/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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0
Epoch 0 done.
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Epoch 0, acc: 23.340961, loss: 1.387094

6
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Epoch 0, acc: 22.883295, loss: 1.390989

7
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Epoch 0, acc: 22.883295, loss: 1.395751

1
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Epoch 1, acc: 22.883295, loss: 1.401156

9
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Epoch 1, acc: 22.883295, loss: 1.407488

2
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Epoch 1, acc: 22.883295, loss: 1.415300

1
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Epoch 2, acc: 22.883295, loss: 1.423324

9
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Epoch 2, acc: 22.883295, loss: 1.432289

0
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Epoch 2, acc: 22.883295, loss: 1.442295

1
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Epoch 3, acc: 22.883295, loss: 1.453506

8
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Epoch 3, acc: 22.883295, loss: 1.466008

9
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Epoch 3, acc: 22.883295, loss: 1.478130

0
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Epoch 4, acc: 22.883295, loss: 1.491885

2
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Epoch 4, acc: 22.883295, loss: 1.506292

4
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Epoch 4, acc: 22.883295, loss: 1.521577

2
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Epoch 5, acc: 22.883295, loss: 1.538070

0
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Epoch 5, acc: 22.883295, loss: 1.553234

1
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Epoch 5, acc: 22.883295, loss: 1.568216

3
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Epoch 6, acc: 22.883295, loss: 1.588456

0
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Epoch 6, acc: 22.883295, loss: 1.601338

1
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Epoch 6, acc: 22.883295, loss: 1.616229

1
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Epoch 7, acc: 22.883295, loss: 1.629984

9
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Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.639334

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.650776

6
Epoch 0 done.
Epoch 1 done.
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Epoch 8, acc: 22.883295, loss: 1.662444

7
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Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.671809

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.679385

4
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Epoch 1 done.
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Epoch 9, acc: 22.883295, loss: 1.687845

3
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Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.702866

1
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Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.707082

1
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Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.709884

