/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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5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 31.197559, loss: 1.609072

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 37.604882, loss: 1.435694

0
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Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 45.537757, loss: 1.267881

9
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Epoch 1 done.
Epoch 2 done.
Epoch 0, acc: 51.945080, loss: 1.135514

7
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Epoch 0, acc: 56.521739, loss: 1.038707

2
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Epoch 2 done.
Epoch 1, acc: 60.564455, loss: 0.940285

1
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Epoch 1, acc: 64.225782, loss: 0.862969

3
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Epoch 1, acc: 66.742944, loss: 0.799444

0
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Epoch 2 done.
Epoch 1, acc: 69.260107, loss: 0.739511

9
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Epoch 2 done.
Epoch 1, acc: 71.929825, loss: 0.688638

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 74.218154, loss: 0.647363

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 76.048818, loss: 0.611010

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 78.108314, loss: 0.574725

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 78.794813, loss: 0.545670

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 2, acc: 79.557590, loss: 0.521960

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 80.930587, loss: 0.498085

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 81.922197, loss: 0.477109

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 82.303585, loss: 0.463965

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 82.837529, loss: 0.451104

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 3, acc: 83.218917, loss: 0.432485

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 83.905416, loss: 0.419069

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 84.363082, loss: 0.406764

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 84.668192, loss: 0.395090

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 85.507246, loss: 0.385702

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 4, acc: 85.507246, loss: 0.377399

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 85.964912, loss: 0.367685

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 86.117468, loss: 0.358317

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 86.346301, loss: 0.350764

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 86.575133, loss: 0.344521

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 5, acc: 87.109077, loss: 0.334736

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 87.566743, loss: 0.326616

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 88.253242, loss: 0.317860

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 88.253242, loss: 0.312275

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 88.329519, loss: 0.307098

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 6, acc: 88.634630, loss: 0.301594

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 89.016018, loss: 0.296846

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 89.244851, loss: 0.291681

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 89.931350, loss: 0.285259

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 90.236461, loss: 0.279956

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 7, acc: 90.541571, loss: 0.274875

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 90.617849, loss: 0.270296

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 90.770404, loss: 0.264738

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 90.770404, loss: 0.260324

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 90.999237, loss: 0.254670

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 8, acc: 90.846682, loss: 0.250759

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 90.999237, loss: 0.246267

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 91.228070, loss: 0.241037

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 91.304348, loss: 0.239300

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 91.304348, loss: 0.237975

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 9, acc: 91.304348, loss: 0.234909

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 91.609458, loss: 0.230888

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 91.685736, loss: 0.228036

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 91.914569, loss: 0.224209

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 91.990847, loss: 0.220612

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 10, acc: 92.219680, loss: 0.216799

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 92.295957, loss: 0.214403

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 92.295957, loss: 0.211629

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 92.448513, loss: 0.208598

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 92.295957, loss: 0.205235

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 11, acc: 92.372235, loss: 0.202886

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 92.677346, loss: 0.201058

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 92.753623, loss: 0.199112

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 92.906178, loss: 0.198348

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 92.982456, loss: 0.195355

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 12, acc: 93.135011, loss: 0.192759

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 93.135011, loss: 0.190586

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 93.058734, loss: 0.190130

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 93.211289, loss: 0.186903

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 93.440122, loss: 0.185318

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 13, acc: 93.516400, loss: 0.183000

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 93.821510, loss: 0.182044

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 93.897788, loss: 0.178158

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 93.668955, loss: 0.176039

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 93.592677, loss: 0.173865

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 14, acc: 93.821510, loss: 0.173019

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 93.745233, loss: 0.170912

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 93.821510, loss: 0.167984

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 93.745233, loss: 0.167739

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 93.745233, loss: 0.166591

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 15, acc: 93.821510, loss: 0.164904

