/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.
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Epoch 0, acc: 22.883295, loss: 1.387754

7
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Epoch 0, acc: 22.883295, loss: 1.388236

8
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Epoch 0, acc: 22.883295, loss: 1.389198

4
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Epoch 0, acc: 22.883295, loss: 1.390526

6
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Epoch 0, acc: 22.883295, loss: 1.392257

0
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Epoch 1, acc: 22.883295, loss: 1.394234

3
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Epoch 1, acc: 22.883295, loss: 1.396468

9
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Epoch 1, acc: 22.883295, loss: 1.399104

4
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Epoch 1, acc: 22.883295, loss: 1.402474

6
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Epoch 1, acc: 22.883295, loss: 1.406346

5
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Epoch 2, acc: 22.883295, loss: 1.411091

7
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Epoch 2, acc: 22.883295, loss: 1.414796

3
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Epoch 2, acc: 22.883295, loss: 1.419682

8
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Epoch 2, acc: 22.883295, loss: 1.425532

2
Epoch 0 done.
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Epoch 2 done.
Epoch 2, acc: 22.883295, loss: 1.430556

0
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Epoch 3, acc: 22.883295, loss: 1.437044

9
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Epoch 3, acc: 22.883295, loss: 1.442856

3
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Epoch 2 done.
Epoch 3, acc: 22.883295, loss: 1.449537

6
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Epoch 2 done.
Epoch 3, acc: 22.883295, loss: 1.455768

1
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Epoch 2 done.
Epoch 3, acc: 22.883295, loss: 1.462091

7
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Epoch 4, acc: 22.883295, loss: 1.466242

8
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Epoch 2 done.
Epoch 4, acc: 22.883295, loss: 1.474778

3
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Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 22.883295, loss: 1.482571

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 22.883295, loss: 1.487936

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 22.883295, loss: 1.495573

5
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Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.505051

