brain-tumor_image_classification/log/cwt_improve_transformer_k3.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 17, acc: 91.075515, loss: 0.257469

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Epoch 31, acc: 94.355454, loss: 0.169497

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Epoch 31, acc: 94.431732, loss: 0.167627

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Epoch 31, acc: 94.508009, loss: 0.167356

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Epoch 32, acc: 94.584287, loss: 0.165378

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Epoch 33, acc: 94.508009, loss: 0.162558

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Epoch 33, acc: 94.508009, loss: 0.160988

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Epoch 33, acc: 94.660564, loss: 0.160464

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Epoch 34, acc: 94.660564, loss: 0.159765

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Epoch 34, acc: 94.813120, loss: 0.158428

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Epoch 34, acc: 94.965675, loss: 0.157295

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Epoch 36, acc: 95.270786, loss: 0.154067

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Epoch 36, acc: 95.270786, loss: 0.152691

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Epoch 36, acc: 95.270786, loss: 0.152075

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Epoch 37, acc: 95.270786, loss: 0.151729

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Epoch 37, acc: 95.423341, loss: 0.150483

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Epoch 37, acc: 95.347063, loss: 0.150120

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Epoch 38, acc: 95.499619, loss: 0.148312

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Epoch 39, acc: 95.652174, loss: 0.147019

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Epoch 39, acc: 95.575896, loss: 0.146786

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Epoch 39, acc: 95.575896, loss: 0.144578

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Epoch 40, acc: 95.499619, loss: 0.143298

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Epoch 40, acc: 95.575896, loss: 0.142572

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Epoch 41, acc: 95.499619, loss: 0.140941

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Epoch 41, acc: 95.499619, loss: 0.140055

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Epoch 41, acc: 95.575896, loss: 0.138533

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Epoch 42, acc: 95.652174, loss: 0.138698

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Epoch 42, acc: 95.575896, loss: 0.137875

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Epoch 42, acc: 95.652174, loss: 0.137591

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Epoch 43, acc: 95.652174, loss: 0.136421

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Epoch 43, acc: 95.804729, loss: 0.136824

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Epoch 43, acc: 95.804729, loss: 0.136588

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Epoch 44, acc: 95.881007, loss: 0.135192

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Epoch 44, acc: 95.881007, loss: 0.133684

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Epoch 45, acc: 95.881007, loss: 0.133469

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Epoch 45, acc: 95.881007, loss: 0.133769

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Epoch 45, acc: 95.881007, loss: 0.133636

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Epoch 46, acc: 95.957285, loss: 0.133891

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Epoch 46, acc: 95.881007, loss: 0.134164

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Epoch 46, acc: 95.957285, loss: 0.133464

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Epoch 47, acc: 96.033562, loss: 0.133164

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Epoch 47, acc: 96.033562, loss: 0.132510

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Epoch 47, acc: 96.033562, loss: 0.131691

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Epoch 48, acc: 96.033562, loss: 0.130583

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Epoch 48, acc: 96.033562, loss: 0.129772

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Epoch 48, acc: 96.109840, loss: 0.129203

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Epoch 49, acc: 96.186117, loss: 0.128781

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Epoch 49, acc: 96.109840, loss: 0.127847

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Epoch 49, acc: 96.186117, loss: 0.127389

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Epoch 50, acc: 96.186117, loss: 0.127127

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Epoch 50, acc: 96.186117, loss: 0.126429

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Epoch 50, acc: 96.186117, loss: 0.126638

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Epoch 51, acc: 96.186117, loss: 0.126036

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Epoch 51, acc: 96.262395, loss: 0.125467

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Epoch 51, acc: 96.186117, loss: 0.125678

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Epoch 52, acc: 96.033562, loss: 0.125237

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Epoch 52, acc: 96.186117, loss: 0.124609

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Epoch 52, acc: 96.186117, loss: 0.124215

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Epoch 53, acc: 96.262395, loss: 0.123227

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Epoch 53, acc: 96.186117, loss: 0.122076

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Epoch 53, acc: 96.186117, loss: 0.122362

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Epoch 54, acc: 96.186117, loss: 0.121730

