/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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3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 33.562166, loss: 1.504646

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 39.435545, loss: 1.325078

4
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Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 46.605645, loss: 1.171633

5
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Epoch 1, acc: 56.521739, loss: 1.059756

3
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Epoch 1, acc: 63.996949, loss: 0.957955

0
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Epoch 1, acc: 68.344775, loss: 0.871906

3
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Epoch 2, acc: 71.167048, loss: 0.800121

6
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Epoch 2, acc: 74.218154, loss: 0.741141

8
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Epoch 2 done.
Epoch 2, acc: 76.964150, loss: 0.692020

3
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Epoch 2 done.
Epoch 3, acc: 78.260870, loss: 0.649034

6
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Epoch 3, acc: 79.023646, loss: 0.618236

5
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Epoch 2 done.
Epoch 3, acc: 80.244088, loss: 0.589117

3
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Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 81.006865, loss: 0.562048

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 81.540809, loss: 0.539839

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 82.227307, loss: 0.516676

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 82.532418, loss: 0.497375

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 82.837529, loss: 0.480480

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 83.524027, loss: 0.467323

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 83.524027, loss: 0.455236

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 83.600305, loss: 0.441676

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 84.134249, loss: 0.430859

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 84.439359, loss: 0.418164

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 84.973303, loss: 0.408633

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 85.430969, loss: 0.399997

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 85.278413, loss: 0.391427

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 85.354691, loss: 0.385312

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 85.583524, loss: 0.378209

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 86.041190, loss: 0.372146

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 86.727689, loss: 0.363896

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 86.727689, loss: 0.358073

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 86.727689, loss: 0.353601

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 86.803966, loss: 0.349221

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 87.032799, loss: 0.345409

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 87.261632, loss: 0.337498

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 87.490465, loss: 0.329769

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 87.719298, loss: 0.326579

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 88.024409, loss: 0.322660

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 88.253242, loss: 0.319747

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 88.558352, loss: 0.312225

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 88.787185, loss: 0.306045

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 88.939741, loss: 0.302379

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 88.863463, loss: 0.298453

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 89.244851, loss: 0.296049

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 89.473684, loss: 0.290605

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 89.626240, loss: 0.287513

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 89.778795, loss: 0.285670

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 89.778795, loss: 0.284207

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 90.160183, loss: 0.275297

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 90.236461, loss: 0.269793

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 90.541571, loss: 0.265680

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 90.617849, loss: 0.264385

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 90.846682, loss: 0.261549

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 91.075515, loss: 0.257469

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 90.846682, loss: 0.253035

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 91.075515, loss: 0.250783

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 91.228070, loss: 0.249957

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 91.151793, loss: 0.245831

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 91.380625, loss: 0.243652

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 91.228070, loss: 0.240293

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 91.228070, loss: 0.238342

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 91.456903, loss: 0.233511

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 91.609458, loss: 0.229389

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 91.914569, loss: 0.227335

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 91.914569, loss: 0.226150

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 91.838291, loss: 0.223471

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 92.143402, loss: 0.221133

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 92.067124, loss: 0.218168

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 92.372235, loss: 0.217209

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 92.295957, loss: 0.214567

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 92.372235, loss: 0.215212

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 92.601068, loss: 0.209175

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 92.601068, loss: 0.206159

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 92.524790, loss: 0.203765

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 92.753623, loss: 0.201241

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 92.829901, loss: 0.199790

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 92.982456, loss: 0.197346

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 92.982456, loss: 0.195427

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 93.058734, loss: 0.192371

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 93.211289, loss: 0.190850

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 93.440122, loss: 0.188477

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 93.668955, loss: 0.185287

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 93.668955, loss: 0.185169

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 93.821510, loss: 0.184229

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 93.440122, loss: 0.183558

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 93.745233, loss: 0.181438

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 93.821510, loss: 0.179058

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 94.050343, loss: 0.177978

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 94.126621, loss: 0.176459

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 93.974066, loss: 0.175146

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 93.974066, loss: 0.174032

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.050343, loss: 0.172519

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.202899, loss: 0.172670

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.355454, loss: 0.171764

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.355454, loss: 0.169497

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.431732, loss: 0.167627

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.508009, loss: 0.167356

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.508009, loss: 0.165723

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.584287, loss: 0.165378

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.660564, loss: 0.163753

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.508009, loss: 0.162558

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.508009, loss: 0.160988

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.660564, loss: 0.160464

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.660564, loss: 0.159765

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.813120, loss: 0.158428

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.965675, loss: 0.157295

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 95.118230, loss: 0.156200

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 95.118230, loss: 0.155443

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 95.194508, loss: 0.154211

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 95.270786, loss: 0.154067

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 95.270786, loss: 0.152691

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 95.270786, loss: 0.152075

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.270786, loss: 0.151729

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.423341, loss: 0.150483

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.347063, loss: 0.150120

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.423341, loss: 0.149428

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.423341, loss: 0.148570

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.499619, loss: 0.148312

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.652174, loss: 0.147019

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.575896, loss: 0.146786

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.575896, loss: 0.144578

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.499619, loss: 0.143298

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.499619, loss: 0.143691

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.575896, loss: 0.142572

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.499619, loss: 0.140941

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.499619, loss: 0.140055

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.575896, loss: 0.138533

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.652174, loss: 0.138698

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.575896, loss: 0.137875

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.652174, loss: 0.137591

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.652174, loss: 0.136421

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.804729, loss: 0.136824

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.804729, loss: 0.136588

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.804729, loss: 0.135539

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.881007, loss: 0.135192

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.881007, loss: 0.133684

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.881007, loss: 0.133469

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.881007, loss: 0.133769

