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first commit
2024-06-21 10:34:43 +08:00
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 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 23, acc: 86.041190, loss: 0.341546
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.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 24, acc: 83.905416, loss: 0.400867
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 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 25, acc: 85.964912, loss: 0.388913
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 1 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 26, acc: 89.092296, loss: 0.306958
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 1 done.
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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 27, acc: 89.092296, loss: 0.292389
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 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.
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: 90.541571, loss: 0.256790
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.
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: 90.999237, loss: 0.248653
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.
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 30, acc: 91.304348, loss: 0.240439
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.
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 31, acc: 91.456903, loss: 0.252067
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.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
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.
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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.
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: 92.295957, loss: 0.220119
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.
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.
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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: 92.753623, loss: 0.202724
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.
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 34, acc: 92.982456, loss: 0.202435
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.
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.
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 35, acc: 93.058734, loss: 0.201029
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.
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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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 36, acc: 93.745233, loss: 0.190316
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.
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 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: 94.660564, loss: 0.172627
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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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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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: 92.677346, loss: 0.195322
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: 91.838291, loss: 0.228515
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: 93.745233, loss: 0.180148
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: 92.982456, loss: 0.206670
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: 94.126621, loss: 0.173234
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: 94.736842, loss: 0.163726
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: 95.347063, loss: 0.155669
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: 94.584287, loss: 0.160625
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: 95.347063, loss: 0.148302
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: 94.889397, loss: 0.165296
Epoch 0 done.
Epoch 1 done.
Epoch 2 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 57, in local_train
model_norm = models.model_norm(model, self.local_model)
File "/home/ykn/cds/chapter03_Python_image_classification/models.py", line 46, in model_norm
return math.sqrt(squared_sum)
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