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)
               CenterCrop(size=(224, 224))
               ToTensor()
           )
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Epoch 14, acc: 77.498093, loss: 0.564157

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Epoch 15, acc: 79.557590, loss: 0.500166

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Epoch 16, acc: 77.955759, loss: 0.555347

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Epoch 17, acc: 80.778032, loss: 0.492657

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Epoch 18, acc: 83.524027, loss: 0.399599

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Epoch 19, acc: 84.134249, loss: 0.378467

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Epoch 20, acc: 83.905416, loss: 0.407544

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Epoch 21, acc: 85.125858, loss: 0.399433

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Epoch 22, acc: 86.880244, loss: 0.349196

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Epoch 23, acc: 87.414188, loss: 0.329822

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Epoch 0 done.
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Epoch 24, acc: 88.558352, loss: 0.293364

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 25, acc: 88.329519, loss: 0.304572

Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 26, acc: 90.007628, loss: 0.252385

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 27, acc: 90.465294, loss: 0.245009

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 28, acc: 90.999237, loss: 0.238394

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 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 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 29, acc: 92.143402, loss: 0.225405

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 30, acc: 92.295957, loss: 0.208683

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 31, acc: 91.151793, loss: 0.236991

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 32, acc: 91.456903, loss: 0.238829

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 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 0 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 33, acc: 93.440122, loss: 0.196874

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 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 0 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 34, acc: 92.677346, loss: 0.212341

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 35, acc: 93.287567, loss: 0.218374

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 36, acc: 93.516400, loss: 0.182350

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 37, acc: 93.211289, loss: 0.196147

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 38, acc: 94.050343, loss: 0.161458

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 39, acc: 94.050343, loss: 0.177276

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 40, acc: 94.813120, loss: 0.158043

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 41, acc: 94.660564, loss: 0.161787

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 42, acc: 93.516400, loss: 0.170650

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 43, acc: 94.508009, loss: 0.155705

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 44, acc: 94.202899, loss: 0.176659

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 45, acc: 95.194508, loss: 0.152175

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 46, acc: 95.194508, loss: 0.149447

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 47, acc: 94.660564, loss: 0.167102

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Traceback (most recent call last):
  File "/home/ykn/cds/chapter03_Python_image_classification/main.py", line 98, in <module>
    diff = c.local_train(server.global_model)
  File "/home/ykn/cds/chapter03_Python_image_classification/client.py", line 45, in local_train
    output = self.local_model(data)
  File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/ykn/cds/chapter03_Python_image_classification/resnet50cds.py", line 102, in forward
    x = self.layer3(x)
  File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/container.py", line 119, in forward
    input = module(input)
  File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/ykn/cds/chapter03_Python_image_classification/resnet50cds.py", line 52, in forward
    out += self.identity_connection(x) #identity connection/skip connection
  File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 872, in _call_impl
    for hook in itertools.chain(
KeyboardInterrupt