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.881007, loss: 0.133636

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.957285, loss: 0.133891

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.881007, loss: 0.134164

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.957285, loss: 0.133464

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.033562, loss: 0.133164

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.033562, loss: 0.132510

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.033562, loss: 0.131691

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.033562, loss: 0.130583

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.033562, loss: 0.129772

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.109840, loss: 0.129203

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.186117, loss: 0.128781

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.109840, loss: 0.127847

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.186117, loss: 0.127389

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.186117, loss: 0.127127

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.186117, loss: 0.126429

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.186117, loss: 0.126638

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.186117, loss: 0.126036

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.262395, loss: 0.125467

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.186117, loss: 0.125678

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.033562, loss: 0.125237

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.186117, loss: 0.124609

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.186117, loss: 0.124215

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.262395, loss: 0.123227

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.122076

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.122362

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.186117, loss: 0.121730

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.186117, loss: 0.121584

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.186117, loss: 0.121539

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.186117, loss: 0.121166

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.338673, loss: 0.120495

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.414950, loss: 0.119187

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.414950, loss: 0.119322

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.414950, loss: 0.118240

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.414950, loss: 0.116939

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.414950, loss: 0.116112

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.491228, loss: 0.115865

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.414950, loss: 0.115861

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.414950, loss: 0.115616

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.414950, loss: 0.115370

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.338673, loss: 0.115408

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.114852

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.115732

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.115497

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.115328

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.115092

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.114958

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.491228, loss: 0.114287

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.414950, loss: 0.114175

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.491228, loss: 0.114362

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.113965

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.113757

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.114005

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.113999

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.114588

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.113866

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.414950, loss: 0.113367

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.414950, loss: 0.113213

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.491228, loss: 0.113170

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.112609

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.112255

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.111641

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.111905

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.112215

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.111488

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.491228, loss: 0.110900

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.643783, loss: 0.110658

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.567506, loss: 0.110941

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.111290

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.111097

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.110243

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.567506, loss: 0.110205

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.720061, loss: 0.110248

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.720061, loss: 0.109930

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108960

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108861

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108324

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.107808

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.107920

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.108003

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.643783, loss: 0.107797

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.720061, loss: 0.108382

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.720061, loss: 0.108294

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.643783, loss: 0.108996

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.796339, loss: 0.109225

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.720061, loss: 0.109236

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109319

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109336

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109379

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.948894, loss: 0.108599

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.872616, loss: 0.108275

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.872616, loss: 0.108237

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.108337

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.107452

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.107911

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.108366

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.107994

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.107973

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.720061, loss: 0.108297

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.872616, loss: 0.107795

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.872616, loss: 0.108432

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.108211

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.107708

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.107248

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.106747

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.106617

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.105972

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105677

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105503

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105072

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.104742

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.104246

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.103871

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.103815

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.103839

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.104443

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.104381

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.103959

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.948894, loss: 0.103786

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.948894, loss: 0.104177

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.948894, loss: 0.104074

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.872616, loss: 0.104580

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104326

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104411

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104909

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.105141

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.104642

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.948894, loss: 0.104198

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103848

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103635

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103186

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.102486

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.102405

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.948894, loss: 0.102138

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101880

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101969

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101278

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.025172, loss: 0.101151

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.948894, loss: 0.100646

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.948894, loss: 0.100608

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.100717

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.100577

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.948894, loss: 0.100266

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.948894, loss: 0.100122

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.099628

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.099314

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.101449, loss: 0.099375

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.100509

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.100408

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.100088

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.101449, loss: 0.099812

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.100852

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101433

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101254

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101408

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.948894, loss: 0.101682

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.101049

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.101025

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100922

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100838

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100813

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.025172, loss: 0.100585

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.948894, loss: 0.100903

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.948894, loss: 0.100794