/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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2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 27.765065, loss: 1.627735

9
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Epoch 0, acc: 32.112891, loss: 1.428633

3
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Epoch 0, acc: 38.215103, loss: 1.264441

5
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Epoch 1, acc: 45.461480, loss: 1.107784

8
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Epoch 1, acc: 53.928299, loss: 0.999420

1
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Epoch 1, acc: 61.327231, loss: 0.901569

6
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Epoch 2, acc: 66.971777, loss: 0.828731

3
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Epoch 2, acc: 71.319603, loss: 0.764206

8
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Epoch 2, acc: 74.141876, loss: 0.717088

4
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Epoch 3, acc: 76.582761, loss: 0.675265

8
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Epoch 3, acc: 77.650648, loss: 0.641741

2
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Epoch 2 done.
Epoch 3, acc: 78.413425, loss: 0.607364

4
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Epoch 1 done.
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Epoch 4, acc: 79.405034, loss: 0.581668

7
Epoch 0 done.
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Epoch 4, acc: 80.701754, loss: 0.560417

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 81.159420, loss: 0.538898

6
Epoch 0 done.
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Epoch 2 done.
Epoch 5, acc: 81.922197, loss: 0.519753

0
Epoch 0 done.
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Epoch 2 done.
Epoch 5, acc: 82.303585, loss: 0.504540

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 82.379863, loss: 0.490045

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 82.608696, loss: 0.479139

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 83.066362, loss: 0.467990

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 83.142639, loss: 0.457563

2
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Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 83.371472, loss: 0.446556

