005, loss: 0.090143
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091054
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.090822
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091367
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091418
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092080
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092294
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.177727, loss: 0.091036
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.177727, loss: 0.091300
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.091862
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.101449, loss: 0.091563
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092013
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092216
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092107
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.101449, loss: 0.091253
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.090199
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.089854
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.089440
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.090174
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.090440
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.090804
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.090909
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.091200
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.091150
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.101449, loss: 0.091412
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092050
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091626
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091775
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091829
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092034
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091670
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092065
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092470
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.091434
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.254005, loss: 0.090581
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090381
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090882
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090299
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090657
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.177727, loss: 0.090865
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090738
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.091252
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090717
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.177727, loss: 0.090949
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.101449, loss: 0.091636
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.025172, loss: 0.091909
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.101449, loss: 0.091292
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090148
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090043
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090280
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.089947
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090157
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.091042
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.177727, loss: 0.091135
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.177727, loss: 0.091407
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090434
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090595
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090862
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.177727, loss: 0.090906
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090397
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.089627
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090047
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090661
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.101449, loss: 0.091474
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.091280
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.101449, loss: 0.091636
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.177727, loss: 0.091259
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090508
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.091035
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.091065
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090533
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090771
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090823
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.089920
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090721
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.090924
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.090108
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089815
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089660
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089094
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089229
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089700
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.090369
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.091191
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.177727, loss: 0.091148
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090223
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090102
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090369
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090632
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090299
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090516
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.177727, loss: 0.091220
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.177727, loss: 0.091322
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.101449, loss: 0.092020
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.091331
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091355
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091442
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091304
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.090670
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091132
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.090235
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.090484
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091325
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091006
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.177727, loss: 0.091317
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.101449, loss: 0.091574
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.101449, loss: 0.091703
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.101449, loss: 0.091852
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.177727, loss: 0.091392
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090272
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090520
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090090
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090617
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.089985
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090673
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.177727, loss: 0.091244
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090555
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090475
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090438
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.091028
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090638
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090976
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.091216
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.101449, loss: 0.091868
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090866
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089800
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.090297
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089618
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089798
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089566
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089758
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089955
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.090543
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.091246
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.090786
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091043
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.177727, loss: 0.091578
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090758
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091043
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091139
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090978
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091149
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090897
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.177727, loss: 0.091635
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090684
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090539
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090257
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.091239
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090378
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090755
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090031
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090169
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090426
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090635
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.091248
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.177727, loss: 0.091954
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.091662
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.091735
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.091011
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090050
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.089736
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090138
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090409
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090791
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090983
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.177727, loss: 0.091225
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090913
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.330282, loss: 0.090941
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.091050
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.177727, loss: 0.091532
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.177727, loss: 0.091830
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090842
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090298
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090116
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090776
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090458
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.089926
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.089798
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090193
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090628
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090995
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.091008
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.177727, loss: 0.091833
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090555
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090787
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.091610
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.177727, loss: 0.091764
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.091411
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.091168
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090394
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090703
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090787
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.330282, loss: 0.089582
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.089985
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090400
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090472
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.091210
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.091308
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090991
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.177727, loss: 0.091361
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.177727, loss: 0.091340
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.330282, loss: 0.090903
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090106
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090565
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.089692
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.089438
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.089666
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090158
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090589
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090113
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.089321
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090049
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.090337
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090124
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090398
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.330282, loss: 0.090590
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.330282, loss: 0.091039
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091234
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091027
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091146
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090862
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091571
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090682
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090177
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090596
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090938
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090653
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090843
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.330282, loss: 0.091553
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.330282, loss: 0.091519
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.091319
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.330282, loss: 0.091458
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.091743
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.091012
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090069
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.089676
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.406560, loss: 0.090395
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090848
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.254005, loss: 0.090934
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.254005, loss: 0.090792
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.089791
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090053
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090383
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090744
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.254005, loss: 0.090202
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.089261
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.089803
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.406560, loss: 0.090144
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.090467
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.090279
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.090801
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.090920
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.090356
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.091117
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.090650
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090687
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090197
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090151
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090371
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.089456
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090169
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.406560, loss: 0.090421
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090803
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090934
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090713
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.089833
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090706
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090096
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090378
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090527
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.330282, loss: 0.090938
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.330282, loss: 0.090753
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090505
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090640
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.330282, loss: 0.091139
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090562
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090778
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090486
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090742
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.406560, loss: 0.089911
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.406560, loss: 0.090343
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.406560, loss: 0.090432
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090821
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.091588
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.091427
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.254005, loss: 0.091762
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.406560, loss: 0.090597
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.406560, loss: 0.090437
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091283
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091540
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.254005, loss: 0.091667
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091647
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.254005, loss: 0.091947
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091256
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.090864
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090738
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090156
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090361
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090901
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.091165
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.091098
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.254005, loss: 0.091828
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.091254
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.406560, loss: 0.090220
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.406560, loss: 0.090465
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.090820
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.091012
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.254005, loss: 0.091787
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.091377
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.091446
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.091670
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.090825
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.090501
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.090959
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.089971
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090128
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.089821
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.088969
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.089369
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.088985
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.089890
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090239
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090113
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090805
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.091183
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090943
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091272
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091725
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091345
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091278
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091600
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090664
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090088
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090382
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.091263
2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.330282, loss: 0.092154
3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.091679
4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.091656
7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.091939
1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.254005, loss: 0.092233
9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.254005, loss: 0.092771
0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.330282, loss: 0.092023
5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.330282, loss: 0.091670
8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.090561
6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.090706