/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE
  warn(f"Failed to load image Python extension: {e}")
Dataset ImageFolder
    Number of datapoints: 5712
    Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training
    StandardTransform
Transform: Compose(
               Resize(size=256, interpolation=bilinear, max_size=None, antialias=None)
               CenterCrop(size=(224, 224))
               ToTensor()
           )
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3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 22.578185, loss: 1.725351

0
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Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 28.146453, loss: 1.562068

9
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Epoch 0, acc: 34.019832, loss: 1.409753

2
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Epoch 0, acc: 40.808543, loss: 1.286879

4
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Epoch 0, acc: 45.614035, loss: 1.165727

5
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Epoch 1, acc: 51.487414, loss: 1.075535

3
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Epoch 1, acc: 56.750572, loss: 0.980355

4
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Epoch 1, acc: 61.403509, loss: 0.907579

9
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Epoch 1, acc: 65.751335, loss: 0.844327

6
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Epoch 1, acc: 68.649886, loss: 0.787986

1
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Epoch 2, acc: 71.395881, loss: 0.739019

3
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Epoch 2 done.
Epoch 2, acc: 73.455378, loss: 0.698359

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 75.819985, loss: 0.655854

0
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Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 76.887872, loss: 0.625328

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 77.421815, loss: 0.598532

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 78.184592, loss: 0.571683

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 78.947368, loss: 0.551507

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 79.557590, loss: 0.532619

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 80.549199, loss: 0.511679

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 80.549199, loss: 0.501165

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 80.930587, loss: 0.487568

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 81.693364, loss: 0.472568

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 82.379863, loss: 0.459663

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 82.684973, loss: 0.448844

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 83.676583, loss: 0.437365

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 83.829138, loss: 0.428575

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 83.905416, loss: 0.421654

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 83.829138, loss: 0.411859

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 83.981693, loss: 0.406888

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 84.591915, loss: 0.395147

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 84.591915, loss: 0.389516

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 84.820748, loss: 0.384460

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 85.583524, loss: 0.375862

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 85.583524, loss: 0.369411

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 85.736079, loss: 0.365294

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 85.812357, loss: 0.360501

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 86.270023, loss: 0.354280

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 86.117468, loss: 0.349708

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 86.193745, loss: 0.343521

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 86.422578, loss: 0.337556

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 86.498856, loss: 0.334372

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 86.803966, loss: 0.330213

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 86.880244, loss: 0.325475

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 87.261632, loss: 0.320741

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 87.185355, loss: 0.315936

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 87.566743, loss: 0.312578

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 87.719298, loss: 0.308976

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 87.719298, loss: 0.309508

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 88.024409, loss: 0.304935

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 88.024409, loss: 0.301579

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 88.482075, loss: 0.296129

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 88.939741, loss: 0.292203

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 88.863463, loss: 0.289096

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 88.939741, loss: 0.285078

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 89.092296, loss: 0.283075

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 89.168574, loss: 0.280804

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 89.168574, loss: 0.277483

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 89.321129, loss: 0.277482

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 89.397407, loss: 0.274203

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 89.626240, loss: 0.272601

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 89.778795, loss: 0.266666

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 89.855072, loss: 0.265592

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 90.007628, loss: 0.262584

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 89.778795, loss: 0.263100

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 89.931350, loss: 0.259623

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 90.236461, loss: 0.255029

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 90.389016, loss: 0.253100

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 90.541571, loss: 0.251248

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 90.541571, loss: 0.249661

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 90.617849, loss: 0.245725

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 90.999237, loss: 0.243179

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 90.846682, loss: 0.242589

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 91.151793, loss: 0.239960

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 91.380625, loss: 0.237666

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 91.456903, loss: 0.235724

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 91.685736, loss: 0.232828

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 91.685736, loss: 0.232772

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 91.914569, loss: 0.230447

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 91.914569, loss: 0.229106

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 91.762014, loss: 0.226787

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 91.990847, loss: 0.223947

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 91.990847, loss: 0.223856

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 92.067124, loss: 0.222103

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 91.990847, loss: 0.221203

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 92.143402, loss: 0.219997

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 92.067124, loss: 0.218885

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 92.143402, loss: 0.214621

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 92.372235, loss: 0.212462

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 92.219680, loss: 0.211255

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 92.601068, loss: 0.209798

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 92.448513, loss: 0.208244

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 92.524790, loss: 0.206404

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 92.524790, loss: 0.205460

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 92.829901, loss: 0.204002

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 92.829901, loss: 0.203116

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 93.058734, loss: 0.201873

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 92.829901, loss: 0.200885

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 93.135011, loss: 0.199172

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 93.135011, loss: 0.198659

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 93.211289, loss: 0.196472

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 93.135011, loss: 0.195833

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 93.135011, loss: 0.195869

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 93.058734, loss: 0.195793

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 93.211289, loss: 0.193832

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 93.287567, loss: 0.193441

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 93.211289, loss: 0.190733

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 93.363844, loss: 0.189421

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 93.516400, loss: 0.187743

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 93.440122, loss: 0.186221

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 93.745233, loss: 0.186652

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 93.668955, loss: 0.185459

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 93.821510, loss: 0.185012

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 93.821510, loss: 0.184251

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 93.897788, loss: 0.182690

