/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()
           )
"model_name" : "resnet50cds",
	
	"no_models" : 10,
	
	"dp" : true,
	
	"global_epochs" : 100,
	
	"local_epochs" : 3,
	
	"k" : 5,
	
	"batch_size" : 64,
	
	"lr" : 0.001,
	
	"momentum" : 0.0001,

	"C" : 1000,
	
	"lambda" : 0.1
}



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Epoch 30, acc: 66.285278, loss: 0.820035

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Epoch 31, acc: 66.666667, loss: 0.815914

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Epoch 32, acc: 66.666667, loss: 0.809955

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Epoch 33, acc: 66.514111, loss: 0.804318

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Epoch 34, acc: 66.895500, loss: 0.797976

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Epoch 35, acc: 67.276888, loss: 0.788587

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Epoch 36, acc: 67.963387, loss: 0.782481

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Epoch 37, acc: 67.429443, loss: 0.777918

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Epoch 38, acc: 67.276888, loss: 0.773929

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Epoch 39, acc: 67.734554, loss: 0.762909

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Epoch 40, acc: 68.039664, loss: 0.754159

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Epoch 41, acc: 68.649886, loss: 0.746035

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Epoch 42, acc: 68.421053, loss: 0.743201

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Epoch 43, acc: 69.107551, loss: 0.736398

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Epoch 44, acc: 69.183829, loss: 0.725766

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Epoch 45, acc: 70.709382, loss: 0.715506

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Epoch 46, acc: 70.709382, loss: 0.707657

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Epoch 47, acc: 70.861937, loss: 0.704540

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Epoch 48, acc: 70.785660, loss: 0.695624

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Epoch 49, acc: 71.167048, loss: 0.687373

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Epoch 50, acc: 71.624714, loss: 0.683547

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Epoch 51, acc: 71.929825, loss: 0.680562

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Epoch 52, acc: 72.158658, loss: 0.673829

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Epoch 53, acc: 72.692601, loss: 0.661378

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Epoch 54, acc: 73.379100, loss: 0.660558

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Epoch 55, acc: 73.760488, loss: 0.650257

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Epoch 56, acc: 74.141876, loss: 0.640431

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Epoch 57, acc: 74.446987, loss: 0.632638

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Epoch 58, acc: 75.133486, loss: 0.619191

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Epoch 59, acc: 75.667429, loss: 0.611378

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Epoch 60, acc: 75.896262, loss: 0.611043

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Epoch 61, acc: 76.125095, loss: 0.599370

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Epoch 62, acc: 75.667429, loss: 0.599705

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Epoch 63, acc: 76.125095, loss: 0.585777

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Epoch 64, acc: 77.192982, loss: 0.578097

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Epoch 65, acc: 76.887872, loss: 0.575593

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Epoch 66, acc: 77.040427, loss: 0.574987

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Epoch 67, acc: 77.116705, loss: 0.569007

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Epoch 68, acc: 78.108314, loss: 0.549528

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Epoch 69, acc: 78.032037, loss: 0.538983

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Epoch 70, acc: 78.489703, loss: 0.536688

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Epoch 71, acc: 79.099924, loss: 0.528034

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Epoch 72, acc: 79.023646, loss: 0.518827

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Epoch 73, acc: 79.557590, loss: 0.510242

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Epoch 74, acc: 79.938978, loss: 0.503179

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Epoch 75, acc: 80.396644, loss: 0.492789

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Epoch 76, acc: 80.244088, loss: 0.490375

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Epoch 77, acc: 80.244088, loss: 0.490357

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Epoch 78, acc: 80.167811, loss: 0.479734

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Epoch 79, acc: 81.006865, loss: 0.466102

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Epoch 80, acc: 81.845919, loss: 0.462092

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Epoch 81, acc: 81.159420, loss: 0.459186

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Epoch 82, acc: 82.074752, loss: 0.446088

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Epoch 83, acc: 82.532418, loss: 0.441640

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Epoch 84, acc: 82.532418, loss: 0.437536

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Epoch 85, acc: 82.379863, loss: 0.437413

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Epoch 86, acc: 83.218917, loss: 0.427430

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Epoch 87, acc: 82.761251, loss: 0.426875

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Epoch 88, acc: 83.218917, loss: 0.424753

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Epoch 89, acc: 84.363082, loss: 0.405347

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Epoch 90, acc: 84.439359, loss: 0.398616

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Epoch 91, acc: 84.820748, loss: 0.388777

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Epoch 92, acc: 85.125858, loss: 0.389853

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Epoch 93, acc: 85.354691, loss: 0.374833

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Epoch 94, acc: 84.973303, loss: 0.381127

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Epoch 95, acc: 85.354691, loss: 0.370658

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Epoch 96, acc: 86.117468, loss: 0.366693

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Epoch 97, acc: 86.117468, loss: 0.358439

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Epoch 98, acc: 85.812357, loss: 0.360946

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Epoch 99, acc: 87.109077, loss: 0.348161