/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 11, acc: 92.372235, loss: 0.217675

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Epoch 12, acc: 92.753623, loss: 0.214238

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Epoch 13, acc: 93.058734, loss: 0.202456

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Epoch 14, acc: 93.211289, loss: 0.198617

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Epoch 15, acc: 93.745233, loss: 0.189839

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Epoch 16, acc: 94.126621, loss: 0.175272

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Epoch 17, acc: 94.508009, loss: 0.171856

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Epoch 18, acc: 94.736842, loss: 0.164064

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Epoch 19, acc: 94.813120, loss: 0.155694

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Epoch 20, acc: 94.965675, loss: 0.152707

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Epoch 21, acc: 95.194508, loss: 0.147255

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Epoch 22, acc: 94.965675, loss: 0.141644

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Epoch 23, acc: 95.118230, loss: 0.139141

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Epoch 24, acc: 95.499619, loss: 0.134732

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Epoch 25, acc: 95.499619, loss: 0.128540

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Epoch 26, acc: 95.652174, loss: 0.124339

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Epoch 27, acc: 95.652174, loss: 0.122345

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Epoch 28, acc: 95.881007, loss: 0.120546

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Epoch 29, acc: 96.033562, loss: 0.114492

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Epoch 30, acc: 96.109840, loss: 0.113563

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Epoch 31, acc: 96.262395, loss: 0.111304

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Epoch 32, acc: 96.262395, loss: 0.108462

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Epoch 33, acc: 96.338673, loss: 0.109016

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Epoch 34, acc: 96.491228, loss: 0.105861

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Epoch 35, acc: 96.567506, loss: 0.106829

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Epoch 36, acc: 96.643783, loss: 0.103899

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Epoch 37, acc: 96.796339, loss: 0.102073

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Epoch 38, acc: 97.101449, loss: 0.100442

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Epoch 39, acc: 96.948894, loss: 0.099286

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Epoch 40, acc: 96.872616, loss: 0.097073

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Epoch 41, acc: 96.948894, loss: 0.096740

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Epoch 42, acc: 97.177727, loss: 0.097190

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Epoch 43, acc: 97.406560, loss: 0.094175

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Epoch 44, acc: 97.330282, loss: 0.093752

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Epoch 45, acc: 97.482838, loss: 0.094750

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Epoch 46, acc: 97.254005, loss: 0.096861

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Epoch 47, acc: 97.482838, loss: 0.092282

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Epoch 48, acc: 97.559115, loss: 0.088621

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Epoch 49, acc: 97.559115, loss: 0.087642

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Epoch 50, acc: 97.635393, loss: 0.087646

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Epoch 51, acc: 97.635393, loss: 0.088967

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Epoch 52, acc: 97.711670, loss: 0.087022

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Epoch 53, acc: 97.559115, loss: 0.086891

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Epoch 54, acc: 97.787948, loss: 0.084076

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Epoch 55, acc: 97.864226, loss: 0.083716

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Epoch 56, acc: 97.864226, loss: 0.083671

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Epoch 57, acc: 97.711670, loss: 0.083930

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Epoch 58, acc: 97.787948, loss: 0.082836

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Epoch 59, acc: 97.864226, loss: 0.083283

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Epoch 60, acc: 97.711670, loss: 0.082842

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Epoch 61, acc: 97.711670, loss: 0.084425

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Epoch 62, acc: 97.635393, loss: 0.085073

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Epoch 1 done.
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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 63, acc: 97.940503, loss: 0.083004

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 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.940503, loss: 0.082954

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.084096

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.787948, loss: 0.082220

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.787948, loss: 0.081216

Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.084073

Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.082256

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.083373

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.081735

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.787948, loss: 0.079660

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.787948, loss: 0.079068

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.787948, loss: 0.078942

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.080270

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.079659

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.080436

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.078044

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.077715

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.711670, loss: 0.080137

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.081018

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.080556

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.077974

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.787948, loss: 0.077851

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.787948, loss: 0.077646

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.787948, loss: 0.077816

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.078917

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.078828

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.787948, loss: 0.081168

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.078043

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.078148

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.787948, loss: 0.079090

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.787948, loss: 0.080329

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.787948, loss: 0.078137

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.080247

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.079484

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.079424

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.077795

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.079231