brain-tumor_image_classification/log/mainefnv2s.log

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)
               CenterCrop(size=(224, 224))
               ToTensor()
           )
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Epoch 13, acc: 55.835240, loss: 1.079626

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Epoch 14, acc: 57.131960, loss: 1.070769

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Epoch 15, acc: 57.818459, loss: 1.053208

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Epoch 16, acc: 57.208238, loss: 1.037256

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Epoch 17, acc: 59.267735, loss: 0.997698

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Epoch 18, acc: 59.420290, loss: 0.968624

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Epoch 19, acc: 62.395118, loss: 0.928967

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Epoch 20, acc: 61.708619, loss: 0.908901

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Epoch 21, acc: 59.344012, loss: 0.924537

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Epoch 22, acc: 60.030511, loss: 0.911946

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Epoch 23, acc: 62.242563, loss: 0.877552

Epoch 0 done.
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Epoch 24, acc: 62.013730, loss: 0.858419

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Epoch 25, acc: 61.479786, loss: 0.861514

Epoch 0 done.
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Epoch 26, acc: 61.403509, loss: 0.874468

Epoch 0 done.
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Epoch 27, acc: 65.903890, loss: 0.786481

Epoch 0 done.
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Epoch 28, acc: 64.912281, loss: 0.793653

Epoch 0 done.
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Epoch 29, acc: 69.717773, loss: 0.719910

Epoch 0 done.
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Epoch 30, acc: 69.412662, loss: 0.733422

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 4 done.
Epoch 31, acc: 70.938215, loss: 0.684412

Epoch 0 done.
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Epoch 32, acc: 70.327994, loss: 0.706705

Epoch 0 done.
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Epoch 0 done.
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Epoch 4 done.
Epoch 33, acc: 70.709382, loss: 0.676753

Epoch 0 done.
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Epoch 0 done.
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Epoch 4 done.
Epoch 34, acc: 75.209764, loss: 0.613995

Epoch 0 done.
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Epoch 0 done.
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Epoch 4 done.
Epoch 35, acc: 76.277651, loss: 0.584447

Epoch 0 done.
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Epoch 0 done.
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Epoch 4 done.
Epoch 36, acc: 78.108314, loss: 0.560382

Epoch 0 done.
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Epoch 0 done.
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Epoch 4 done.
Epoch 37, acc: 78.337147, loss: 0.529005

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 3 done.
Epoch 4 done.
Epoch 38, acc: 79.710145, loss: 0.506326

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.
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Epoch 3 done.
Epoch 4 done.
Epoch 39, acc: 79.557590, loss: 0.526393

Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 40, acc: 80.930587, loss: 0.480753

Epoch 0 done.
Epoch 1 done.
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Epoch 3 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 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 41, acc: 80.701754, loss: 0.499729

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 42, acc: 81.083143, loss: 0.475570

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 43, acc: 82.608696, loss: 0.444154

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 44, acc: 82.684973, loss: 0.447014

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 45, acc: 83.981693, loss: 0.436304

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 46, acc: 85.659802, loss: 0.386017

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 47, acc: 84.744470, loss: 0.396501

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 48, acc: 86.193745, loss: 0.377990

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.
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Epoch 3 done.
Epoch 4 done.
Epoch 49, acc: 85.659802, loss: 0.389463

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 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 50, acc: 85.202136, loss: 0.374584

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.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 51, acc: 82.379863, loss: 0.477419

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 52, acc: 86.346301, loss: 0.382049

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 53, acc: 86.727689, loss: 0.345580

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 54, acc: 87.719298, loss: 0.341998

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 1 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 55, acc: 88.176964, loss: 0.324869

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 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 3 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 56, acc: 87.185355, loss: 0.336046

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 57, acc: 87.337910, loss: 0.351500

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 1 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 58, acc: 89.549962, loss: 0.296653

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 59, acc: 88.253242, loss: 0.317744

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 60, acc: 90.236461, loss: 0.285045

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 61, acc: 89.549962, loss: 0.294720

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 62, acc: 90.389016, loss: 0.277499

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 63, acc: 90.160183, loss: 0.281574

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 64, acc: 90.999237, loss: 0.264877

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 65, acc: 90.846682, loss: 0.265200

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 66, acc: 88.024409, loss: 0.340974

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 67, acc: 90.236461, loss: 0.299212

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 68, acc: 91.762014, loss: 0.247756

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 69, acc: 91.533181, loss: 0.248228

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 70, acc: 91.304348, loss: 0.246881

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 71, acc: 91.609458, loss: 0.253291

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 72, acc: 91.228070, loss: 0.262604

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 73, acc: 91.304348, loss: 0.260161

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 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 0 done.
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Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 74, acc: 91.609458, loss: 0.255954

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 75, acc: 91.914569, loss: 0.238252

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
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Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 76, acc: 92.448513, loss: 0.240019

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 77, acc: 92.143402, loss: 0.237998

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 78, acc: 92.143402, loss: 0.231805

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 79, acc: 91.838291, loss: 0.245555

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 80, acc: 92.753623, loss: 0.216310

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 81, acc: 92.219680, loss: 0.234841

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 82, acc: 92.906178, loss: 0.216561

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 83, acc: 92.219680, loss: 0.243359

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 84, acc: 93.211289, loss: 0.220345

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 85, acc: 93.440122, loss: 0.212437

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 86, acc: 93.287567, loss: 0.218173

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 87, acc: 93.135011, loss: 0.240346

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 88, acc: 93.211289, loss: 0.215464

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 89, acc: 93.287567, loss: 0.223377

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 90, acc: 92.524790, loss: 0.227963

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 91, acc: 93.592677, loss: 0.198154

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 92, acc: 93.897788, loss: 0.218895

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 93, acc: 93.135011, loss: 0.223944

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 94, acc: 93.745233, loss: 0.208644

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 95, acc: 93.745233, loss: 0.211373

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 96, acc: 93.821510, loss: 0.213726

Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 0 done.
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Epoch 97, acc: 93.668955, loss: 0.213487

Epoch 0 done.
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Epoch 4 done.
Epoch 98, acc: 94.279176, loss: 0.198908

Epoch 0 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3 done.
Epoch 4 done.
Epoch 99, acc: 93.974066, loss: 0.211569