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 83.142639, loss: 0.436900

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 83.371472, loss: 0.427518

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 83.752860, loss: 0.419955

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 84.134249, loss: 0.412438

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 84.286804, loss: 0.406352

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 84.439359, loss: 0.400972

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 84.286804, loss: 0.394962

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 84.591915, loss: 0.390913

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 84.897025, loss: 0.385976

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 85.125858, loss: 0.379402

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 85.507246, loss: 0.372690

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 85.583524, loss: 0.367663

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 85.583524, loss: 0.363061

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 85.812357, loss: 0.357787

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 86.117468, loss: 0.353256

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 86.193745, loss: 0.349461

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 86.803966, loss: 0.343073

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 86.651411, loss: 0.337827

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 87.109077, loss: 0.334458

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 87.109077, loss: 0.330427

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 87.490465, loss: 0.327277

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 87.261632, loss: 0.321946

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 87.643021, loss: 0.318449

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 87.948131, loss: 0.314831

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 88.024409, loss: 0.311729

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 88.482075, loss: 0.308501

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 88.405797, loss: 0.305580

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 88.482075, loss: 0.303603

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 88.558352, loss: 0.300429

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 88.482075, loss: 0.298826

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 89.016018, loss: 0.294704

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 89.092296, loss: 0.290827

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 89.321129, loss: 0.288176

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 89.321129, loss: 0.284333

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 89.321129, loss: 0.280060

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 89.855072, loss: 0.276697

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 89.778795, loss: 0.275485

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 89.931350, loss: 0.273545

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 90.007628, loss: 0.269488

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 90.236461, loss: 0.267485

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 90.465294, loss: 0.265462

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 90.312738, loss: 0.262228

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 90.389016, loss: 0.260286

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 90.694127, loss: 0.256559

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 90.694127, loss: 0.254080

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 90.617849, loss: 0.251411

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 90.770404, loss: 0.249271

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 90.770404, loss: 0.247395

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 91.456903, loss: 0.242800

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 91.456903, loss: 0.241131

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 91.380625, loss: 0.240278

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 91.304348, loss: 0.238266

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 91.609458, loss: 0.237009

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 91.609458, loss: 0.235837

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 91.838291, loss: 0.232657

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 92.067124, loss: 0.229279

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 92.219680, loss: 0.226833

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 92.372235, loss: 0.225026

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 92.448513, loss: 0.222553

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 92.677346, loss: 0.220795

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 92.829901, loss: 0.217562

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 92.829901, loss: 0.217733

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 92.753623, loss: 0.216116

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 92.448513, loss: 0.214088

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 92.601068, loss: 0.212088

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 92.677346, loss: 0.211670

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 92.829901, loss: 0.209500

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 92.753623, loss: 0.207823

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 92.906178, loss: 0.205625

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 93.058734, loss: 0.204130

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 92.906178, loss: 0.204059

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 92.906178, loss: 0.203669

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 92.906178, loss: 0.201600

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 92.829901, loss: 0.201433

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 92.829901, loss: 0.200047

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 92.753623, loss: 0.198047

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 92.906178, loss: 0.196430

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 92.906178, loss: 0.195141

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 92.906178, loss: 0.194300

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 92.982456, loss: 0.193074

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 92.982456, loss: 0.191090

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 92.906178, loss: 0.189698

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 93.135011, loss: 0.188726

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 93.287567, loss: 0.187321

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 93.211289, loss: 0.186848

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 93.135011, loss: 0.186349

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 93.287567, loss: 0.183654

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 93.211289, loss: 0.183194

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 93.287567, loss: 0.182462

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 93.516400, loss: 0.180471

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 93.592677, loss: 0.179542

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 93.363844, loss: 0.179130

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 93.440122, loss: 0.178026

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 93.363844, loss: 0.177898

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 93.440122, loss: 0.176161

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 93.745233, loss: 0.174307

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 93.821510, loss: 0.173760

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 93.668955, loss: 0.173649

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 93.668955, loss: 0.172834

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 93.821510, loss: 0.172191

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 93.821510, loss: 0.172312

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 94.050343, loss: 0.170898

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 93.897788, loss: 0.168963

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 94.126621, loss: 0.167825

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 94.279176, loss: 0.167522

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 94.279176, loss: 0.166451

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 94.279176, loss: 0.163982

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 94.279176, loss: 0.163690

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 94.660564, loss: 0.162838

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 94.508009, loss: 0.161077

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 94.660564, loss: 0.160237

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 94.965675, loss: 0.157851

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 94.889397, loss: 0.157169

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 94.889397, loss: 0.156863

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 94.889397, loss: 0.157094

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 94.660564, loss: 0.157314

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 94.813120, loss: 0.156511

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 94.813120, loss: 0.155641

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 94.813120, loss: 0.155291

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 94.736842, loss: 0.155081

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 94.889397, loss: 0.155050

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 94.889397, loss: 0.154365

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.041953, loss: 0.154105

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.041953, loss: 0.152989

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.118230, loss: 0.151803

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.118230, loss: 0.151180

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.118230, loss: 0.150449

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.041953, loss: 0.148976

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 95.041953, loss: 0.149220

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 95.118230, loss: 0.147429

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 95.118230, loss: 0.147647

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 94.965675, loss: 0.146285

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 94.965675, loss: 0.146285

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 94.965675, loss: 0.145455

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 95.041953, loss: 0.144114

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 95.270786, loss: 0.143805

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 95.194508, loss: 0.143508

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 95.194508, loss: 0.143318

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 95.270786, loss: 0.142597

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 95.347063, loss: 0.140405

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 95.347063, loss: 0.140021

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 95.347063, loss: 0.140097

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 95.499619, loss: 0.137687

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 95.499619, loss: 0.137295

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 95.575896, loss: 0.136811

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 95.575896, loss: 0.136428

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 95.499619, loss: 0.135631

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 95.499619, loss: 0.135830

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 95.575896, loss: 0.135343

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 95.652174, loss: 0.134460

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 95.575896, loss: 0.134764

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 95.499619, loss: 0.134984

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 95.652174, loss: 0.133592

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 95.575896, loss: 0.133296

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 95.881007, loss: 0.131560

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 95.728452, loss: 0.131286

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 95.881007, loss: 0.130887

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 95.652174, loss: 0.130629

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 95.652174, loss: 0.130079

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 95.804729, loss: 0.128681

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 95.652174, loss: 0.128238

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 95.881007, loss: 0.127616

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 95.804729, loss: 0.127643

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 95.804729, loss: 0.126896

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 95.728452, loss: 0.125997

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 95.652174, loss: 0.126122

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.033562, loss: 0.125394

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.186117, loss: 0.124023

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.033562, loss: 0.123596

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.109840, loss: 0.123053

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.109840, loss: 0.121424

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.262395, loss: 0.120124

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.186117, loss: 0.119619

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.338673, loss: 0.119860

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.338673, loss: 0.119635

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.262395, loss: 0.119352

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.338673, loss: 0.118491

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.414950, loss: 0.118082

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.338673, loss: 0.117649

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.491228, loss: 0.117726

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.567506, loss: 0.116379

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.567506, loss: 0.116042

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.115664

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.491228, loss: 0.115419

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.491228, loss: 0.115187

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.491228, loss: 0.114903

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.643783, loss: 0.114246

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.643783, loss: 0.113596

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.567506, loss: 0.113726

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.113029

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.113127

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.643783, loss: 0.112393

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.112262

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.112074

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.567506, loss: 0.112795

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.643783, loss: 0.111869

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.643783, loss: 0.112257

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.567506, loss: 0.112147

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.643783, loss: 0.111741

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.643783, loss: 0.110882

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.643783, loss: 0.110885

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.720061, loss: 0.110204

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.643783, loss: 0.110665

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.643783, loss: 0.110724

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.643783, loss: 0.110478

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.643783, loss: 0.109682

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.109754

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.110562

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.491228, loss: 0.110371

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.108913

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.108296

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.108329

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.567506, loss: 0.108885

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.491228, loss: 0.108885

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.567506, loss: 0.108802

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.491228, loss: 0.107842

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.491228, loss: 0.106625

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.105499

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.796339, loss: 0.104094

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.796339, loss: 0.104167

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.796339, loss: 0.104295

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.796339, loss: 0.104533

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.103858

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.796339, loss: 0.102861

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.720061, loss: 0.103663

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.103825

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.025172, loss: 0.103072

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.948894, loss: 0.102995

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.948894, loss: 0.102811

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.948894, loss: 0.103302

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.948894, loss: 0.103463

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.103464

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.025172, loss: 0.102402

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.025172, loss: 0.101549

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.025172, loss: 0.101898

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.025172, loss: 0.100901

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.100769

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.101661

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.948894, loss: 0.100459

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.948894, loss: 0.100407

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.948894, loss: 0.099813

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.099209

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.025172, loss: 0.099634

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.025172, loss: 0.099274

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.025172, loss: 0.099045

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.948894, loss: 0.098609

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.098232

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.098464

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.025172, loss: 0.097742

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.025172, loss: 0.097141

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.025172, loss: 0.097395

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.101449, loss: 0.096853

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.101449, loss: 0.096701

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.101449, loss: 0.097494

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.025172, loss: 0.096760

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.025172, loss: 0.096523

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.025172, loss: 0.096024

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.025172, loss: 0.095803

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.025172, loss: 0.095397

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.094057

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.101449, loss: 0.094262

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.101449, loss: 0.093521

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.101449, loss: 0.093166

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.177727, loss: 0.092119

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.092903

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.092833

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.092944

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.025172, loss: 0.092421

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.025172, loss: 0.091048

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.090621

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.177727, loss: 0.090166

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.330282, loss: 0.090260

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.089248

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.088819

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.254005, loss: 0.088729

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.177727, loss: 0.088234

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.177727, loss: 0.088694

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.177727, loss: 0.088671