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 93.821510, loss: 0.181390

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 93.897788, loss: 0.181238

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 93.897788, loss: 0.180606

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 93.897788, loss: 0.178305

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 93.974066, loss: 0.177655

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 93.974066, loss: 0.175994

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 93.974066, loss: 0.174741

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 94.050343, loss: 0.175088

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 93.897788, loss: 0.174922

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 93.974066, loss: 0.174486

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 93.974066, loss: 0.173264

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 94.050343, loss: 0.172407

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 93.974066, loss: 0.171793

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 94.050343, loss: 0.170975

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 93.974066, loss: 0.170063

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 94.202899, loss: 0.170776

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 94.050343, loss: 0.170207

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 94.202899, loss: 0.168448

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 94.126621, loss: 0.167488

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 94.202899, loss: 0.165985

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 94.355454, loss: 0.165090

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 94.355454, loss: 0.163268

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 94.431732, loss: 0.162224

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 94.431732, loss: 0.159903

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 94.431732, loss: 0.158971

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 94.508009, loss: 0.158727

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 94.431732, loss: 0.158382

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 94.431732, loss: 0.158535

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 94.431732, loss: 0.157956

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 94.355454, loss: 0.157627

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 94.355454, loss: 0.156355

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 94.355454, loss: 0.154920

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 94.431732, loss: 0.155157

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 94.508009, loss: 0.154067

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 94.431732, loss: 0.153418

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 94.508009, loss: 0.153047

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.584287, loss: 0.152318

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.508009, loss: 0.151021

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.508009, loss: 0.151022

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.508009, loss: 0.150669

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 94.584287, loss: 0.149987

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.508009, loss: 0.149741

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.660564, loss: 0.150239

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.508009, loss: 0.149816

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.660564, loss: 0.148685

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 94.584287, loss: 0.146628

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.584287, loss: 0.146852

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.660564, loss: 0.146189

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.584287, loss: 0.145126

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.660564, loss: 0.145805

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 94.660564, loss: 0.145162

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.736842, loss: 0.145640

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.736842, loss: 0.145919

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.736842, loss: 0.145946

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.660564, loss: 0.144519

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 94.660564, loss: 0.145107

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.584287, loss: 0.145414

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.508009, loss: 0.145368

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.584287, loss: 0.145236

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.584287, loss: 0.144704

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 94.660564, loss: 0.142574

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 94.736842, loss: 0.142575

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 94.584287, loss: 0.142710

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 94.660564, loss: 0.142493

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 94.736842, loss: 0.141338

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 94.736842, loss: 0.140970

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 94.736842, loss: 0.139998

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 94.736842, loss: 0.140543

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 94.813120, loss: 0.139126

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 94.889397, loss: 0.139115

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 94.736842, loss: 0.139491

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 94.965675, loss: 0.138058

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.041953, loss: 0.137537

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.118230, loss: 0.137328

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.118230, loss: 0.137175

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 95.118230, loss: 0.137223

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.118230, loss: 0.137472

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.118230, loss: 0.136944

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.270786, loss: 0.135974

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.270786, loss: 0.135531

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 95.270786, loss: 0.134563

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.270786, loss: 0.134309

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.347063, loss: 0.133058

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.270786, loss: 0.133559

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.347063, loss: 0.132594

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 95.347063, loss: 0.132079

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.347063, loss: 0.130208

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.347063, loss: 0.129766

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.347063, loss: 0.129970

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.499619, loss: 0.129884

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 95.499619, loss: 0.129368

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.575896, loss: 0.128243

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.499619, loss: 0.128092

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.499619, loss: 0.128226

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.652174, loss: 0.127365

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 95.575896, loss: 0.127320

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.652174, loss: 0.125992

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.728452, loss: 0.128074

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.652174, loss: 0.127080

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.728452, loss: 0.127198

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 95.728452, loss: 0.126952

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.652174, loss: 0.125647

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.652174, loss: 0.124338

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.652174, loss: 0.123756

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.652174, loss: 0.124891

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 95.728452, loss: 0.124179

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.652174, loss: 0.123194

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.652174, loss: 0.123085

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.652174, loss: 0.122992

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.728452, loss: 0.123448

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 95.804729, loss: 0.123449

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.728452, loss: 0.121911

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.804729, loss: 0.123216

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.804729, loss: 0.123432

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.804729, loss: 0.123002

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 95.881007, loss: 0.122816

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.804729, loss: 0.122679

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.881007, loss: 0.122142

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.881007, loss: 0.122555

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.881007, loss: 0.120771

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 95.881007, loss: 0.119674

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 95.804729, loss: 0.119508

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 95.804729, loss: 0.119311

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 95.804729, loss: 0.118313

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 95.728452, loss: 0.118654

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 95.804729, loss: 0.118651

