brain-tumor_image_classification/log/cwt_improve_transformer_k5.log

/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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Epoch 18, acc: 94.584287, loss: 0.143182

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Epoch 19, acc: 94.508009, loss: 0.143589

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Epoch 20, acc: 94.889397, loss: 0.134086

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Epoch 20, acc: 95.041953, loss: 0.130366

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Epoch 21, acc: 95.423341, loss: 0.125847

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Epoch 22, acc: 95.423341, loss: 0.124672

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Epoch 22, acc: 95.499619, loss: 0.123444

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Epoch 22, acc: 95.575896, loss: 0.122195

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Epoch 23, acc: 95.499619, loss: 0.122085

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Epoch 23, acc: 95.652174, loss: 0.120714

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Epoch 23, acc: 95.728452, loss: 0.119298

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Epoch 24, acc: 95.804729, loss: 0.118614

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Epoch 24, acc: 95.881007, loss: 0.117416

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Epoch 24, acc: 95.957285, loss: 0.117318

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Epoch 24, acc: 96.033562, loss: 0.116637

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Epoch 24, acc: 95.881007, loss: 0.115964

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Epoch 25, acc: 95.728452, loss: 0.116469

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Epoch 25, acc: 95.804729, loss: 0.116944

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Epoch 25, acc: 95.804729, loss: 0.116511

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Epoch 25, acc: 95.881007, loss: 0.115638

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Epoch 25, acc: 95.881007, loss: 0.114805

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Epoch 26, acc: 95.804729, loss: 0.112938

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Epoch 26, acc: 95.957285, loss: 0.113153

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Epoch 26, acc: 96.109840, loss: 0.112507

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Epoch 26, acc: 96.186117, loss: 0.111796

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Epoch 26, acc: 96.109840, loss: 0.111524

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Epoch 27, acc: 96.033562, loss: 0.111705

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Epoch 27, acc: 96.033562, loss: 0.111447

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Epoch 27, acc: 96.109840, loss: 0.109622

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Epoch 27, acc: 96.109840, loss: 0.110269

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Epoch 27, acc: 96.109840, loss: 0.109159

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Epoch 28, acc: 96.109840, loss: 0.108738

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Epoch 28, acc: 96.109840, loss: 0.108393

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Epoch 28, acc: 96.109840, loss: 0.106837

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Epoch 28, acc: 96.262395, loss: 0.106210

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Epoch 28, acc: 96.109840, loss: 0.106984

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Epoch 29, acc: 96.338673, loss: 0.105252

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Epoch 29, acc: 96.262395, loss: 0.104001

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Epoch 29, acc: 96.186117, loss: 0.103747

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Epoch 29, acc: 96.186117, loss: 0.104094

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Epoch 29, acc: 96.186117, loss: 0.103438

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Epoch 30, acc: 96.338673, loss: 0.102399

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Epoch 30, acc: 96.338673, loss: 0.102193

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Epoch 30, acc: 96.338673, loss: 0.101526

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Epoch 30, acc: 96.338673, loss: 0.101409

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Epoch 30, acc: 96.338673, loss: 0.100916

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Epoch 31, acc: 96.338673, loss: 0.100980

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Epoch 31, acc: 96.414950, loss: 0.100038

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Epoch 31, acc: 96.338673, loss: 0.098742

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Epoch 31, acc: 96.414950, loss: 0.099123

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Epoch 31, acc: 96.338673, loss: 0.099354

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Epoch 32, acc: 96.491228, loss: 0.099153

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Epoch 32, acc: 96.567506, loss: 0.098299

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Epoch 32, acc: 96.338673, loss: 0.098309

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Epoch 32, acc: 96.414950, loss: 0.097216

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Epoch 32, acc: 96.414950, loss: 0.097207

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Epoch 33, acc: 96.414950, loss: 0.096657

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Epoch 33, acc: 96.491228, loss: 0.096627

