/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" : "EfficientNetV2",
	
	"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 35, acc: 22.883295, loss: 1.499286

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Epoch 36, acc: 22.883295, loss: 1.504830

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Epoch 37, acc: 22.883295, loss: 1.509897

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Epoch 38, acc: 22.883295, loss: 1.514038

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Epoch 39, acc: 23.340961, loss: 1.516777

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Epoch 40, acc: 34.858886, loss: 1.517717

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Epoch 41, acc: 31.731503, loss: 1.517091

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Epoch 42, acc: 31.121281, loss: 1.514631

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Epoch 43, acc: 27.154844, loss: 1.508050

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Epoch 44, acc: 25.019069, loss: 1.495730

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Epoch 45, acc: 24.637681, loss: 1.476362

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Epoch 46, acc: 25.553013, loss: 1.456489

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Epoch 47, acc: 26.392067, loss: 1.440375

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Epoch 48, acc: 27.917620, loss: 1.420664

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Epoch 49, acc: 28.756674, loss: 1.398016

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Epoch 50, acc: 31.273837, loss: 1.371125

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Epoch 51, acc: 34.096110, loss: 1.336812

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Epoch 52, acc: 36.918383, loss: 1.305444

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Epoch 53, acc: 38.291381, loss: 1.289301

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Epoch 54, acc: 41.342487, loss: 1.264245

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Epoch 55, acc: 42.791762, loss: 1.245806

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Epoch 56, acc: 43.325706, loss: 1.226225

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Epoch 57, acc: 44.546148, loss: 1.207281

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Epoch 58, acc: 45.308924, loss: 1.184309

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Epoch 59, acc: 45.995423, loss: 1.173069

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Epoch 60, acc: 46.224256, loss: 1.160492

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Epoch 61, acc: 46.224256, loss: 1.153116

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Epoch 62, acc: 47.368421, loss: 1.138246

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Epoch 63, acc: 47.444699, loss: 1.125677

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Epoch 64, acc: 47.673532, loss: 1.117263

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Epoch 65, acc: 48.131198, loss: 1.110993

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Epoch 66, acc: 47.826087, loss: 1.111458

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Epoch 67, acc: 48.360031, loss: 1.099023

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Epoch 68, acc: 49.580473, loss: 1.092431

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Epoch 69, acc: 49.885584, loss: 1.088976

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Epoch 70, acc: 49.961861, loss: 1.084538

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Epoch 71, acc: 50.419527, loss: 1.077474

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Epoch 72, acc: 50.190694, loss: 1.078011

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Epoch 73, acc: 51.029748, loss: 1.067440

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Epoch 74, acc: 50.953471, loss: 1.068706

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Epoch 75, acc: 51.258581, loss: 1.064304

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Epoch 76, acc: 51.487414, loss: 1.065310

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Epoch 77, acc: 51.945080, loss: 1.055673

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Epoch 78, acc: 51.945080, loss: 1.060799

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Epoch 79, acc: 51.868802, loss: 1.058819

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Epoch 80, acc: 51.868802, loss: 1.059923

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Epoch 81, acc: 52.631579, loss: 1.057768

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Epoch 82, acc: 53.012967, loss: 1.054353

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Epoch 83, acc: 53.241800, loss: 1.053571

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Epoch 84, acc: 53.546911, loss: 1.042314

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Epoch 85, acc: 53.394355, loss: 1.041036

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Epoch 86, acc: 54.233410, loss: 1.030707

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Epoch 87, acc: 54.462243, loss: 1.027775

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Epoch 88, acc: 55.148741, loss: 1.024491

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Epoch 89, acc: 55.911518, loss: 1.016775

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Epoch 90, acc: 55.835240, loss: 1.015580

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Epoch 91, acc: 56.292906, loss: 1.012497

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Epoch 92, acc: 56.216629, loss: 1.013481

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Epoch 93, acc: 56.064073, loss: 1.018692

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Epoch 94, acc: 56.903127, loss: 1.007231

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Epoch 95, acc: 56.674294, loss: 1.009125

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Epoch 96, acc: 57.055683, loss: 1.008220

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Epoch 97, acc: 57.589626, loss: 0.999343

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Epoch 98, acc: 57.894737, loss: 0.994624

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Epoch 99, acc: 57.818459, loss: 0.995441