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.510100

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.518434

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.527882

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.537181

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.546329

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.554452

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.561637

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.573321

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.585867

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.595036

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.603495

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.607826

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.620516

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.625532

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.730740, loss: 1.623458

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.730740, loss: 1.629325

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 23.035850, loss: 1.635459

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.959573, loss: 1.638961

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 23.417239, loss: 1.638278

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 23.722349, loss: 1.637637

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 25.400458, loss: 1.627234

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 26.163234, loss: 1.621209

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 26.163234, loss: 1.613018

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 27.078566, loss: 1.600486

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 27.841342, loss: 1.591668

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 29.290618, loss: 1.582960

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 29.824561, loss: 1.569494

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 31.807780, loss: 1.553633

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 32.494279, loss: 1.534106

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 32.723112, loss: 1.513981

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 34.019832, loss: 1.497997

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 35.697941, loss: 1.476156

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 37.299771, loss: 1.452743

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 38.825324, loss: 1.427383

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 39.893211, loss: 1.403702

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 40.808543, loss: 1.382940

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 41.723875, loss: 1.360857

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 42.944317, loss: 1.341108

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 43.249428, loss: 1.325064

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 44.317315, loss: 1.302158

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 45.842868, loss: 1.281531

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 47.215866, loss: 1.263609

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 48.131198, loss: 1.247938

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 49.733028, loss: 1.225756

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 50.953471, loss: 1.211205

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 52.631579, loss: 1.196181

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 53.165523, loss: 1.184269

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 53.699466, loss: 1.170708

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 54.157132, loss: 1.158522

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 54.462243, loss: 1.146745

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 54.538520, loss: 1.137923

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 55.530130, loss: 1.126111

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 55.835240, loss: 1.118453

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 56.674294, loss: 1.109648

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 57.284516, loss: 1.101883

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 57.360793, loss: 1.096525

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 58.504958, loss: 1.088465

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 58.276125, loss: 1.084050

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 58.962624, loss: 1.079593

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 58.657513, loss: 1.075237

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 59.038902, loss: 1.071403

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 59.572845, loss: 1.065511

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 59.649123, loss: 1.060379

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 59.649123, loss: 1.056350

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 59.420290, loss: 1.053642

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 60.411899, loss: 1.050024

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 59.954233, loss: 1.045470

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 60.335622, loss: 1.042364

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 60.564455, loss: 1.038908

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 61.098398, loss: 1.037301

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 61.403509, loss: 1.033746

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 61.708619, loss: 1.031914

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 62.166285, loss: 1.028857

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 62.013730, loss: 1.026901

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 60.640732, loss: 1.024031

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 62.318841, loss: 1.021549

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 62.318841, loss: 1.019159

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 62.166285, loss: 1.017112

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 62.242563, loss: 1.014971

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 62.090008, loss: 1.012301

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 62.013730, loss: 1.008548

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 62.166285, loss: 1.008368

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 61.403509, loss: 1.006617

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 62.013730, loss: 1.005241

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 62.090008, loss: 1.002671

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 62.700229, loss: 1.000882

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 62.318841, loss: 0.999660

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 62.395118, loss: 0.999791

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 62.547674, loss: 0.997212

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 62.623951, loss: 0.996020

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 62.471396, loss: 0.993985

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 62.776506, loss: 0.992650

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 62.776506, loss: 0.990168

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 62.547674, loss: 0.989087

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 62.623951, loss: 0.987148

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 63.081617, loss: 0.986093

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 62.852784, loss: 0.984877

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 63.310450, loss: 0.981954

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 63.081617, loss: 0.979784

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 63.081617, loss: 0.978138

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 63.463005, loss: 0.976056

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 62.776506, loss: 0.972632

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 63.234172, loss: 0.970719

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 63.157895, loss: 0.970968

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 63.234172, loss: 0.969740

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 63.310450, loss: 0.968292

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 63.234172, loss: 0.966769

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 63.310450, loss: 0.964095

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 63.005339, loss: 0.960392

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 63.691838, loss: 0.958000

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 63.310450, loss: 0.958390

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 63.844394, loss: 0.956813

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 63.539283, loss: 0.956025

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 63.691838, loss: 0.953556

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 63.920671, loss: 0.951620

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 64.073227, loss: 0.951580

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 64.073227, loss: 0.950262

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 63.768116, loss: 0.946918

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 63.920671, loss: 0.944942

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 64.073227, loss: 0.943501

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 63.615561, loss: 0.939756

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 63.996949, loss: 0.939581

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 63.615561, loss: 0.938566

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 63.691838, loss: 0.939157

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 63.844394, loss: 0.937341

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 64.225782, loss: 0.936415

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 63.463005, loss: 0.934609

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 63.768116, loss: 0.933401

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 63.539283, loss: 0.933472

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 63.996949, loss: 0.931077

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 64.378337, loss: 0.930927

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 63.996949, loss: 0.930115

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 64.378337, loss: 0.928113

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 64.302059, loss: 0.926802

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 63.996949, loss: 0.927343

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 64.530892, loss: 0.925031

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 64.912281, loss: 0.923561

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 64.836003, loss: 0.921886

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 64.378337, loss: 0.921265

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.149504, loss: 0.919011

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.530892, loss: 0.919338

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.454615, loss: 0.917038

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.530892, loss: 0.917067

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.530892, loss: 0.916328

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.454615, loss: 0.913632

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.607170, loss: 0.913131

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.149504, loss: 0.910139

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.530892, loss: 0.909087

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.683448, loss: 0.909700

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.607170, loss: 0.907189

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.683448, loss: 0.905744

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.988558, loss: 0.904708

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.607170, loss: 0.901417

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.454615, loss: 0.900288

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.454615, loss: 0.899058

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.225782, loss: 0.897147

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.530892, loss: 0.896483

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.378337, loss: 0.896662