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 93.974066, loss: 0.163491

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 94.126621, loss: 0.159681

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 94.355454, loss: 0.158032

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 94.355454, loss: 0.156152

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 16, acc: 94.355454, loss: 0.154912

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.355454, loss: 0.153966

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.431732, loss: 0.154047

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.431732, loss: 0.152394

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.279176, loss: 0.150967

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.431732, loss: 0.150115

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.431732, loss: 0.148143

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.508009, loss: 0.147199

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.279176, loss: 0.146825

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.431732, loss: 0.145544

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.584287, loss: 0.143182

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.508009, loss: 0.143589

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.508009, loss: 0.140553

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.508009, loss: 0.139866

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.584287, loss: 0.139160

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.660564, loss: 0.136977

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.736842, loss: 0.134600

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.889397, loss: 0.134086

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.965675, loss: 0.132165

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 95.118230, loss: 0.132049

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 95.041953, loss: 0.130366

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 95.270786, loss: 0.129818

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 95.118230, loss: 0.129760

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 95.423341, loss: 0.128589

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 95.270786, loss: 0.127552

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 95.423341, loss: 0.125847

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 95.423341, loss: 0.124672

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 95.499619, loss: 0.123444

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 95.499619, loss: 0.123197

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 95.499619, loss: 0.122255

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 95.575896, loss: 0.122195

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.652174, loss: 0.121871

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.499619, loss: 0.122085

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.575896, loss: 0.120469

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.652174, loss: 0.120714

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.728452, loss: 0.119298

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.804729, loss: 0.118614

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.881007, loss: 0.117416

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.957285, loss: 0.117318

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 96.033562, loss: 0.116637

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.881007, loss: 0.115964

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.728452, loss: 0.116469

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.804729, loss: 0.116944

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.804729, loss: 0.116511

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.881007, loss: 0.115638

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.881007, loss: 0.114805

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.804729, loss: 0.112938

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.957285, loss: 0.113153

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 96.109840, loss: 0.112507

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 96.186117, loss: 0.111796

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 96.109840, loss: 0.111524

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.033562, loss: 0.111705

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.033562, loss: 0.111447

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.109840, loss: 0.109622

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.109840, loss: 0.110269

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.109840, loss: 0.109159

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.108738

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.108393

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.106837

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.262395, loss: 0.106210

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.106984

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.338673, loss: 0.105252

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.262395, loss: 0.104001

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.186117, loss: 0.103747

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.186117, loss: 0.104094

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.186117, loss: 0.103438

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.338673, loss: 0.102399

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.338673, loss: 0.102193

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.338673, loss: 0.101526

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.338673, loss: 0.101409

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.338673, loss: 0.100916

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.338673, loss: 0.100980

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.414950, loss: 0.100038

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.338673, loss: 0.098742

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.414950, loss: 0.099123

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.338673, loss: 0.099354

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.491228, loss: 0.099153

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.567506, loss: 0.098299

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.338673, loss: 0.098309

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.414950, loss: 0.097216

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.414950, loss: 0.097207

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.414950, loss: 0.096657

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.491228, loss: 0.096627

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.414950, loss: 0.096846

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.491228, loss: 0.096408

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.414950, loss: 0.095952

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.414950, loss: 0.095553

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.491228, loss: 0.095707

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.567506, loss: 0.095623

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.643783, loss: 0.095977

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.643783, loss: 0.096082

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.094372

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.567506, loss: 0.094177

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.093102

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.092292

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.643783, loss: 0.092768

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.567506, loss: 0.092057

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.643783, loss: 0.092026

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.567506, loss: 0.091351

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.720061, loss: 0.090727

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.720061, loss: 0.090120

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.090573

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.089724

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.720061, loss: 0.090211

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.796339, loss: 0.090368

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.643783, loss: 0.089860

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 97.025172, loss: 0.089555

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.796339, loss: 0.089333

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.948894, loss: 0.089502

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.948894, loss: 0.089898

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 97.025172, loss: 0.088633

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 97.025172, loss: 0.088332

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.872616, loss: 0.087395

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.720061, loss: 0.087433

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 97.025172, loss: 0.086134

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.948894, loss: 0.085881

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.101449, loss: 0.086562

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.872616, loss: 0.086992

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.177727, loss: 0.086505

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.177727, loss: 0.086218

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 97.101449, loss: 0.085152

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.254005, loss: 0.085029

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.101449, loss: 0.084842

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.101449, loss: 0.084445

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.025172, loss: 0.083279

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 97.177727, loss: 0.082891

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.101449, loss: 0.082741

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.025172, loss: 0.082154

