/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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6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 29.824561, loss: 1.713223

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 32.265446, loss: 1.552890

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 37.833715, loss: 1.404760

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 1, acc: 44.927536, loss: 1.266574

8
Epoch 0 done.
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Epoch 1, acc: 50.419527, loss: 1.161986

4
Epoch 0 done.
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Epoch 2 done.
Epoch 1, acc: 55.606407, loss: 1.068950

0
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Epoch 2, acc: 59.572845, loss: 0.987033

7
Epoch 0 done.
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Epoch 2, acc: 63.768116, loss: 0.920938

3
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Epoch 2 done.
Epoch 2, acc: 66.209001, loss: 0.862794

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 68.649886, loss: 0.813919

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 71.319603, loss: 0.770896

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 72.921434, loss: 0.731644

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 74.675820, loss: 0.698925

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 76.659039, loss: 0.668566

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 77.955759, loss: 0.644033

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 78.718535, loss: 0.620705

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 79.481312, loss: 0.601497

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 80.549199, loss: 0.584007

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 80.854310, loss: 0.569413

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 81.083143, loss: 0.554744

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 81.311976, loss: 0.540982

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 81.464531, loss: 0.529795

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 81.693364, loss: 0.519570

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 82.227307, loss: 0.509710

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 82.684973, loss: 0.499461

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 82.532418, loss: 0.491856

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 83.142639, loss: 0.484747

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 83.371472, loss: 0.475950

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 84.057971, loss: 0.467525

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 84.439359, loss: 0.461166

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 84.286804, loss: 0.455144

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 84.515637, loss: 0.448774

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 84.668192, loss: 0.440552

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 84.591915, loss: 0.434114

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 84.668192, loss: 0.429189

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 84.744470, loss: 0.424487

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 84.744470, loss: 0.420539

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 84.820748, loss: 0.414968

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 85.049580, loss: 0.410691

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 85.049580, loss: 0.407121

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 85.430969, loss: 0.402037

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 85.278413, loss: 0.399411

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 85.583524, loss: 0.393728

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 85.736079, loss: 0.390594

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 85.659802, loss: 0.385111

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 85.888635, loss: 0.380921

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 86.193745, loss: 0.376336

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 86.422578, loss: 0.372533

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 86.422578, loss: 0.367624

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 86.575133, loss: 0.363864

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 86.956522, loss: 0.358175

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 86.956522, loss: 0.354306

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 86.956522, loss: 0.351414

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 87.490465, loss: 0.346406

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 87.185355, loss: 0.342438

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 87.490465, loss: 0.337716

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 87.566743, loss: 0.337148

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 87.414188, loss: 0.336975

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 87.948131, loss: 0.332577

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 88.024409, loss: 0.331728

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 88.100686, loss: 0.330226

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 88.253242, loss: 0.328613

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 88.253242, loss: 0.325665

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 88.482075, loss: 0.321569

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 88.329519, loss: 0.320584

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 88.710908, loss: 0.317543

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 88.787185, loss: 0.315936

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 88.558352, loss: 0.315328

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 88.710908, loss: 0.312135

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 88.787185, loss: 0.309033

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 88.787185, loss: 0.308433

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 88.787185, loss: 0.306598

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 88.787185, loss: 0.304193

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 89.016018, loss: 0.299579

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 89.092296, loss: 0.297294

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 89.168574, loss: 0.295925

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 89.168574, loss: 0.293632

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 89.168574, loss: 0.291617

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 88.939741, loss: 0.291598

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 89.321129, loss: 0.288810

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 89.321129, loss: 0.285523

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 89.244851, loss: 0.285171

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 89.397407, loss: 0.283362

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 89.778795, loss: 0.278758

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 89.778795, loss: 0.275183

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 89.855072, loss: 0.273616

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 89.931350, loss: 0.271479

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 90.083905, loss: 0.269982

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 90.160183, loss: 0.266883

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 90.160183, loss: 0.266180

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 89.931350, loss: 0.267125

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 89.855072, loss: 0.265016

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 90.007628, loss: 0.264482

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 90.617849, loss: 0.260635

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 90.312738, loss: 0.260784

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 90.312738, loss: 0.259395

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 90.999237, loss: 0.255927