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.881007, loss: 0.119407

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.881007, loss: 0.119213

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.881007, loss: 0.118329

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 95.957285, loss: 0.118530

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.033562, loss: 0.118927

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.957285, loss: 0.119546

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.881007, loss: 0.119586

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.957285, loss: 0.120375

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.033562, loss: 0.119109

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 95.957285, loss: 0.118836

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 95.957285, loss: 0.117506

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 95.957285, loss: 0.117815

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 95.957285, loss: 0.116882

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.033562, loss: 0.116730

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.109840, loss: 0.116120

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.033562, loss: 0.116270

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 95.957285, loss: 0.116349

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.033562, loss: 0.115976

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 95.957285, loss: 0.116530

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.033562, loss: 0.116450

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 95.957285, loss: 0.117031

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.033562, loss: 0.117933

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.109840, loss: 0.116901

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.033562, loss: 0.116279

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.109840, loss: 0.114623

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.115191

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.116118

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.115645

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.114509

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.186117, loss: 0.114608

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.186117, loss: 0.114828

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.109840, loss: 0.114419

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.109840, loss: 0.114083

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.109840, loss: 0.114391

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.186117, loss: 0.113947

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.186117, loss: 0.113891

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.186117, loss: 0.113925

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.262395, loss: 0.113859

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.338673, loss: 0.114215

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 96.186117, loss: 0.113000

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.262395, loss: 0.112939

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.262395, loss: 0.113090

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.262395, loss: 0.111622

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.262395, loss: 0.110689

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 96.109840, loss: 0.111648

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.109840, loss: 0.112236

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.109840, loss: 0.112512

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.109840, loss: 0.111585

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.109840, loss: 0.110788

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 96.186117, loss: 0.110829

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.109840, loss: 0.110338

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.186117, loss: 0.110932

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.186117, loss: 0.110928

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.262395, loss: 0.110562

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.186117, loss: 0.109702

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.186117, loss: 0.109824

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.186117, loss: 0.109860

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.186117, loss: 0.110405

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.262395, loss: 0.110169

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.186117, loss: 0.109374

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.262395, loss: 0.108471

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.262395, loss: 0.109750

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.186117, loss: 0.109190

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.262395, loss: 0.108737

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.186117, loss: 0.108018

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.262395, loss: 0.107492

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.262395, loss: 0.107146

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.262395, loss: 0.108042

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.262395, loss: 0.107692

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.262395, loss: 0.107961

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.262395, loss: 0.107250

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.262395, loss: 0.107564

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.262395, loss: 0.107702

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.338673, loss: 0.107735

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.262395, loss: 0.108217

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.338673, loss: 0.108098

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.338673, loss: 0.108027

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.338673, loss: 0.107995

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.338673, loss: 0.108110

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.414950, loss: 0.107903

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.338673, loss: 0.108384

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.338673, loss: 0.108510

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.338673, loss: 0.108603

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.338673, loss: 0.108048

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.338673, loss: 0.107685

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.106586

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.491228, loss: 0.106238

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.105927

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.106248

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.106589

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.338673, loss: 0.106633

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.338673, loss: 0.106391

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.414950, loss: 0.106475

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.567506, loss: 0.105269

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.338673, loss: 0.106436

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.338673, loss: 0.106341

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.338673, loss: 0.106441

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.491228, loss: 0.105463

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.414950, loss: 0.104942

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.414950, loss: 0.105208

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.414950, loss: 0.105192

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.414950, loss: 0.104876

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.643783, loss: 0.104265

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.104341

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.103784

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.567506, loss: 0.104357

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.567506, loss: 0.104257

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.643783, loss: 0.103284

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.643783, loss: 0.103515

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.643783, loss: 0.103465

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.643783, loss: 0.103690

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.643783, loss: 0.103176

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.567506, loss: 0.103516

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.567506, loss: 0.102594

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.567506, loss: 0.101932

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.567506, loss: 0.102143

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.567506, loss: 0.102684

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.491228, loss: 0.102446

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.414950, loss: 0.102949

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.567506, loss: 0.102219

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.567506, loss: 0.102498

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.567506, loss: 0.102438

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.567506, loss: 0.102124

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.567506, loss: 0.102936

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.567506, loss: 0.102873

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.491228, loss: 0.103136

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.567506, loss: 0.103296

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.720061, loss: 0.103529

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.567506, loss: 0.103906

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.567506, loss: 0.103448