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.454615, loss: 0.896329

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.378337, loss: 0.895931

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.225782, loss: 0.896769

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.454615, loss: 0.895332

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.530892, loss: 0.895469

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 64.225782, loss: 0.892500

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.378337, loss: 0.890971

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.302059, loss: 0.889540

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.378337, loss: 0.888145

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.454615, loss: 0.888847

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.302059, loss: 0.886034

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.454615, loss: 0.883969

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.759725, loss: 0.882976

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.683448, loss: 0.884548

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.530892, loss: 0.884362

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.378337, loss: 0.882585

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.225782, loss: 0.879159

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.302059, loss: 0.877961

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.149504, loss: 0.876358

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.378337, loss: 0.876764

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.225782, loss: 0.878958

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.149504, loss: 0.877326

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.225782, loss: 0.876175

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.607170, loss: 0.875453

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.378337, loss: 0.871890

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.454615, loss: 0.872297

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.378337, loss: 0.872728

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.607170, loss: 0.871594

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.530892, loss: 0.871942

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.073227, loss: 0.869814

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 63.920671, loss: 0.868603

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.225782, loss: 0.867614

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.149504, loss: 0.864389

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.302059, loss: 0.862619

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 63.996949, loss: 0.861377

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 64.302059, loss: 0.862944

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 64.759725, loss: 0.861961

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 64.683448, loss: 0.860524

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.141114, loss: 0.859668

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.064836, loss: 0.859638

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.217391, loss: 0.860676

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.446224, loss: 0.859260

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.293669, loss: 0.858765

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.293669, loss: 0.858862

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.446224, loss: 0.857723

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.675057, loss: 0.854819

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.675057, loss: 0.851921

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.751335, loss: 0.853276

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.675057, loss: 0.853631

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.369947, loss: 0.852381

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.217391, loss: 0.851186

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.293669, loss: 0.852472

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.751335, loss: 0.852493

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.522502, loss: 0.851563

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.369947, loss: 0.851589

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.675057, loss: 0.849164

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.903890, loss: 0.848451

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.598780, loss: 0.848308

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.675057, loss: 0.846776

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.598780, loss: 0.844830

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 65.522502, loss: 0.845000

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.217391, loss: 0.845297

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.751335, loss: 0.844546

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.675057, loss: 0.841666

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.827613, loss: 0.839343

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.827613, loss: 0.840044

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.293669, loss: 0.839074

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.446224, loss: 0.837328

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.369947, loss: 0.835230

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.369947, loss: 0.836413

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 65.217391, loss: 0.834688

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.217391, loss: 0.836985

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.293669, loss: 0.834658

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.369947, loss: 0.835383

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.064836, loss: 0.833228

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.141114, loss: 0.832458

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 65.217391, loss: 0.831744

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 65.675057, loss: 0.831211

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 65.980168, loss: 0.829501

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.056445, loss: 0.829958

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.132723, loss: 0.830633

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.132723, loss: 0.830609

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.132723, loss: 0.830170

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 65.903890, loss: 0.828999

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 65.903890, loss: 0.826952

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.209001, loss: 0.823890

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 66.361556, loss: 0.824621

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 65.980168, loss: 0.824741

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 65.827613, loss: 0.824418

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 66.056445, loss: 0.823152

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 65.751335, loss: 0.821737

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.903890, loss: 0.819474

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.598780, loss: 0.817494

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.446224, loss: 0.815972

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 65.293669, loss: 0.816945

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 66.056445, loss: 0.816533

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.209001, loss: 0.814763

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.361556, loss: 0.812098

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.742944, loss: 0.812607

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.285278, loss: 0.811256

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.285278, loss: 0.808692

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.285278, loss: 0.807310

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.666667, loss: 0.808235

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.590389, loss: 0.809656

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.895500, loss: 0.807915

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 66.742944, loss: 0.807203

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.514111, loss: 0.809525

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.819222, loss: 0.808912

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.666667, loss: 0.807329

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.819222, loss: 0.806291

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 66.666667, loss: 0.805898

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.742944, loss: 0.806370

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.361556, loss: 0.802759

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.514111, loss: 0.802804

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.132723, loss: 0.801698

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 66.666667, loss: 0.802103

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.742944, loss: 0.801083

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.971777, loss: 0.799484

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.590389, loss: 0.799853

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.666667, loss: 0.798906

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 66.666667, loss: 0.796037

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 67.124333, loss: 0.793733

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 66.742944, loss: 0.794767

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 66.895500, loss: 0.793205

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 67.048055, loss: 0.792137

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 66.971777, loss: 0.792064

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.124333, loss: 0.792191

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 66.895500, loss: 0.792006

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.276888, loss: 0.790673

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.124333, loss: 0.790091

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.048055, loss: 0.789527

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.124333, loss: 0.788389

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.353166, loss: 0.789303

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.581998, loss: 0.789384

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.200610, loss: 0.786937

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.353166, loss: 0.785831

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.124333, loss: 0.783587

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.658276, loss: 0.782600

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.734554, loss: 0.782594

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.505721, loss: 0.781820

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.581998, loss: 0.782537

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.505721, loss: 0.781074

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.581998, loss: 0.780754

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.810831, loss: 0.780389

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.963387, loss: 0.778210

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 68.192220, loss: 0.778094

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 67.963387, loss: 0.776687

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 67.658276, loss: 0.777140

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.039664, loss: 0.776574

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 67.887109, loss: 0.775884

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.192220, loss: 0.774294

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.497330, loss: 0.774777

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.115942, loss: 0.774329

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.115942, loss: 0.774868

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 67.887109, loss: 0.774822

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 67.963387, loss: 0.774395

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 67.658276, loss: 0.775155

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 67.505721, loss: 0.776120