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.711626

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.714621

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.714954

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.716672

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.714720

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.712181

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.709671

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 23.112128, loss: 1.703225

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 23.340961, loss: 1.693279

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 24.637681, loss: 1.678921

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 26.163234, loss: 1.669951

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 27.993898, loss: 1.654873

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 29.138063, loss: 1.647015

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 30.892449, loss: 1.630270

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 31.655225, loss: 1.605377

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 33.790999, loss: 1.579507

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 35.240275, loss: 1.546190

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 36.994661, loss: 1.516709

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 38.520214, loss: 1.492427

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 40.350877, loss: 1.455191

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 41.800153, loss: 1.422928

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 42.791762, loss: 1.396441

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 44.241037, loss: 1.363130

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 44.851259, loss: 1.329854

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 45.690313, loss: 1.298430

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 46.987033, loss: 1.264142

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 49.427918, loss: 1.233511

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 50.953471, loss: 1.210649

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 51.411137, loss: 1.191278

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 52.173913, loss: 1.173464

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 52.402746, loss: 1.156083

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 53.394355, loss: 1.136531

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 54.233410, loss: 1.124144

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 54.691076, loss: 1.108590

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 55.377574, loss: 1.091996

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 56.064073, loss: 1.077182

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 55.987796, loss: 1.064573

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 56.903127, loss: 1.054572

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 56.445461, loss: 1.045637

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 56.979405, loss: 1.038213

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 57.437071, loss: 1.030950

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 58.352403, loss: 1.023269

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 58.810069, loss: 1.016047

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 59.038902, loss: 1.010266

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 59.191457, loss: 1.004377

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 59.801678, loss: 0.998284

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 60.106789, loss: 0.992010

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 60.488177, loss: 0.986993

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 61.022121, loss: 0.982863

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 61.174676, loss: 0.979316

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 61.403509, loss: 0.976548

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 62.013730, loss: 0.973058

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 61.556064, loss: 0.970035

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 61.479786, loss: 0.966115

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 61.632342, loss: 0.962365

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 61.861175, loss: 0.959052

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 62.852784, loss: 0.954127

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 62.547674, loss: 0.951502

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 62.242563, loss: 0.947876

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 62.166285, loss: 0.944889

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 62.547674, loss: 0.940872

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 62.929062, loss: 0.937306

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 63.386728, loss: 0.934869

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 63.539283, loss: 0.932384

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 63.005339, loss: 0.930513

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 63.234172, loss: 0.926880

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 63.691838, loss: 0.923636

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 63.920671, loss: 0.920520

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.073227, loss: 0.919706

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.530892, loss: 0.916950

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 64.302059, loss: 0.914031

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.378337, loss: 0.913324

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.683448, loss: 0.910409

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 64.759725, loss: 0.908970

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.683448, loss: 0.905754

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.683448, loss: 0.904538

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 64.607170, loss: 0.901100

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 64.988558, loss: 0.899788

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 65.217391, loss: 0.896136

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 65.293669, loss: 0.892351

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 65.598780, loss: 0.892434

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 65.369947, loss: 0.889413

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 65.141114, loss: 0.886062

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 65.141114, loss: 0.886718

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 65.141114, loss: 0.883237

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 64.912281, loss: 0.879884

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.759725, loss: 0.879401

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.530892, loss: 0.877059

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 64.759725, loss: 0.875014

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.836003, loss: 0.872497

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 65.141114, loss: 0.870131

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 64.759725, loss: 0.866336

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 65.064836, loss: 0.863473

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 64.912281, loss: 0.863238

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 65.217391, loss: 0.862334

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.988558, loss: 0.859307

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 64.988558, loss: 0.856946

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 65.293669, loss: 0.853539

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 65.141114, loss: 0.850878

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 65.141114, loss: 0.849372

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 65.446224, loss: 0.846287

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.369947, loss: 0.844188

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.446224, loss: 0.843170

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 65.293669, loss: 0.840973

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.293669, loss: 0.838446

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.598780, loss: 0.835796

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 65.522502, loss: 0.834428

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.827613, loss: 0.832712

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.751335, loss: 0.830373

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 65.980168, loss: 0.829214

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 65.446224, loss: 0.828740

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 66.285278, loss: 0.826571

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 66.361556, loss: 0.827573

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 66.209001, loss: 0.825038

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 66.056445, loss: 0.826911

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 66.056445, loss: 0.824384

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 66.132723, loss: 0.822784

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 65.903890, loss: 0.821581

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 66.209001, loss: 0.819436

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 66.742944, loss: 0.821072

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 66.666667, loss: 0.818872

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 66.209001, loss: 0.817259

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 66.285278, loss: 0.814768

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.980168, loss: 0.812841

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 65.827613, loss: 0.811641

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.209001, loss: 0.809417

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.209001, loss: 0.808689

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 66.361556, loss: 0.807351

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.819222, loss: 0.805144

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 67.124333, loss: 0.803334

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 66.666667, loss: 0.801202

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 67.124333, loss: 0.800919

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 66.971777, loss: 0.801295

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 66.895500, loss: 0.800663

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 66.666667, loss: 0.800363

