/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 13, acc: 88.710908, loss: 0.288737

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Epoch 15, acc: 89.321129, loss: 0.269832

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Epoch 16, acc: 89.626240, loss: 0.260419

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Epoch 17, acc: 90.007628, loss: 0.254571

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Epoch 18, acc: 90.846682, loss: 0.240778

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Epoch 19, acc: 91.533181, loss: 0.230755

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Epoch 20, acc: 91.304348, loss: 0.226864

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Epoch 21, acc: 91.304348, loss: 0.226721

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Epoch 22, acc: 91.533181, loss: 0.223031

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Epoch 23, acc: 92.067124, loss: 0.215396

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Epoch 24, acc: 92.295957, loss: 0.207419

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Epoch 25, acc: 92.524790, loss: 0.202303

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Epoch 26, acc: 92.601068, loss: 0.199583

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Epoch 27, acc: 92.601068, loss: 0.193455

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Epoch 28, acc: 93.058734, loss: 0.188939

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Epoch 29, acc: 93.135011, loss: 0.186496

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Epoch 30, acc: 93.897788, loss: 0.179215

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Epoch 31, acc: 93.440122, loss: 0.180845

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Epoch 32, acc: 93.516400, loss: 0.177976

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Epoch 33, acc: 94.050343, loss: 0.171572

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Epoch 34, acc: 94.202899, loss: 0.166095

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Epoch 35, acc: 93.974066, loss: 0.166348

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Epoch 36, acc: 93.974066, loss: 0.161094

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Epoch 37, acc: 94.584287, loss: 0.156110

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Epoch 38, acc: 94.736842, loss: 0.151046

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Epoch 39, acc: 94.965675, loss: 0.146472

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Epoch 40, acc: 95.041953, loss: 0.145556

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Epoch 41, acc: 95.194508, loss: 0.145304

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Epoch 42, acc: 94.965675, loss: 0.144744

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Epoch 43, acc: 95.118230, loss: 0.140212

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Epoch 44, acc: 95.041953, loss: 0.137721

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Epoch 45, acc: 95.270786, loss: 0.135091

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Epoch 46, acc: 95.270786, loss: 0.133129

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Epoch 47, acc: 95.423341, loss: 0.129678

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Epoch 48, acc: 95.347063, loss: 0.131931

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Epoch 49, acc: 95.423341, loss: 0.128895

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Epoch 50, acc: 95.652174, loss: 0.127222

Epoch 0 done.
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Epoch 51, acc: 95.728452, loss: 0.123108

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Epoch 52, acc: 95.728452, loss: 0.123688

Epoch 0 done.
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Epoch 0 done.
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Epoch 53, acc: 95.652174, loss: 0.123382

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 54, acc: 95.652174, loss: 0.124001

Epoch 0 done.
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Epoch 0 done.
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Epoch 55, acc: 95.652174, loss: 0.123837

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 56, acc: 95.881007, loss: 0.120258

Epoch 0 done.
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Epoch 0 done.
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Epoch 57, acc: 95.957285, loss: 0.116666

Epoch 0 done.
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Epoch 0 done.
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Epoch 58, acc: 95.881007, loss: 0.113516

Epoch 0 done.
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Epoch 59, acc: 96.033562, loss: 0.113930

Epoch 0 done.
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Epoch 0 done.
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Epoch 60, acc: 96.186117, loss: 0.113169

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Epoch 61, acc: 96.414950, loss: 0.110901

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Epoch 0 done.
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Epoch 62, acc: 96.643783, loss: 0.110193

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Epoch 63, acc: 96.186117, loss: 0.110677

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Epoch 0 done.
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Epoch 64, acc: 96.338673, loss: 0.111364

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 65, acc: 96.338673, loss: 0.109862

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 66, acc: 96.338673, loss: 0.111470

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 67, acc: 96.262395, loss: 0.111352

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 68, acc: 96.338673, loss: 0.110475

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 96.338673, loss: 0.109715

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 70, acc: 96.491228, loss: 0.107990

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 71, acc: 96.414950, loss: 0.108838

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 96.338673, loss: 0.104677

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 96.338673, loss: 0.106736

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 96.567506, loss: 0.106908

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 96.567506, loss: 0.108040

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 96.643783, loss: 0.105555

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: 96.567506, loss: 0.106182

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 78, acc: 96.567506, loss: 0.104893

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 79, acc: 96.872616, loss: 0.102766

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 80, acc: 96.720061, loss: 0.100217

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 81, acc: 96.796339, loss: 0.099509

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 82, acc: 96.643783, loss: 0.099076

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 83, acc: 96.720061, loss: 0.100378

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 84, acc: 96.796339, loss: 0.100075

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 85, acc: 96.796339, loss: 0.099920

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 86, acc: 96.872616, loss: 0.099291

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 2 done.
Epoch 87, acc: 96.948894, loss: 0.100347

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 96.872616, loss: 0.100092

Epoch 0 done.
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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: 0.097407

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.025172, loss: 0.096426

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 91, acc: 97.177727, loss: 0.095802

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.025172, loss: 0.094569

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: 0.095621

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: 0.097016

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: 97.025172, loss: 0.097360

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: 97.025172, loss: 0.098144

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: 97.025172, loss: 0.096807

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: 97.177727, loss: 0.096458

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: 97.101449, loss: 0.094418