/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()
           )
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Epoch 31, acc: 22.883295, loss: 1.479693

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Epoch 32, acc: 22.883295, loss: 1.485301

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Epoch 33, acc: 22.883295, loss: 1.490887

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Epoch 35, acc: 22.883295, loss: 1.500887

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Epoch 36, acc: 22.883295, loss: 1.504483

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Epoch 37, acc: 22.959573, loss: 1.507980

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Epoch 38, acc: 22.959573, loss: 1.510195

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Epoch 39, acc: 23.035850, loss: 1.508447

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Epoch 40, acc: 23.035850, loss: 1.506279

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Epoch 41, acc: 23.188406, loss: 1.498708

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Epoch 42, acc: 23.874905, loss: 1.492959

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Epoch 43, acc: 25.400458, loss: 1.482720

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Epoch 44, acc: 26.010679, loss: 1.472067

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Epoch 45, acc: 26.620900, loss: 1.450748

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Epoch 46, acc: 28.527841, loss: 1.416873

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Epoch 47, acc: 30.205950, loss: 1.392086

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Epoch 48, acc: 33.943555, loss: 1.361518

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Epoch 49, acc: 35.545385, loss: 1.341205

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Epoch 50, acc: 37.528604, loss: 1.311935

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Epoch 51, acc: 38.138825, loss: 1.281849

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Epoch 52, acc: 39.130435, loss: 1.262594

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Epoch 53, acc: 39.740656, loss: 1.239370

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Epoch 54, acc: 40.198322, loss: 1.223451

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Epoch 55, acc: 42.486651, loss: 1.203588

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Epoch 56, acc: 43.935927, loss: 1.183098

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Epoch 57, acc: 44.393593, loss: 1.173096

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Epoch 58, acc: 46.147979, loss: 1.153020

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Epoch 59, acc: 46.987033, loss: 1.142687

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Epoch 60, acc: 47.520976, loss: 1.133442

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Epoch 61, acc: 47.978642, loss: 1.126422

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Epoch 62, acc: 48.054920, loss: 1.121874

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Epoch 63, acc: 48.741419, loss: 1.115028

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Epoch 64, acc: 48.588863, loss: 1.112522

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Epoch 65, acc: 49.199085, loss: 1.100076

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Epoch 66, acc: 49.427918, loss: 1.100666

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Epoch 67, acc: 49.351640, loss: 1.098374

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Epoch 68, acc: 49.275362, loss: 1.097732

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Epoch 69, acc: 49.580473, loss: 1.086743

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Epoch 70, acc: 49.351640, loss: 1.083941

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Epoch 71, acc: 49.504195, loss: 1.083141

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Epoch 72, acc: 50.190694, loss: 1.075938

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Epoch 73, acc: 51.182304, loss: 1.070742

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Epoch 74, acc: 51.716247, loss: 1.064700

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Epoch 75, acc: 51.258581, loss: 1.064789

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Epoch 76, acc: 51.029748, loss: 1.065483

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Epoch 77, acc: 51.411137, loss: 1.062683

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Epoch 78, acc: 49.809306, loss: 1.069060

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Epoch 79, acc: 51.182304, loss: 1.063722

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Epoch 80, acc: 51.029748, loss: 1.063876

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Epoch 81, acc: 50.953471, loss: 1.061460

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Epoch 82, acc: 51.868802, loss: 1.057388

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Epoch 83, acc: 51.106026, loss: 1.057287

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Epoch 84, acc: 50.343249, loss: 1.055304

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Epoch 85, acc: 51.106026, loss: 1.053283

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Epoch 86, acc: 50.343249, loss: 1.054546

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Epoch 87, acc: 50.038139, loss: 1.056166

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Epoch 88, acc: 50.572082, loss: 1.052299

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Epoch 89, acc: 50.724638, loss: 1.049379

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Epoch 90, acc: 51.258581, loss: 1.048077

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Epoch 91, acc: 50.419527, loss: 1.048433

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Epoch 92, acc: 51.487414, loss: 1.043645

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Epoch 93, acc: 52.631579, loss: 1.036184

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Epoch 94, acc: 53.470633, loss: 1.033524

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Epoch 95, acc: 53.775744, loss: 1.030519

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Epoch 96, acc: 54.157132, loss: 1.031811

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Epoch 97, acc: 55.072464, loss: 1.025750

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Epoch 98, acc: 55.301297, loss: 1.019385

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Epoch 99, acc: 55.606407, loss: 1.019334