/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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7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 23.340961, loss: 1.386519

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 23.340961, loss: 1.386569

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 23.340961, loss: 1.386611

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 23.340961, loss: 1.386688

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 23.340961, loss: 1.386756

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 1, acc: 23.340961, loss: 1.386836

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 1, acc: 23.340961, loss: 1.386916

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 1, acc: 23.340961, loss: 1.387001

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 1, acc: 23.340961, loss: 1.387088

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 1, acc: 23.340961, loss: 1.387201

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 23.340961, loss: 1.387301

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 23.340961, loss: 1.387411

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 23.340961, loss: 1.387525

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 23.340961, loss: 1.387645

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 23.340961, loss: 1.387767

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 23.340961, loss: 1.387888

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 23.340961, loss: 1.388021

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 23.340961, loss: 1.388156

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 23.340961, loss: 1.388290

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 23.340961, loss: 1.388431

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 23.340961, loss: 1.388576

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 23.340961, loss: 1.388720

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 23.340961, loss: 1.388866

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 23.340961, loss: 1.389015

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 23.340961, loss: 1.389184

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 23.340961, loss: 1.389356

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.389527

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.389708

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.389887

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 22.883295, loss: 1.390061

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.390242

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.390414

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.390581

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.390777

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 22.883295, loss: 1.390989

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.391193

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.391397

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.391609

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.391817

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 22.883295, loss: 1.392030

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.392257

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.392496

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.392732

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.392938

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 22.883295, loss: 1.393186

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.393446

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.393691

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.393935

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.394181

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 22.883295, loss: 1.394439

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.394717

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.394996

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.395271

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.395570

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 22.883295, loss: 1.395840

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.396129

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.396411

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.396742

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.397046

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 22.883295, loss: 1.397349

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.397653

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.397993

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.398364

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.398672

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 22.883295, loss: 1.399026

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 22.883295, loss: 1.399404

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 22.883295, loss: 1.399752

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 22.883295, loss: 1.400102

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 22.883295, loss: 1.400439

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 22.883295, loss: 1.400876

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 22.883295, loss: 1.401284

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 22.883295, loss: 1.401710

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 22.883295, loss: 1.402123

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 22.883295, loss: 1.402578

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 22.883295, loss: 1.403010

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 22.883295, loss: 1.403413

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 22.883295, loss: 1.403900

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 22.883295, loss: 1.404390

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 22.883295, loss: 1.404820

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 22.883295, loss: 1.405257

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 22.883295, loss: 1.405705

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 22.883295, loss: 1.406169

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 22.883295, loss: 1.406640

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 22.883295, loss: 1.407185

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 22.883295, loss: 1.407764

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 22.883295, loss: 1.408265

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 22.883295, loss: 1.408781

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 22.883295, loss: 1.409368

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 22.883295, loss: 1.409910

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 22.883295, loss: 1.410493

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 22.883295, loss: 1.411091

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 22.883295, loss: 1.411615

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 22.883295, loss: 1.412227

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 22.883295, loss: 1.412753

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 22.883295, loss: 1.413377

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 22.883295, loss: 1.414094

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 22.883295, loss: 1.414640

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 22.883295, loss: 1.415318

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 22.883295, loss: 1.416013

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 22.883295, loss: 1.416676

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 22.883295, loss: 1.417326

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 22.883295, loss: 1.417969

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 22.883295, loss: 1.418730

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 22.883295, loss: 1.419518

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 22.883295, loss: 1.420212

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 22.883295, loss: 1.420881

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 22.883295, loss: 1.421721

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 22.883295, loss: 1.422541

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 22.883295, loss: 1.423270

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 22.883295, loss: 1.424133

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 22.883295, loss: 1.424845

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 22.883295, loss: 1.425551

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 22.883295, loss: 1.426441

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 22.883295, loss: 1.427201

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 22.883295, loss: 1.428004

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 22.883295, loss: 1.428790

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 22.883295, loss: 1.429786

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 22.883295, loss: 1.430556

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 22.883295, loss: 1.431384

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 22.883295, loss: 1.432224

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 22.883295, loss: 1.433237

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 22.883295, loss: 1.434321

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 22.883295, loss: 1.435250

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 22.883295, loss: 1.436305

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 22.883295, loss: 1.437313

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 22.883295, loss: 1.438184

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 22.883295, loss: 1.439189