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Epoch 54, acc: 96.186117, loss: 0.121584

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Epoch 54, acc: 96.186117, loss: 0.121539

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Epoch 55, acc: 96.186117, loss: 0.121166

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Epoch 55, acc: 96.338673, loss: 0.120495

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Epoch 55, acc: 96.414950, loss: 0.119187

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Epoch 56, acc: 96.414950, loss: 0.119322

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Epoch 56, acc: 96.414950, loss: 0.118240

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Epoch 56, acc: 96.414950, loss: 0.116939

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Epoch 57, acc: 96.414950, loss: 0.116112

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Epoch 57, acc: 96.491228, loss: 0.115865

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Epoch 57, acc: 96.414950, loss: 0.115861

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Epoch 58, acc: 96.414950, loss: 0.115616

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Epoch 58, acc: 96.414950, loss: 0.115370

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Epoch 58, acc: 96.338673, loss: 0.115408

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Epoch 59, acc: 96.414950, loss: 0.114852

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Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.115732

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 96.414950, loss: 0.115497

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.115328

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.115092

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 96.491228, loss: 0.114958

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.491228, loss: 0.114287

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.414950, loss: 0.114175

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 96.491228, loss: 0.114362

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.113965

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.113757

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 96.491228, loss: 0.114005

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.113999

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.114588

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.491228, loss: 0.113866

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.414950, loss: 0.113367

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.414950, loss: 0.113213

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.491228, loss: 0.113170

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.112609

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.112255

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.414950, loss: 0.111641

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.111905

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.112215

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.491228, loss: 0.111488

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.491228, loss: 0.110900

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.643783, loss: 0.110658

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.567506, loss: 0.110941

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.111290

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.111097

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.567506, loss: 0.110243

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.567506, loss: 0.110205

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.720061, loss: 0.110248

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.720061, loss: 0.109930

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108960

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108861

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.720061, loss: 0.108324

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.107808

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.107920

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.720061, loss: 0.108003

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.643783, loss: 0.107797

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.720061, loss: 0.108382

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.720061, loss: 0.108294

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.643783, loss: 0.108996

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.796339, loss: 0.109225

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.720061, loss: 0.109236

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109319

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109336

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.872616, loss: 0.109379

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.948894, loss: 0.108599

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.872616, loss: 0.108275

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.872616, loss: 0.108237

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.108337

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.107452

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.720061, loss: 0.107911

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.108366

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.107994

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.720061, loss: 0.107973

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.720061, loss: 0.108297

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.872616, loss: 0.107795

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.872616, loss: 0.108432

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.108211

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.107708

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.872616, loss: 0.107248

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.106747

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.106617

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.872616, loss: 0.105972

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105677

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105503

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.872616, loss: 0.105072

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.104742

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.104246

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.872616, loss: 0.103871

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.103815

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.103839

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.872616, loss: 0.104443

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.104381

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.872616, loss: 0.103959

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.948894, loss: 0.103786

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.948894, loss: 0.104177

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.948894, loss: 0.104074

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.872616, loss: 0.104580

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104326

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104411

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.025172, loss: 0.104909

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.105141

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.025172, loss: 0.104642

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.948894, loss: 0.104198

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103848

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103635

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.948894, loss: 0.103186

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.102486

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.025172, loss: 0.102405

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.948894, loss: 0.102138

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101880

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101969

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.948894, loss: 0.101278

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.025172, loss: 0.101151

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.948894, loss: 0.100646

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.948894, loss: 0.100608

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.100717

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.100577

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.948894, loss: 0.100266

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 96.948894, loss: 0.100122

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.099628

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.101449, loss: 0.099314

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.101449, loss: 0.099375

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.100509

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.100408

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.100088

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.101449, loss: 0.099812

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.025172, loss: 0.100852

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101433

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101254

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.948894, loss: 0.101408

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.948894, loss: 0.101682

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.101049

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.025172, loss: 0.101025

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100922

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100838

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.025172, loss: 0.100813

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.025172, loss: 0.100585

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.948894, loss: 0.100903

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.948894, loss: 0.100794