/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 17, acc: 88.405797, loss: 0.311052

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Epoch 18, acc: 88.634630, loss: 0.299077

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Epoch 19, acc: 89.016018, loss: 0.293420

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Epoch 20, acc: 89.321129, loss: 0.287000

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Epoch 21, acc: 89.702517, loss: 0.277934

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Epoch 22, acc: 90.007628, loss: 0.272769

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Epoch 23, acc: 90.160183, loss: 0.267819

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Epoch 24, acc: 90.312738, loss: 0.260999

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Epoch 25, acc: 90.617849, loss: 0.256945

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Epoch 26, acc: 90.999237, loss: 0.254317

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Epoch 27, acc: 90.999237, loss: 0.243805

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Epoch 28, acc: 91.151793, loss: 0.238075

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Epoch 29, acc: 91.151793, loss: 0.230105

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Epoch 30, acc: 91.533181, loss: 0.227704

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Epoch 31, acc: 91.762014, loss: 0.224889

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Epoch 32, acc: 91.914569, loss: 0.216059

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Epoch 33, acc: 91.990847, loss: 0.211861

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Epoch 34, acc: 92.524790, loss: 0.206046

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Epoch 35, acc: 92.372235, loss: 0.206638

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Epoch 36, acc: 92.295957, loss: 0.202988

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Epoch 37, acc: 92.601068, loss: 0.203402

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Epoch 38, acc: 92.677346, loss: 0.197825

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Epoch 39, acc: 92.753623, loss: 0.195339

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Epoch 40, acc: 92.906178, loss: 0.192541

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Epoch 41, acc: 92.906178, loss: 0.189558

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Epoch 42, acc: 93.135011, loss: 0.187112

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Epoch 43, acc: 93.287567, loss: 0.180540

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Epoch 44, acc: 93.516400, loss: 0.177087

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Epoch 45, acc: 93.440122, loss: 0.173153

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Epoch 46, acc: 93.287567, loss: 0.170159

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Epoch 47, acc: 93.592677, loss: 0.169166

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Epoch 48, acc: 93.821510, loss: 0.168964

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Epoch 49, acc: 93.897788, loss: 0.168287

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Epoch 50, acc: 93.897788, loss: 0.165432

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Epoch 51, acc: 94.050343, loss: 0.161726

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Epoch 52, acc: 94.202899, loss: 0.157005

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Epoch 53, acc: 94.279176, loss: 0.154318

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Epoch 54, acc: 94.355454, loss: 0.153222

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Epoch 55, acc: 94.431732, loss: 0.153573

Epoch 0 done.
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Epoch 56, acc: 94.431732, loss: 0.148122

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Epoch 57, acc: 94.584287, loss: 0.148708

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Epoch 58, acc: 94.584287, loss: 0.143406

Epoch 0 done.
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Epoch 59, acc: 94.660564, loss: 0.143440

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Epoch 60, acc: 94.584287, loss: 0.144052

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Epoch 61, acc: 94.813120, loss: 0.140603

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Epoch 62, acc: 94.889397, loss: 0.138786

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Epoch 63, acc: 94.889397, loss: 0.139048

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Epoch 64, acc: 94.965675, loss: 0.137485

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Epoch 65, acc: 94.584287, loss: 0.139600

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Epoch 66, acc: 95.041953, loss: 0.135712

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Epoch 67, acc: 95.194508, loss: 0.133388

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Epoch 68, acc: 95.194508, loss: 0.129827

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Epoch 0 done.
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Epoch 0 done.
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Epoch 69, acc: 95.347063, loss: 0.129050

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Epoch 0 done.
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Epoch 70, acc: 95.347063, loss: 0.128268

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 71, acc: 95.423341, loss: 0.127797

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 72, acc: 95.575896, loss: 0.126248

Epoch 0 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 73, acc: 95.575896, loss: 0.125558

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 74, acc: 95.652174, loss: 0.123575

Epoch 0 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 75, acc: 95.499619, loss: 0.122493

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 76, acc: 95.652174, loss: 0.122061

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 77, acc: 95.499619, loss: 0.119662

Epoch 0 done.
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Epoch 78, acc: 95.499619, loss: 0.119924

Epoch 0 done.
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Epoch 79, acc: 95.652174, loss: 0.120203

Epoch 0 done.
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Epoch 80, acc: 95.575896, loss: 0.118241

Epoch 0 done.
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Epoch 81, acc: 95.804729, loss: 0.118434

Epoch 0 done.
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Epoch 82, acc: 95.804729, loss: 0.115829

Epoch 0 done.
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Epoch 83, acc: 95.957285, loss: 0.114707

Epoch 0 done.
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Epoch 84, acc: 96.033562, loss: 0.112558

Epoch 0 done.
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Epoch 85, acc: 96.033562, loss: 0.114440

Epoch 0 done.
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Epoch 86, acc: 95.957285, loss: 0.114656

Epoch 0 done.
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Epoch 87, acc: 96.186117, loss: 0.113005

Epoch 0 done.
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Epoch 0 done.
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Epoch 88, acc: 96.262395, loss: 0.111435

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 89, acc: 96.338673, loss: 0.111252

Epoch 0 done.
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Epoch 90, acc: 96.338673, loss: 0.109270

Epoch 0 done.
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Epoch 0 done.
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Epoch 91, acc: 96.414950, loss: 0.107730

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 2 done.
Epoch 92, acc: 96.491228, loss: 0.105882

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 93, acc: 96.414950, loss: 0.107127

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
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Epoch 94, acc: 96.262395, loss: 0.107648

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 96.414950, loss: 0.107251

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 96.491228, loss: 0.107256

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 96.567506, loss: 0.106894

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 96.567506, loss: 0.104834

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.567506, loss: 0.106068