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 22.883295, loss: 1.440110

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 22.883295, loss: 1.441130

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 22.883295, loss: 1.442298

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 22.883295, loss: 1.443323

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 22.883295, loss: 1.444562

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 22.883295, loss: 1.445815

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 22.883295, loss: 1.447057

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 22.883295, loss: 1.448113

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 22.883295, loss: 1.449172

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 22.883295, loss: 1.450341

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 22.883295, loss: 1.451530

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 22.883295, loss: 1.452561

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 22.883295, loss: 1.453738

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 22.883295, loss: 1.454851

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 22.883295, loss: 1.456310

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 22.883295, loss: 1.457470

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 22.883295, loss: 1.458739

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 22.883295, loss: 1.459847

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 22.883295, loss: 1.461264

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 22.883295, loss: 1.462396

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 22.883295, loss: 1.463624

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 22.883295, loss: 1.465050

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 22.883295, loss: 1.466344

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 22.883295, loss: 1.467815

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 22.883295, loss: 1.469376

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 22.883295, loss: 1.470880

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 22.883295, loss: 1.472116

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 22.883295, loss: 1.473417

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 22.883295, loss: 1.474576

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 22.883295, loss: 1.476057

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 22.883295, loss: 1.477328

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 22.883295, loss: 1.478902

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 22.883295, loss: 1.480099

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 22.883295, loss: 1.481461

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 22.883295, loss: 1.482977

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 22.883295, loss: 1.484646

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 22.883295, loss: 1.486194

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 22.959573, loss: 1.487653

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 22.883295, loss: 1.488797

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 22.883295, loss: 1.490166

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 28.680397, loss: 1.491733

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 23.493516, loss: 1.493400

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 22.959573, loss: 1.494619

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 22.883295, loss: 1.495889

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 22.883295, loss: 1.497198

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 22.883295, loss: 1.498569

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 22.883295, loss: 1.499813

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 22.883295, loss: 1.501426

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.502661

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.504055

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.505711

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.507029

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 22.883295, loss: 1.508225

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.509786

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.511444

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.512794

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.514240

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 22.883295, loss: 1.515260

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.516545

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.517553

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.518574

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.519566

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 22.883295, loss: 1.521014

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.522115

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.522777

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.523965

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 22.883295, loss: 1.524412

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 23.417239, loss: 1.525043

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 23.035850, loss: 1.525955

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 22.959573, loss: 1.526851

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 22.959573, loss: 1.527779

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 23.340961, loss: 1.528623

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 22.959573, loss: 1.529452

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.340961, loss: 1.530106

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.035850, loss: 1.530438

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.874905, loss: 1.529789

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 23.569794, loss: 1.530009

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 22.959573, loss: 1.530135

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 26.315789, loss: 1.529935

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 26.239512, loss: 1.529718

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 24.256293, loss: 1.529427

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 22.959573, loss: 1.528594

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 23.646072, loss: 1.527990

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 24.790236, loss: 1.527263

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 26.239512, loss: 1.527280

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 25.171625, loss: 1.526882

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 23.417239, loss: 1.526454

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 22.959573, loss: 1.525619

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 27.536232, loss: 1.524862

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 29.900839, loss: 1.523276

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 29.214340, loss: 1.520998

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 27.002288, loss: 1.518883

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 25.553013, loss: 1.518290

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 25.705568, loss: 1.517783

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 24.713959, loss: 1.516228

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 24.408848, loss: 1.514148

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 23.722349, loss: 1.510454

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 24.485126, loss: 1.509215

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 24.942792, loss: 1.506452

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 29.443173, loss: 1.503085

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 26.926011, loss: 1.501754

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 28.375286, loss: 1.497894

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 27.002288, loss: 1.494648

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 26.773455, loss: 1.492558

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 25.858124, loss: 1.488522

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 25.476735, loss: 1.483484

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 26.468345, loss: 1.475975

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 25.553013, loss: 1.473415

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 29.366895, loss: 1.465923

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 29.138063, loss: 1.460353

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 27.841342, loss: 1.454495

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 29.138063, loss: 1.451746

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 28.375286, loss: 1.446682

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 31.578947, loss: 1.446455

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 33.714722, loss: 1.440307

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 32.723112, loss: 1.434839

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 31.655225, loss: 1.429035

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 32.875667, loss: 1.423274

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 32.112891, loss: 1.418330

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 34.096110, loss: 1.411462

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 33.867277, loss: 1.405419

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 36.003051, loss: 1.403910

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 36.765828, loss: 1.397973

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 37.452326, loss: 1.391288

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 37.681159, loss: 1.389415

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 37.376049, loss: 1.382764