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.567506, loss: 0.102732

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.567506, loss: 0.102862

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.567506, loss: 0.102541

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.567506, loss: 0.102851

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.643783, loss: 0.103313

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.643783, loss: 0.103189

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.643783, loss: 0.102661

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.567506, loss: 0.101999

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.643783, loss: 0.102689

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.567506, loss: 0.103415

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.103347

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.102546

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.102245

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.101445

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.101331

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.100635

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.101215

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.101212

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.100798

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.643783, loss: 0.101344

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.567506, loss: 0.102175

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.643783, loss: 0.102008

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.643783, loss: 0.101489

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.643783, loss: 0.101065

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.643783, loss: 0.101035

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.643783, loss: 0.100845

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.720061, loss: 0.100714

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.643783, loss: 0.100335

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.720061, loss: 0.100900

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.643783, loss: 0.100086

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.720061, loss: 0.100424

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.720061, loss: 0.100732

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.720061, loss: 0.100695

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.720061, loss: 0.101204

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.720061, loss: 0.101430

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.720061, loss: 0.101308

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.720061, loss: 0.100543

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.720061, loss: 0.100610

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.720061, loss: 0.101303

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.720061, loss: 0.101235

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.720061, loss: 0.100382

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.720061, loss: 0.099869

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.720061, loss: 0.099998

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.720061, loss: 0.100356

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.720061, loss: 0.100630

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.720061, loss: 0.100573

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.720061, loss: 0.099874

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.720061, loss: 0.099582

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.796339, loss: 0.099662

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.796339, loss: 0.100070

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.720061, loss: 0.100236

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.796339, loss: 0.100144

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.720061, loss: 0.100612

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.720061, loss: 0.100396

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.796339, loss: 0.099827

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.796339, loss: 0.099184

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.720061, loss: 0.099435

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.720061, loss: 0.099988

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.720061, loss: 0.100105

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.720061, loss: 0.099426

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.720061, loss: 0.099253

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.796339, loss: 0.098615

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.720061, loss: 0.098825

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.720061, loss: 0.099093

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.720061, loss: 0.099210

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.720061, loss: 0.098779

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.720061, loss: 0.099367

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.720061, loss: 0.099917

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.720061, loss: 0.099877

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.720061, loss: 0.099937

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.567506, loss: 0.100446

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.567506, loss: 0.100734

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.567506, loss: 0.101138

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.567506, loss: 0.101435

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.567506, loss: 0.100967

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.567506, loss: 0.100963

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.567506, loss: 0.100824

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.567506, loss: 0.101263

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.643783, loss: 0.100464

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.567506, loss: 0.100567

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.643783, loss: 0.100198

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.720061, loss: 0.100002

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.643783, loss: 0.100692

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.643783, loss: 0.100700

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.643783, loss: 0.100745

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.643783, loss: 0.100377

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.720061, loss: 0.099439

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.720061, loss: 0.099392

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.720061, loss: 0.099968

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.643783, loss: 0.100194

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.643783, loss: 0.100283

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.643783, loss: 0.099468

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.720061, loss: 0.098922

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.720061, loss: 0.098766

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.720061, loss: 0.098823

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.720061, loss: 0.099094

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.720061, loss: 0.099548

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.796339, loss: 0.099011

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.720061, loss: 0.098719

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.720061, loss: 0.098973

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 96.720061, loss: 0.099087

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 96.720061, loss: 0.099122

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 96.720061, loss: 0.098733

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 96.720061, loss: 0.098767

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 96.720061, loss: 0.098038

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.720061, loss: 0.098508

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.796339, loss: 0.098801

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.796339, loss: 0.098069

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.796339, loss: 0.097806

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.796339, loss: 0.098065

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.796339, loss: 0.097536

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.796339, loss: 0.097439

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.720061, loss: 0.097773

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.720061, loss: 0.097852

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.720061, loss: 0.097987

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.720061, loss: 0.097987

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.720061, loss: 0.097955

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.720061, loss: 0.097543

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.796339, loss: 0.098356

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.796339, loss: 0.098114

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.720061, loss: 0.098726

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.720061, loss: 0.099101

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.720061, loss: 0.098979

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.720061, loss: 0.099386

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.796339, loss: 0.099155

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.720061, loss: 0.098410

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.796339, loss: 0.097908

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.796339, loss: 0.097510

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.720061, loss: 0.097623

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.720061, loss: 0.097897