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.025172, loss: 0.082043

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.101449, loss: 0.082535

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 97.177727, loss: 0.082898

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.177727, loss: 0.082586

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.177727, loss: 0.083292

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.254005, loss: 0.082947

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.330282, loss: 0.083086

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 97.254005, loss: 0.081811

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.081615

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.254005, loss: 0.082561

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.082046

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.177727, loss: 0.081303

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 97.254005, loss: 0.080911

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080938

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.081091

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.177727, loss: 0.080572

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080806

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 97.254005, loss: 0.080676

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.406560, loss: 0.080497

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.080442

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.080564

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.482838, loss: 0.079643

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.406560, loss: 0.080072

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.330282, loss: 0.080230

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.406560, loss: 0.079805

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.406560, loss: 0.079269

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.482838, loss: 0.078728

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.330282, loss: 0.078293

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.077786

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.077958

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.330282, loss: 0.078260

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.482838, loss: 0.078222

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.482838, loss: 0.077573

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.559115, loss: 0.077505

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.254005, loss: 0.078096

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.254005, loss: 0.078347

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.330282, loss: 0.077728

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.330282, loss: 0.077210

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.330282, loss: 0.077521

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.077096

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.076676

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.406560, loss: 0.076635

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.482838, loss: 0.076194

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.559115, loss: 0.076454

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.406560, loss: 0.076102

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.406560, loss: 0.076418

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.482838, loss: 0.076864

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.482838, loss: 0.076907

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.482838, loss: 0.076779

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.482838, loss: 0.076248

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.711670, loss: 0.075254

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.711670, loss: 0.075292

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.635393, loss: 0.075549

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.074884

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.074797

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.482838, loss: 0.075358

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.559115, loss: 0.075418

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.711670, loss: 0.075180

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.635393, loss: 0.075201

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.635393, loss: 0.075153

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.559115, loss: 0.074750

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.711670, loss: 0.074553

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.711670, loss: 0.074307

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.635393, loss: 0.074197

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.406560, loss: 0.074819

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.482838, loss: 0.074786

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.559115, loss: 0.074500

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.559115, loss: 0.073950

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.559115, loss: 0.073490

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072994

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072859

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072707

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.635393, loss: 0.072629

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.635393, loss: 0.072575

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.711670, loss: 0.072678

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.635393, loss: 0.072502

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.559115, loss: 0.073520

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.559115, loss: 0.072873

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.559115, loss: 0.072989

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.559115, loss: 0.073554

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.073678

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.073768

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.635393, loss: 0.072945

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072739

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072446

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072474

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072262

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.711670, loss: 0.072080

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.072102

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.071975

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.711670, loss: 0.071758

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.635393, loss: 0.072249

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.635393, loss: 0.072110

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.072906

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.559115, loss: 0.071954

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.071894

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.635393, loss: 0.071765

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.559115, loss: 0.071682

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.559115, loss: 0.072506

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072556

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072601

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.635393, loss: 0.072299

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.559115, loss: 0.071679

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071697

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071474

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.635393, loss: 0.071189

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.711670, loss: 0.070548

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.711670, loss: 0.070159

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.711670, loss: 0.070326

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.070250

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.559115, loss: 0.071277

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.071301

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.635393, loss: 0.071219

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070791

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070318

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070671

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.711670, loss: 0.070170

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.787948, loss: 0.070032

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.711670, loss: 0.069949

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.711670, loss: 0.070892

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.071042

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.070802

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.635393, loss: 0.070854

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.635393, loss: 0.071138

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.635393, loss: 0.070641

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.711670, loss: 0.070490

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.711670, loss: 0.070380

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.559115, loss: 0.070203

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.070228

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.635393, loss: 0.069642

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.711670, loss: 0.069784

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.787948, loss: 0.069704

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.787948, loss: 0.069534

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.787948, loss: 0.069524

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069857

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069823

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.787948, loss: 0.069880

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.711670, loss: 0.069581

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069946

