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 13, acc: 78.337147, loss: 0.544997

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Epoch 15, acc: 81.159420, loss: 0.483414

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Epoch 16, acc: 80.396644, loss: 0.481323

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Epoch 17, acc: 80.625477, loss: 0.513231

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Epoch 18, acc: 81.540809, loss: 0.487686

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Epoch 19, acc: 83.752860, loss: 0.411863

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Epoch 20, acc: 84.668192, loss: 0.371723

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Epoch 21, acc: 86.575133, loss: 0.350303

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Epoch 22, acc: 84.286804, loss: 0.378247

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Epoch 23, acc: 86.041190, loss: 0.341546

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Epoch 24, acc: 83.905416, loss: 0.400867

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Epoch 25, acc: 85.964912, loss: 0.388913

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Epoch 26, acc: 89.092296, loss: 0.306958

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Epoch 27, acc: 89.092296, loss: 0.292389

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Epoch 28, acc: 90.541571, loss: 0.256790

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Epoch 29, acc: 90.999237, loss: 0.248653

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Epoch 30, acc: 91.304348, loss: 0.240439

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Epoch 31, acc: 91.456903, loss: 0.252067

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Epoch 32, acc: 92.295957, loss: 0.220119

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Epoch 33, acc: 92.753623, loss: 0.202724

Epoch 0 done.
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Epoch 34, acc: 92.982456, loss: 0.202435

Epoch 0 done.
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Epoch 35, acc: 93.058734, loss: 0.201029

Epoch 0 done.
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Epoch 36, acc: 93.745233, loss: 0.190316

Epoch 0 done.
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Epoch 37, acc: 94.660564, loss: 0.172627

Epoch 0 done.
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Epoch 38, acc: 92.677346, loss: 0.195322

Epoch 0 done.
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Epoch 39, acc: 91.838291, loss: 0.228515

Epoch 0 done.
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Epoch 4 done.
Epoch 40, acc: 93.745233, loss: 0.180148

Epoch 0 done.
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Epoch 4 done.
Epoch 41, acc: 92.982456, loss: 0.206670

Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 4 done.
Epoch 42, acc: 94.126621, loss: 0.173234

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 4 done.
Epoch 43, acc: 94.736842, loss: 0.163726

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.
Epoch 4 done.
Epoch 44, acc: 95.347063, loss: 0.155669

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.
Epoch 4 done.
Epoch 45, acc: 94.584287, loss: 0.160625

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 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.
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Epoch 0 done.
Epoch 1 done.
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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.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 1 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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