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 90.922960, loss: 0.254210

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 90.846682, loss: 0.252911

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 90.922960, loss: 0.251871

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 90.922960, loss: 0.250768

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 91.075515, loss: 0.247810

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 90.922960, loss: 0.247223

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 90.999237, loss: 0.247270

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 90.999237, loss: 0.246255

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 91.228070, loss: 0.243638

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 91.228070, loss: 0.243193

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 91.380625, loss: 0.240242

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 91.456903, loss: 0.237328

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 91.609458, loss: 0.235170

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 91.456903, loss: 0.233145

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 91.609458, loss: 0.233904

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 91.838291, loss: 0.230664

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 91.838291, loss: 0.229648

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 91.838291, loss: 0.228193

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 91.838291, loss: 0.226360

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 91.838291, loss: 0.226454

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 91.838291, loss: 0.226128

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 91.838291, loss: 0.224199

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 91.762014, loss: 0.224862

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 91.990847, loss: 0.222865

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 91.838291, loss: 0.222967

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 91.685736, loss: 0.222013

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 91.914569, loss: 0.219498

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 91.685736, loss: 0.220487

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 91.456903, loss: 0.219655

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 91.228070, loss: 0.221291

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 91.456903, loss: 0.221222

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 91.685736, loss: 0.219781

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 91.990847, loss: 0.217857

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 91.762014, loss: 0.217989

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 91.990847, loss: 0.215560

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 91.914569, loss: 0.214195

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 91.990847, loss: 0.214843

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 91.990847, loss: 0.210967

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 92.067124, loss: 0.211657

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 91.914569, loss: 0.211105

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 92.295957, loss: 0.208025

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 92.295957, loss: 0.205045

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 92.372235, loss: 0.204342

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 92.295957, loss: 0.204220

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 92.219680, loss: 0.203589

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 92.219680, loss: 0.204293

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 92.372235, loss: 0.204205

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 92.448513, loss: 0.203967

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 92.372235, loss: 0.201790

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 92.295957, loss: 0.201809

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 92.448513, loss: 0.198423

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 92.677346, loss: 0.196851

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 92.677346, loss: 0.195555

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 92.601068, loss: 0.195413

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 92.829901, loss: 0.194082

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 92.829901, loss: 0.192252

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 92.829901, loss: 0.192626

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 93.058734, loss: 0.191989

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 93.135011, loss: 0.190381

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 93.211289, loss: 0.188470

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 93.135011, loss: 0.187219

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 93.211289, loss: 0.186054

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 93.135011, loss: 0.185453

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 93.211289, loss: 0.184973

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 93.363844, loss: 0.182026

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 93.440122, loss: 0.181898

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 93.440122, loss: 0.180272

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 93.363844, loss: 0.180981

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 93.516400, loss: 0.179784

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 93.668955, loss: 0.178946

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 93.516400, loss: 0.179482

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 93.897788, loss: 0.177019

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 93.668955, loss: 0.177822

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 93.745233, loss: 0.178418

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 93.821510, loss: 0.175840

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 93.745233, loss: 0.176958

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 93.821510, loss: 0.173519

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 94.050343, loss: 0.171531

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 94.126621, loss: 0.170108

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 94.202899, loss: 0.168787

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 94.126621, loss: 0.167613

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 94.126621, loss: 0.168132

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 94.126621, loss: 0.167852

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 94.126621, loss: 0.166747

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 94.279176, loss: 0.165557

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 94.202899, loss: 0.165755

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 94.355454, loss: 0.163838

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 94.355454, loss: 0.161937

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 94.431732, loss: 0.161358

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 94.584287, loss: 0.160412

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 94.431732, loss: 0.161240

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 94.431732, loss: 0.159680

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 94.431732, loss: 0.158200

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 94.584287, loss: 0.156991

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 94.508009, loss: 0.158232

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 94.584287, loss: 0.157043

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 94.584287, loss: 0.155709

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 94.508009, loss: 0.155997

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 94.508009, loss: 0.155816

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 94.584287, loss: 0.155982

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 94.584287, loss: 0.155457