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 38.291381, loss: 1.378504

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 38.825324, loss: 1.377220

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.359268, loss: 1.372804

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.588101, loss: 1.367822

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.664378, loss: 1.361048

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.282990, loss: 1.356983

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 39.359268, loss: 1.353670

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 39.282990, loss: 1.348502

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 40.122044, loss: 1.343164

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 40.427155, loss: 1.333863

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 40.579710, loss: 1.324806

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 41.342487, loss: 1.316653

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 42.028986, loss: 1.306243

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 42.181541, loss: 1.300036

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 42.791762, loss: 1.298287

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 43.096873, loss: 1.292537

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 43.478261, loss: 1.287034

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 43.020595, loss: 1.287570

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 43.630816, loss: 1.284202

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 43.630816, loss: 1.285028

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 44.164760, loss: 1.277532

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 44.546148, loss: 1.271996

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.698703, loss: 1.268750

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.622426, loss: 1.263323

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.851259, loss: 1.256724

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.851259, loss: 1.249323

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 44.393593, loss: 1.243657

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.241037, loss: 1.238899

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.241037, loss: 1.237424

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.393593, loss: 1.233717

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.851259, loss: 1.230048

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 44.774981, loss: 1.223639

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 44.622426, loss: 1.224070

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 44.774981, loss: 1.220372

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 45.461480, loss: 1.213917

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 45.537757, loss: 1.215396

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 45.156369, loss: 1.215168

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.232647, loss: 1.212082

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.308924, loss: 1.209549

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.842868, loss: 1.208268

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 45.614035, loss: 1.201476

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 46.453089, loss: 1.197266

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 46.453089, loss: 1.195978

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.139588, loss: 1.185491

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.215866, loss: 1.186737

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.368421, loss: 1.186296

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 47.749809, loss: 1.186811

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 48.283753, loss: 1.185429

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 46.834477, loss: 1.186367

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 46.834477, loss: 1.180804

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 47.139588, loss: 1.180376

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 47.673532, loss: 1.181288

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 47.368421, loss: 1.180474

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 48.207475, loss: 1.178484

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 47.902365, loss: 1.174185

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 47.902365, loss: 1.167798

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 48.588863, loss: 1.164925

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 47.597254, loss: 1.166965

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 47.444699, loss: 1.165917

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 47.978642, loss: 1.165290

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 49.275362, loss: 1.159379

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 49.885584, loss: 1.152388

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 48.817696, loss: 1.153376

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 49.885584, loss: 1.150302

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 48.741419, loss: 1.149317

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 49.504195, loss: 1.146176

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 49.351640, loss: 1.143274

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.885584, loss: 1.145121

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.199085, loss: 1.143624

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.580473, loss: 1.141806

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 50.038139, loss: 1.142152

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 49.351640, loss: 1.143684

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 48.970252, loss: 1.141048

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.046529, loss: 1.141903

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.351640, loss: 1.138847

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.275362, loss: 1.136883

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 49.504195, loss: 1.133666

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 49.809306, loss: 1.130784

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 50.343249, loss: 1.127799

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 49.961861, loss: 1.127378

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 50.343249, loss: 1.124432

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 50.343249, loss: 1.121910

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 50.724638, loss: 1.121452

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 51.258581, loss: 1.117637

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 51.792525, loss: 1.115543

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 51.639969, loss: 1.112769

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 52.555301, loss: 1.109392

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 52.707857, loss: 1.108011

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 51.639969, loss: 1.108771

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 51.868802, loss: 1.107673

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 51.563692, loss: 1.108371

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 52.402746, loss: 1.108089

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 52.326468, loss: 1.109215

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 52.707857, loss: 1.107090

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 53.165523, loss: 1.102823

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 53.241800, loss: 1.103690

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 53.470633, loss: 1.100274

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 53.775744, loss: 1.097391

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 53.775744, loss: 1.097846

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 54.080854, loss: 1.096470

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 53.699466, loss: 1.094307

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 54.080854, loss: 1.094880

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 53.623188, loss: 1.096879

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 53.699466, loss: 1.093154

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 53.623188, loss: 1.092001

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 54.157132, loss: 1.088753

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 54.157132, loss: 1.086957

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 54.233410, loss: 1.085856

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 54.233410, loss: 1.085741

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 53.852021, loss: 1.085244

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 53.699466, loss: 1.085395

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 53.775744, loss: 1.086789

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 53.852021, loss: 1.085902

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.309687, loss: 1.083421

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.233410, loss: 1.081599

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.233410, loss: 1.080851

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 54.385965, loss: 1.078929

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.462243, loss: 1.076461

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.538520, loss: 1.074064

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.462243, loss: 1.073921

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.691076, loss: 1.073471

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 54.843631, loss: 1.071223

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.843631, loss: 1.070088

