/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: 89.397407, loss: 0.273883

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Epoch 18, acc: 89.397407, loss: 0.265050

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Epoch 19, acc: 89.778795, loss: 0.254779

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Epoch 21, acc: 90.465294, loss: 0.243842

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Epoch 22, acc: 90.694127, loss: 0.236614

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Epoch 23, acc: 91.075515, loss: 0.229021

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Epoch 24, acc: 91.380625, loss: 0.223317

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Epoch 25, acc: 91.838291, loss: 0.216314

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Epoch 26, acc: 91.990847, loss: 0.213546

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Epoch 27, acc: 92.295957, loss: 0.209270

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Epoch 28, acc: 92.219680, loss: 0.202136

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Epoch 29, acc: 92.372235, loss: 0.197273

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Epoch 30, acc: 92.677346, loss: 0.194285

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Epoch 31, acc: 92.601068, loss: 0.192572

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Epoch 32, acc: 92.829901, loss: 0.186038

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Epoch 33, acc: 92.906178, loss: 0.185180

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Epoch 34, acc: 92.677346, loss: 0.185340

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Epoch 35, acc: 93.058734, loss: 0.184017

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Epoch 36, acc: 93.211289, loss: 0.179306

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Epoch 37, acc: 93.211289, loss: 0.172669

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Epoch 38, acc: 93.440122, loss: 0.169426

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Epoch 39, acc: 93.592677, loss: 0.165520

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Epoch 40, acc: 93.363844, loss: 0.164935

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Epoch 41, acc: 93.745233, loss: 0.162674

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Epoch 42, acc: 93.974066, loss: 0.160711

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Epoch 43, acc: 93.745233, loss: 0.157508

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Epoch 44, acc: 93.668955, loss: 0.158848

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Epoch 45, acc: 94.202899, loss: 0.153680

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Epoch 46, acc: 94.202899, loss: 0.149915

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Epoch 47, acc: 94.279176, loss: 0.148186

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Epoch 48, acc: 94.431732, loss: 0.148032

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Epoch 49, acc: 94.508009, loss: 0.145486

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Epoch 50, acc: 94.584287, loss: 0.141728

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Epoch 51, acc: 94.508009, loss: 0.141027

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Epoch 52, acc: 94.431732, loss: 0.138506

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Epoch 53, acc: 94.508009, loss: 0.136395

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Epoch 54, acc: 94.813120, loss: 0.136968

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Epoch 55, acc: 94.813120, loss: 0.131104

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Epoch 56, acc: 94.889397, loss: 0.130642

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Epoch 57, acc: 94.889397, loss: 0.130061

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Epoch 58, acc: 94.965675, loss: 0.128686

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Epoch 59, acc: 94.889397, loss: 0.128640

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Epoch 60, acc: 94.736842, loss: 0.127012

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Epoch 61, acc: 95.118230, loss: 0.124945

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Epoch 62, acc: 95.118230, loss: 0.123220

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Epoch 63, acc: 95.194508, loss: 0.120496

Epoch 0 done.
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Epoch 64, acc: 95.194508, loss: 0.120537

Epoch 0 done.
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Epoch 65, acc: 95.194508, loss: 0.119947

Epoch 0 done.
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Epoch 66, acc: 95.194508, loss: 0.119848

Epoch 0 done.
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Epoch 67, acc: 95.118230, loss: 0.119823

Epoch 0 done.
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Epoch 68, acc: 95.347063, loss: 0.115576

Epoch 0 done.
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Epoch 69, acc: 95.118230, loss: 0.117560

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 70, acc: 95.194508, loss: 0.117799

Epoch 0 done.
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Epoch 0 done.
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Epoch 0 done.
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Epoch 71, acc: 95.347063, loss: 0.113968

Epoch 0 done.
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Epoch 0 done.
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Epoch 72, acc: 95.347063, loss: 0.114181

Epoch 0 done.
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Epoch 0 done.
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Epoch 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 73, acc: 95.575896, loss: 0.110957

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 74, acc: 95.270786, loss: 0.112839

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 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 95.194508, loss: 0.114292

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 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 95.194508, loss: 0.112385

Epoch 0 done.
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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 77, acc: 95.347063, loss: 0.110151

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 78, acc: 95.423341, loss: 0.110620

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 79, acc: 95.575896, loss: 0.109899

Epoch 0 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.
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Epoch 80, acc: 95.652174, loss: 0.108177

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 81, acc: 95.728452, loss: 0.106913

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 1 done.
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Epoch 0 done.
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Epoch 82, acc: 96.033562, loss: 0.105692

Epoch 0 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.
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Epoch 2 done.
Epoch 83, acc: 96.262395, loss: 0.104733

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 1 done.
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Epoch 0 done.
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Epoch 84, acc: 95.957285, loss: 0.106228

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 2 done.
Epoch 85, acc: 95.804729, loss: 0.108182

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 86, acc: 95.728452, loss: 0.108204

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 87, acc: 95.804729, loss: 0.105568

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 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 95.804729, loss: 0.106391

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 89, acc: 95.728452, loss: 0.107068

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 1 done.
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Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 95.728452, loss: 0.104738

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 91, acc: 95.728452, loss: 0.104842

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
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 2 done.
Epoch 92, acc: 95.881007, loss: 0.103167

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 0 done.
Epoch 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 93, acc: 96.033562, loss: 0.104273

Epoch 0 done.
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Epoch 2 done.
Epoch 0 done.
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.
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Epoch 2 done.
Epoch 94, acc: 95.957285, loss: 0.104439

Epoch 0 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.
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Epoch 95, acc: 96.033562, loss: 0.102394

Epoch 0 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 1 done.
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Epoch 0 done.
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Epoch 96, acc: 96.262395, loss: 0.101649

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.
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Epoch 97, acc: 96.262395, loss: 0.100597

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 1 done.
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Epoch 0 done.
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Epoch 2 done.
Epoch 98, acc: 96.338673, loss: 0.099931

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 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 96.109840, loss: 0.100154