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Epoch 33, acc: 96.414950, loss: 0.096846

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Epoch 33, acc: 96.491228, loss: 0.096408

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Epoch 33, acc: 96.414950, loss: 0.095952

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Epoch 34, acc: 96.414950, loss: 0.095553

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Epoch 34, acc: 96.491228, loss: 0.095707

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Epoch 34, acc: 96.567506, loss: 0.095623

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Epoch 34, acc: 96.643783, loss: 0.095977

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Epoch 34, acc: 96.643783, loss: 0.096082

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Epoch 35, acc: 96.643783, loss: 0.094372

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Epoch 35, acc: 96.567506, loss: 0.094177

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Epoch 35, acc: 96.643783, loss: 0.093102

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Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.092292

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.092768

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.567506, loss: 0.092057

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.643783, loss: 0.092026

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.567506, loss: 0.091351

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.720061, loss: 0.090727

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.720061, loss: 0.090120

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.090573

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.089724

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.720061, loss: 0.090211

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.796339, loss: 0.090368

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.089860

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 97.025172, loss: 0.089555

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.796339, loss: 0.089333

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.948894, loss: 0.089502

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.948894, loss: 0.089898

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 97.025172, loss: 0.088633

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 97.025172, loss: 0.088332

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.872616, loss: 0.087395

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.720061, loss: 0.087433

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 97.025172, loss: 0.086134

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.948894, loss: 0.085881

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.101449, loss: 0.086562

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.872616, loss: 0.086992

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.177727, loss: 0.086505

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.177727, loss: 0.086218

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.101449, loss: 0.085152

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.254005, loss: 0.085029

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.101449, loss: 0.084842

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.101449, loss: 0.084445

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.025172, loss: 0.083279

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.177727, loss: 0.082891

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.101449, loss: 0.082741

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.025172, loss: 0.082154

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.025172, loss: 0.082043

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.101449, loss: 0.082535

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.177727, loss: 0.082898

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.177727, loss: 0.082586

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.177727, loss: 0.083292

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.254005, loss: 0.082947

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.330282, loss: 0.083086

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.254005, loss: 0.081811

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.081615

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.254005, loss: 0.082561

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.082046

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.081303

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.254005, loss: 0.080911

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080938

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.081091

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.177727, loss: 0.080572

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080806

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080676

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.406560, loss: 0.080497

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.080442

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.080564

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.079643

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.406560, loss: 0.080072

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.330282, loss: 0.080230

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.406560, loss: 0.079805

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.406560, loss: 0.079269

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.482838, loss: 0.078728

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.330282, loss: 0.078293

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.077786

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.077958

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.078260

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.482838, loss: 0.078222

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.482838, loss: 0.077573

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.559115, loss: 0.077505

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.254005, loss: 0.078096

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.254005, loss: 0.078347

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.330282, loss: 0.077728

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.330282, loss: 0.077210

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.330282, loss: 0.077521

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.077096

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.076676

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.076635

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.482838, loss: 0.076194

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.559115, loss: 0.076454

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.406560, loss: 0.076102

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.406560, loss: 0.076418

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.482838, loss: 0.076864

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.482838, loss: 0.076907

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.482838, loss: 0.076779

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.482838, loss: 0.076248

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.711670, loss: 0.075254

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.711670, loss: 0.075292

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.635393, loss: 0.075549

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.074884

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.074797

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.482838, loss: 0.075358

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.559115, loss: 0.075418

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.075180

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.635393, loss: 0.075201

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.635393, loss: 0.075153

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.559115, loss: 0.074750

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.711670, loss: 0.074553

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.711670, loss: 0.074307

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.635393, loss: 0.074197

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.406560, loss: 0.074819

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.482838, loss: 0.074786

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.559115, loss: 0.074500

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.559115, loss: 0.073950

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.559115, loss: 0.073490

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072994

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072859

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072707

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072629

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.635393, loss: 0.072575

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.711670, loss: 0.072678

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.635393, loss: 0.072502

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.559115, loss: 0.073520

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.559115, loss: 0.072873

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.559115, loss: 0.072989

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.559115, loss: 0.073554

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.073678

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.073768

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.072945

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072739

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072446

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072474

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072262

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072080

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.072102

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.071975

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.071758

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.635393, loss: 0.072249

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.635393, loss: 0.072110

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.072906

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.559115, loss: 0.071954

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.071894

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.071765

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.559115, loss: 0.071682

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.559115, loss: 0.072506

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072556

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072601

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072299

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.559115, loss: 0.071679

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071697

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071474

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071189

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.711670, loss: 0.070548

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.711670, loss: 0.070159

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.711670, loss: 0.070326

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.070250

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.559115, loss: 0.071277