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 66.742944, loss: 0.799629

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 66.666667, loss: 0.798017

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 66.742944, loss: 0.798368

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 67.200610, loss: 0.795831

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 67.353166, loss: 0.793859

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 67.276888, loss: 0.793581

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 67.048055, loss: 0.791441

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 67.124333, loss: 0.788827

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 67.124333, loss: 0.786715

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 67.353166, loss: 0.784887

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 67.581998, loss: 0.781530

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 67.581998, loss: 0.781847

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 67.581998, loss: 0.780505

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 68.039664, loss: 0.777774

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 67.581998, loss: 0.778126

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 67.887109, loss: 0.776162

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 67.810831, loss: 0.773595

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 68.268497, loss: 0.772069

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 68.115942, loss: 0.770411

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 68.039664, loss: 0.769977

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.963387, loss: 0.770688

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.429443, loss: 0.768706

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 67.658276, loss: 0.766255

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.887109, loss: 0.765107

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 68.039664, loss: 0.764265

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 67.658276, loss: 0.762528

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.734554, loss: 0.761762

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 68.268497, loss: 0.758926

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 67.887109, loss: 0.758292

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 68.268497, loss: 0.757527

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 68.421053, loss: 0.756353

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 67.963387, loss: 0.754735

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.344775, loss: 0.752506

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.421053, loss: 0.750397

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 68.573608, loss: 0.749929

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.268497, loss: 0.749612

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.421053, loss: 0.749769

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 68.726163, loss: 0.748526

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.421053, loss: 0.746312

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.726163, loss: 0.744931

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 68.497330, loss: 0.743337

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.802441, loss: 0.741378

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.802441, loss: 0.737952

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 68.726163, loss: 0.736605

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 68.878719, loss: 0.735625

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 69.031274, loss: 0.735461

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 69.260107, loss: 0.734068

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 69.107551, loss: 0.732279

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 69.260107, loss: 0.731652

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 68.954996, loss: 0.732411

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 69.412662, loss: 0.731077

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 69.260107, loss: 0.729556

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 69.107551, loss: 0.730198

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.183829, loss: 0.728960

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.336384, loss: 0.726711

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 69.031274, loss: 0.723189

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.183829, loss: 0.720640

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.794050, loss: 0.719294

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 69.870328, loss: 0.717435

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 70.022883, loss: 0.714973

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 70.175439, loss: 0.712847

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 70.022883, loss: 0.710843

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 70.022883, loss: 0.709162

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 70.022883, loss: 0.707238

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 70.099161, loss: 0.706735

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 70.327994, loss: 0.703935

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 70.633105, loss: 0.702916

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 70.327994, loss: 0.701669

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 70.709382, loss: 0.700803

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 70.709382, loss: 0.701551

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 70.785660, loss: 0.699955

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 70.861937, loss: 0.699188

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 70.938215, loss: 0.698334

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 71.243326, loss: 0.694634

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 71.167048, loss: 0.694969

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 71.014493, loss: 0.692527

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 71.700992, loss: 0.689990

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 71.395881, loss: 0.688021

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 71.319603, loss: 0.685234

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 71.319603, loss: 0.683790

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 71.395881, loss: 0.681740

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 71.472159, loss: 0.679026

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 71.472159, loss: 0.677748

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 71.624714, loss: 0.676068

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 71.700992, loss: 0.674738

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 72.158658, loss: 0.672367

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 72.158658, loss: 0.670440

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 72.387490, loss: 0.667478

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 72.616323, loss: 0.666342

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 72.540046, loss: 0.665529

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 72.616323, loss: 0.664327

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 72.768879, loss: 0.664709

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 72.692601, loss: 0.664558

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 72.768879, loss: 0.663511

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 72.158658, loss: 0.661824

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 72.234935, loss: 0.661773

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 72.311213, loss: 0.662137

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 72.692601, loss: 0.660445

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 72.616323, loss: 0.659360

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 72.768879, loss: 0.657398

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 72.768879, loss: 0.654813

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 73.073989, loss: 0.652898

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 72.921434, loss: 0.652607

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 73.150267, loss: 0.651348

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 72.997712, loss: 0.651190

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 72.845156, loss: 0.650652

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 72.921434, loss: 0.649584

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 73.226545, loss: 0.648753

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 72.921434, loss: 0.647739

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 73.226545, loss: 0.644310

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 73.150267, loss: 0.642745

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 73.073989, loss: 0.641696

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 73.302822, loss: 0.640000

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 73.760488, loss: 0.638361

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 73.379100, loss: 0.638651

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 73.226545, loss: 0.636890

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 73.913043, loss: 0.631683

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 73.684211, loss: 0.633329

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 73.684211, loss: 0.632036

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 73.607933, loss: 0.628995

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 73.913043, loss: 0.624924

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 74.370709, loss: 0.622652

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 74.065599, loss: 0.622326

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 74.370709, loss: 0.620852

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 74.523265, loss: 0.622388

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 74.675820, loss: 0.619623

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 74.294432, loss: 0.617070

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 74.599542, loss: 0.615156

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 74.980931, loss: 0.612777

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 74.752098, loss: 0.612338

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 75.057208, loss: 0.609793

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 74.828375, loss: 0.607609

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 74.904653, loss: 0.605699

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 75.286041, loss: 0.606027