/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 11, acc: 88.634630, loss: 0.302113

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Epoch 12, acc: 89.473684, loss: 0.292202

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Epoch 14, acc: 90.465294, loss: 0.264816

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Epoch 16, acc: 91.228070, loss: 0.244322

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Epoch 17, acc: 91.609458, loss: 0.236580

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Epoch 18, acc: 92.219680, loss: 0.224742

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Epoch 19, acc: 92.753623, loss: 0.216398

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Epoch 20, acc: 92.753623, loss: 0.214225

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Epoch 21, acc: 93.135011, loss: 0.207079

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Epoch 22, acc: 93.363844, loss: 0.199730

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Epoch 23, acc: 93.668955, loss: 0.194353

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Epoch 24, acc: 93.821510, loss: 0.187588

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Epoch 25, acc: 93.821510, loss: 0.183673

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Epoch 26, acc: 94.126621, loss: 0.181523

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Epoch 27, acc: 94.202899, loss: 0.174315

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Epoch 28, acc: 94.355454, loss: 0.169116

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Epoch 29, acc: 94.508009, loss: 0.164899

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Epoch 30, acc: 94.813120, loss: 0.157786

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Epoch 31, acc: 94.965675, loss: 0.154230

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Epoch 32, acc: 95.118230, loss: 0.154349

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Epoch 33, acc: 95.118230, loss: 0.150463

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Epoch 34, acc: 95.194508, loss: 0.149214

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Epoch 35, acc: 95.270786, loss: 0.147129

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Epoch 36, acc: 95.270786, loss: 0.144122

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Epoch 37, acc: 95.270786, loss: 0.139664

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Epoch 38, acc: 95.347063, loss: 0.140123

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Epoch 39, acc: 95.423341, loss: 0.135806

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Epoch 40, acc: 95.499619, loss: 0.136463

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Epoch 41, acc: 95.652174, loss: 0.134206

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Epoch 42, acc: 95.728452, loss: 0.130232

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Epoch 43, acc: 95.728452, loss: 0.124346

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Epoch 44, acc: 95.575896, loss: 0.127328

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Epoch 45, acc: 95.575896, loss: 0.122609

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Epoch 46, acc: 95.575896, loss: 0.119518

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Epoch 47, acc: 95.652174, loss: 0.117758

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Epoch 48, acc: 95.728452, loss: 0.118122

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Epoch 49, acc: 95.728452, loss: 0.116189

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Epoch 50, acc: 95.728452, loss: 0.115470

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Epoch 51, acc: 95.728452, loss: 0.114578

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Epoch 52, acc: 95.804729, loss: 0.113349

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Epoch 53, acc: 95.804729, loss: 0.109753

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Epoch 54, acc: 95.957285, loss: 0.109336

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Epoch 55, acc: 96.033562, loss: 0.107398

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Epoch 56, acc: 96.033562, loss: 0.105246

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Epoch 57, acc: 96.033562, loss: 0.104828

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Epoch 58, acc: 96.109840, loss: 0.105414

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Epoch 59, acc: 96.186117, loss: 0.103409

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Epoch 60, acc: 96.109840, loss: 0.102762

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Epoch 61, acc: 96.186117, loss: 0.101656

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Epoch 62, acc: 96.186117, loss: 0.101030

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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.262395, loss: 0.099649

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 96.262395, loss: 0.099329

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 96.109840, loss: 0.100057

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 96.338673, loss: 0.098485

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 96.338673, loss: 0.097433

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 96.338673, loss: 0.097601

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.491228, loss: 0.094853

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 96.796339, loss: 0.093318

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 96.491228, loss: 0.094690

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.491228, loss: 0.093437

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.414950, loss: 0.092971

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.491228, loss: 0.092177

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.414950, loss: 0.091936

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.491228, loss: 0.092778

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 96.491228, loss: 0.091212

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 96.643783, loss: 0.090492

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 96.643783, loss: 0.090290

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 96.491228, loss: 0.090945

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 96.643783, loss: 0.088550

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 96.567506, loss: 0.089082

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 96.720061, loss: 0.088864

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 96.491228, loss: 0.090412

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 96.720061, loss: 0.088562

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 96.643783, loss: 0.089228

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 96.796339, loss: 0.087351

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.796339, loss: 0.087196

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 96.872616, loss: 0.085938

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 96.872616, loss: 0.085216

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 96.872616, loss: 0.085823

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 96.872616, loss: 0.084179

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.025172, loss: 0.083537

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.025172, loss: 0.082720

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.101449, loss: 0.082560

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.872616, loss: 0.083911

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.796339, loss: 0.084213

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.872616, loss: 0.083868

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.872616, loss: 0.084301