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 94.584287, loss: 0.155969

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 94.660564, loss: 0.154928

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 94.736842, loss: 0.153910

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 94.736842, loss: 0.153218

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 94.660564, loss: 0.152657

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 94.584287, loss: 0.152356

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 94.660564, loss: 0.153137

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 94.736842, loss: 0.152839

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 94.813120, loss: 0.152026

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 94.584287, loss: 0.152217

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 94.584287, loss: 0.152099

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 94.813120, loss: 0.149942

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 94.813120, loss: 0.149355

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 94.660564, loss: 0.150030

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 94.660564, loss: 0.149066

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 94.889397, loss: 0.148111

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 94.813120, loss: 0.147656

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 94.813120, loss: 0.146261

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 94.965675, loss: 0.146135

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 95.041953, loss: 0.145258

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 94.889397, loss: 0.145586

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 95.041953, loss: 0.145520

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 94.965675, loss: 0.145369

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 95.118230, loss: 0.143598

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.041953, loss: 0.142862

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.041953, loss: 0.142501

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 95.041953, loss: 0.142950

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.041953, loss: 0.142991

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.041953, loss: 0.143585

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.194508, loss: 0.141299

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.194508, loss: 0.139601

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.194508, loss: 0.139412

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.270786, loss: 0.139058

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.270786, loss: 0.137607

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.347063, loss: 0.137850

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 95.347063, loss: 0.136907

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.423341, loss: 0.137221

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.499619, loss: 0.135225

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 95.499619, loss: 0.135437

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.423341, loss: 0.134571

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.423341, loss: 0.134957

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 95.423341, loss: 0.135690

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.270786, loss: 0.136114

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.194508, loss: 0.135997

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 95.347063, loss: 0.134708

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.423341, loss: 0.134261

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.347063, loss: 0.134855

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 95.423341, loss: 0.135340

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 95.347063, loss: 0.136358

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 95.270786, loss: 0.135509

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 95.347063, loss: 0.134122

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 95.347063, loss: 0.133532

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 95.347063, loss: 0.134249

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 95.423341, loss: 0.135213

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.423341, loss: 0.134796

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.423341, loss: 0.132494

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 95.423341, loss: 0.130773

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.423341, loss: 0.130143

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.575896, loss: 0.129214

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 95.499619, loss: 0.129590

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.423341, loss: 0.129363

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.423341, loss: 0.130087

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 95.423341, loss: 0.130399

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.575896, loss: 0.129068

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.575896, loss: 0.128595

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 95.575896, loss: 0.127594

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.652174, loss: 0.128312

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.652174, loss: 0.128864

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.575896, loss: 0.128287

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.575896, loss: 0.128289

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.575896, loss: 0.128470

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 95.575896, loss: 0.127677

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.499619, loss: 0.127606

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.499619, loss: 0.127753

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.575896, loss: 0.125828

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.575896, loss: 0.125829

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.575896, loss: 0.124477

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 95.575896, loss: 0.125025

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.575896, loss: 0.125135

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.652174, loss: 0.125656

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 95.575896, loss: 0.123857

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 95.575896, loss: 0.123559

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 95.652174, loss: 0.124212

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 95.575896, loss: 0.124831

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.575896, loss: 0.123933

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.423341, loss: 0.123635

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 95.499619, loss: 0.123554

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 95.575896, loss: 0.123462

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 95.499619, loss: 0.124049

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 95.575896, loss: 0.123446

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 95.575896, loss: 0.123826

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 95.575896, loss: 0.123905

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 95.575896, loss: 0.124777

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 95.575896, loss: 0.125602

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 95.652174, loss: 0.122753

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 95.652174, loss: 0.120871

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 95.652174, loss: 0.121176

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 95.728452, loss: 0.120802

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 95.728452, loss: 0.120967

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 95.728452, loss: 0.120998

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 95.652174, loss: 0.121214

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 95.804729, loss: 0.120649