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.039664, loss: 0.774018

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 67.810831, loss: 0.773093

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.192220, loss: 0.772532

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.268497, loss: 0.769291

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.192220, loss: 0.771464

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.421053, loss: 0.769719

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.344775, loss: 0.768502

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.344775, loss: 0.768908

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.421053, loss: 0.766534

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.421053, loss: 0.764770

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.802441, loss: 0.764821

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.497330, loss: 0.765751

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.573608, loss: 0.764369

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.726163, loss: 0.762519

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.649886, loss: 0.763519

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.497330, loss: 0.762053

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.649886, loss: 0.760485

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.802441, loss: 0.759560

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.878719, loss: 0.758878

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 69.107551, loss: 0.760799

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.878719, loss: 0.760659

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.649886, loss: 0.759683

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 68.726163, loss: 0.757017

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.107551, loss: 0.756750

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 68.954996, loss: 0.754678

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.031274, loss: 0.754493

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 68.878719, loss: 0.752911

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.183829, loss: 0.751341

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 68.802441, loss: 0.750783

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 68.954996, loss: 0.751867

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.260107, loss: 0.752373

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.107551, loss: 0.752962

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.412662, loss: 0.750897

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.641495, loss: 0.749015

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.488940, loss: 0.750420

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 68.954996, loss: 0.747146

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.031274, loss: 0.748520

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 69.031274, loss: 0.746743

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.336384, loss: 0.744799

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.260107, loss: 0.743977

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.260107, loss: 0.745883

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.260107, loss: 0.746598

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 69.107551, loss: 0.744914

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.717773, loss: 0.743517

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.183829, loss: 0.745249

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.412662, loss: 0.744396

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 69.946606, loss: 0.742745

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 70.099161, loss: 0.742441

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 70.022883, loss: 0.744067

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.946606, loss: 0.743334

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.794050, loss: 0.740885

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.794050, loss: 0.741862

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 69.870328, loss: 0.740284

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 69.870328, loss: 0.739184

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 69.565217, loss: 0.737460

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 69.946606, loss: 0.738397

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 70.022883, loss: 0.737981

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 70.099161, loss: 0.735885

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.251716, loss: 0.735744

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.099161, loss: 0.736270

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.404272, loss: 0.735653

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.251716, loss: 0.734221

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 70.099161, loss: 0.732811

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.251716, loss: 0.732385

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.327994, loss: 0.731042

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.251716, loss: 0.730664

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.404272, loss: 0.731157

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 70.251716, loss: 0.729902

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.404272, loss: 0.730307

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.404272, loss: 0.731132

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.175439, loss: 0.729428

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.251716, loss: 0.728015

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 70.327994, loss: 0.728718

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.785660, loss: 0.725644

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.785660, loss: 0.726443

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.709382, loss: 0.727411

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.633105, loss: 0.724880

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 70.633105, loss: 0.722459

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.480549, loss: 0.721658

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.327994, loss: 0.721058

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.861937, loss: 0.721615

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.709382, loss: 0.719733

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 70.709382, loss: 0.721455

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.785660, loss: 0.720717

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.785660, loss: 0.716419

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.633105, loss: 0.714978

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 70.785660, loss: 0.714132

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 71.014493, loss: 0.714104

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.395881, loss: 0.712950

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.319603, loss: 0.710587

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.167048, loss: 0.711825

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.395881, loss: 0.708391

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 71.319603, loss: 0.707909

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.090770, loss: 0.708165

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.472159, loss: 0.705930

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.319603, loss: 0.705275

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.472159, loss: 0.702100

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 71.243326, loss: 0.700888

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.319603, loss: 0.700389

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.243326, loss: 0.698232

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.243326, loss: 0.699492

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.548436, loss: 0.698758

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 71.472159, loss: 0.697947

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.395881, loss: 0.698615

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.472159, loss: 0.696862

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.548436, loss: 0.693896

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.624714, loss: 0.696384

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 71.929825, loss: 0.695646

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.548436, loss: 0.693516

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.395881, loss: 0.691991

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.777269, loss: 0.690902

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.472159, loss: 0.689563

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 71.472159, loss: 0.688995

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.624714, loss: 0.688797

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.777269, loss: 0.688121

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.700992, loss: 0.685548

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.853547, loss: 0.684610

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 71.624714, loss: 0.683882

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.624714, loss: 0.684338

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.700992, loss: 0.681705

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.853547, loss: 0.681127

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.700992, loss: 0.681285

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 71.700992, loss: 0.679773

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 72.006102, loss: 0.679533

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 72.006102, loss: 0.680268

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 71.853547, loss: 0.678732

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 71.548436, loss: 0.678065

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 71.624714, loss: 0.675728

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 72.158658, loss: 0.673783

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 71.853547, loss: 0.674327

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 72.082380, loss: 0.674562

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 71.929825, loss: 0.675321

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 72.082380, loss: 0.676474

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.006102, loss: 0.674788

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.234935, loss: 0.675106

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.234935, loss: 0.673538

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.158658, loss: 0.673274

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 72.006102, loss: 0.670652

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 71.853547, loss: 0.669245

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.006102, loss: 0.668153

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.540046, loss: 0.667051

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.234935, loss: 0.668195

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 72.463768, loss: 0.667947

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.234935, loss: 0.666303

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.540046, loss: 0.666515

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.540046, loss: 0.665704

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.082380, loss: 0.663980

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 72.311213, loss: 0.664311

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.387490, loss: 0.665546

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.616323, loss: 0.664702

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.616323, loss: 0.666210

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.387490, loss: 0.664554

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 72.616323, loss: 0.664317

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.665471

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.667817

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.540046, loss: 0.664121

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.665114

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 72.616323, loss: 0.662638