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.462243, loss: 1.069472

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.614798, loss: 1.067757

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.614798, loss: 1.066591

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 54.691076, loss: 1.065196

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.614798, loss: 1.063862

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.691076, loss: 1.063864

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.843631, loss: 1.063834

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.767353, loss: 1.063977

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 54.843631, loss: 1.065507

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 54.919908, loss: 1.063834

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 54.767353, loss: 1.061533

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 54.919908, loss: 1.061818

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 55.072464, loss: 1.060231

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 55.225019, loss: 1.058742

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.072464, loss: 1.059060

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.453852, loss: 1.060097

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 54.843631, loss: 1.060761

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.072464, loss: 1.059699

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 55.072464, loss: 1.059069

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 54.919908, loss: 1.060893

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.148741, loss: 1.059314

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.301297, loss: 1.058853

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.225019, loss: 1.058604

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 55.072464, loss: 1.056224

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 54.996186, loss: 1.056146

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 55.530130, loss: 1.055900

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 55.072464, loss: 1.055594

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 54.919908, loss: 1.055501

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 55.148741, loss: 1.054848

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 55.301297, loss: 1.054609

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 54.919908, loss: 1.054692

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 54.614798, loss: 1.053491

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 55.072464, loss: 1.053454

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 55.072464, loss: 1.054064

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.996186, loss: 1.053491

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.767353, loss: 1.053347

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.919908, loss: 1.051497

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.614798, loss: 1.050478

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 54.691076, loss: 1.051486

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 54.767353, loss: 1.052836

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 54.691076, loss: 1.052873

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 55.072464, loss: 1.052080

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 55.072464, loss: 1.049736

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 55.377574, loss: 1.047056

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.453852, loss: 1.046126

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.225019, loss: 1.044513

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.072464, loss: 1.044693

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.606407, loss: 1.041751

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 55.453852, loss: 1.042876

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.530130, loss: 1.042296

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.758963, loss: 1.042500

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.682685, loss: 1.042424

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.453852, loss: 1.041439

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 55.530130, loss: 1.041749

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.530130, loss: 1.043937

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.530130, loss: 1.044706

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.606407, loss: 1.045431

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.682685, loss: 1.044138

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 55.530130, loss: 1.045568

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.377574, loss: 1.049782

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.148741, loss: 1.051304

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.225019, loss: 1.051636

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.377574, loss: 1.049371

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 55.377574, loss: 1.049189

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.453852, loss: 1.049053

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.530130, loss: 1.047589

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.148741, loss: 1.048390

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.148741, loss: 1.046854

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 55.301297, loss: 1.045319

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.148741, loss: 1.045957

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.301297, loss: 1.048199

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.377574, loss: 1.046302

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.301297, loss: 1.045984

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 55.453852, loss: 1.044856

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.606407, loss: 1.043271

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.758963, loss: 1.041561

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.835240, loss: 1.040617

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.758963, loss: 1.040245

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 55.682685, loss: 1.041672

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 54.996186, loss: 1.043144

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 55.225019, loss: 1.043728

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 55.377574, loss: 1.042760

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 54.919908, loss: 1.041319

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 55.148741, loss: 1.041099

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.682685, loss: 1.043207

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.682685, loss: 1.042733

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.225019, loss: 1.042868

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.377574, loss: 1.042480

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 55.530130, loss: 1.042562

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.530130, loss: 1.043229

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.682685, loss: 1.044060

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.606407, loss: 1.041974

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.606407, loss: 1.039275

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 55.682685, loss: 1.040631

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 56.064073, loss: 1.039522

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.987796, loss: 1.039093

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.835240, loss: 1.038678

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.758963, loss: 1.037380

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 55.758963, loss: 1.038048

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 56.064073, loss: 1.034383

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 55.682685, loss: 1.033484

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 55.911518, loss: 1.033280

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 56.292906, loss: 1.031513

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 56.216629, loss: 1.031759

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.292906, loss: 1.030673

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.369184, loss: 1.030371

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.521739, loss: 1.028430

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.598017, loss: 1.027547

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 56.750572, loss: 1.026141

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.750572, loss: 1.025605

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.750572, loss: 1.025281

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.826850, loss: 1.023085

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 57.131960, loss: 1.022785

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 56.750572, loss: 1.022398

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.979405, loss: 1.021118

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 57.055683, loss: 1.019607

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.979405, loss: 1.021997

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.903127, loss: 1.023563

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 56.826850, loss: 1.025146

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.826850, loss: 1.025280

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.826850, loss: 1.024622

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.826850, loss: 1.025649

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.750572, loss: 1.024315

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 56.750572, loss: 1.022765