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.071301

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.071219

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070791

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070318

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070671

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070170

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.787948, loss: 0.070032

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.711670, loss: 0.069949

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.711670, loss: 0.070892

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.071042

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.070802

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.070854

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.635393, loss: 0.071138

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.635393, loss: 0.070641

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.711670, loss: 0.070490

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.711670, loss: 0.070380

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.559115, loss: 0.070203

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.070228

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.635393, loss: 0.069642

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.069784

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.787948, loss: 0.069704

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.787948, loss: 0.069534

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.787948, loss: 0.069524

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069857

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069823

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.787948, loss: 0.069880

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069581

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069946

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069804

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069312

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.068824

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069506

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069112

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069469

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.068988

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069232

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069105

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069778

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069610

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069188

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069237

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.068651

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068706

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068389

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.635393, loss: 0.068602

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068600

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068292

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068170

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068687

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068551

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068399

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.787948, loss: 0.067714

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067138

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067090

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.067896

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.067565

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067519

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.711670, loss: 0.067241

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.066833

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.066879

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.067112

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.067308

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067550

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067796

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067616

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067678

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067280

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067359

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067426

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067229

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067683

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067509

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067245

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.066849

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067082

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067238

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067435

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067872

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067711

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067093

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.066737

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.066481

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066411

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066472

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066485

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066141

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066812

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.864226, loss: 0.066696

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066495

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.067065

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066611

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066904

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066807

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066727

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.067107

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066908

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066728

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067247

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067341

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067252

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.787948, loss: 0.067098

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067546

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.067636

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.068217

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.068059

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.067659

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.864226, loss: 0.067063

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.864226, loss: 0.067098

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.864226, loss: 0.067008

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.940503, loss: 0.067162

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.711670, loss: 0.067557

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.787948, loss: 0.067247

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.067398

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.066650

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.067113

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.940503, loss: 0.066696

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.066657

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.066407

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.065927

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.065782

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.066006

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.065570

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.711670, loss: 0.065553

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.940503, loss: 0.066032

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.864226, loss: 0.065790

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.864226, loss: 0.065619

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.787948, loss: 0.066209

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.864226, loss: 0.066320

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.066322

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.066306

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.065699

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.065390

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065862

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065475

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065307

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065084

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065158

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.711670, loss: 0.065006

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065605

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065716

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.787948, loss: 0.065706

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065568

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.787948, loss: 0.065422

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065271

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065517

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065449

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065979

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.065996

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.787948, loss: 0.065985

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.065863

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.066246

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.066038

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.065972

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.066498

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.065923

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.065712

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.065657

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.864226, loss: 0.065792

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066601

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066402

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066168

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.864226, loss: 0.065751

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.864226, loss: 0.065466

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.940503, loss: 0.065464

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.864226, loss: 0.064969

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.064479

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.064489

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.864226, loss: 0.064653

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.940503, loss: 0.064797

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.864226, loss: 0.064632

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.064276

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.064143

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.064011

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.940503, loss: 0.064438

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.864226, loss: 0.064431

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.864226, loss: 0.063980

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.063631