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069804

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069312

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.068824

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.711670, loss: 0.069506

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069112

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069469

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.068988

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069232

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.711670, loss: 0.069105

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069778

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069610

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069188

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.069237

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.711670, loss: 0.068651

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068706

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068389

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.635393, loss: 0.068602

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068600

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.711670, loss: 0.068292

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068170

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068687

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068551

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.711670, loss: 0.068399

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.787948, loss: 0.067714

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067138

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067090

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.067896

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.787948, loss: 0.067565

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.711670, loss: 0.067519

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.711670, loss: 0.067241

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.066833

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.066879

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.067112

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.787948, loss: 0.067308

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067550

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067796

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067616

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067678

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.787948, loss: 0.067280

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067359

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067426

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067229

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067683

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.787948, loss: 0.067509

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067245

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.066849

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067082

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067238

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.787948, loss: 0.067435

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067872

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067711

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.067093

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.066737

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.787948, loss: 0.066481

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066411

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066472

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066485

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066141

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.787948, loss: 0.066812

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.864226, loss: 0.066696

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066495

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.067065

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066611

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.787948, loss: 0.066904

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066807

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066727

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.067107

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066908

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.787948, loss: 0.066728

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067247

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067341

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067252

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.787948, loss: 0.067098

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.711670, loss: 0.067546

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.067636

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.068217

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.068059

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.711670, loss: 0.067659

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.864226, loss: 0.067063

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.864226, loss: 0.067098

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.864226, loss: 0.067008

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.940503, loss: 0.067162

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.711670, loss: 0.067557

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.787948, loss: 0.067247

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.067398

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.066650

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.067113

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.940503, loss: 0.066696

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.787948, loss: 0.066657

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.066407

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.065927

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.787948, loss: 0.065782

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.066006

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.864226, loss: 0.065570

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.711670, loss: 0.065553

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.940503, loss: 0.066032

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.864226, loss: 0.065790

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.864226, loss: 0.065619

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.787948, loss: 0.066209

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.864226, loss: 0.066320

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.066322

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.066306

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.065699

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.787948, loss: 0.065390

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065862

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065475

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065307

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065084

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.787948, loss: 0.065158

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.711670, loss: 0.065006

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065605

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065716

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.787948, loss: 0.065706

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.864226, loss: 0.065568

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.787948, loss: 0.065422

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065271

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065517

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065449

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.864226, loss: 0.065979

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.065996

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.787948, loss: 0.065985

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.065863

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.066246

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.864226, loss: 0.066038

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.065972

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.066498

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.787948, loss: 0.065923

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.065712

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.864226, loss: 0.065657

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.864226, loss: 0.065792

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066601

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066402

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.787948, loss: 0.066168

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.864226, loss: 0.065751

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.864226, loss: 0.065466

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.940503, loss: 0.065464

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.864226, loss: 0.064969

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.064479

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.787948, loss: 0.064489

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.864226, loss: 0.064653

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.940503, loss: 0.064797

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.864226, loss: 0.064632

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.064276

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.787948, loss: 0.064143

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.064011

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.940503, loss: 0.064438

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.864226, loss: 0.064431

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.864226, loss: 0.063980

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.787948, loss: 0.063631