brain-tumor_image_classification/log/transformcwt.main.log

/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()
           )
"model_name" : "vision_transformer",
	
	"no_models" : 10,
	
	"dp" : true,
	
	"global_epochs" : 100,
	
	"local_epochs" : 3,
	
	"k" : 3,
	
	"batch_size" : 64,
	
	"lr" : 0.001,
	
	"momentum" : 0.0001,

	"C" : 1000,
	
	"lambda" : 0.1
}


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Epoch 12, acc: 92.524790, loss: 0.208124

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Epoch 12, acc: 92.677346, loss: 0.207128

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Epoch 14, acc: 93.058734, loss: 0.191763

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Epoch 15, acc: 93.592677, loss: 0.177268

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Epoch 16, acc: 93.745233, loss: 0.173116

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Epoch 16, acc: 93.897788, loss: 0.172833

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Epoch 16, acc: 93.821510, loss: 0.170969

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Epoch 16, acc: 93.821510, loss: 0.170035

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Epoch 16, acc: 93.974066, loss: 0.169658

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Epoch 17, acc: 94.050343, loss: 0.170086

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Epoch 17, acc: 93.897788, loss: 0.170852

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Epoch 17, acc: 94.202899, loss: 0.168378

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.166152

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.166031

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 17, acc: 94.202899, loss: 0.165505

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.126621, loss: 0.166729

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.202899, loss: 0.166088

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.202899, loss: 0.165512

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.279176, loss: 0.164155

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.202899, loss: 0.163487

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.050343, loss: 0.162457

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.355454, loss: 0.160406

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.355454, loss: 0.159070

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.355454, loss: 0.158077

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 18, acc: 94.279176, loss: 0.157082

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.279176, loss: 0.155892

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.156659

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.156899

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.156466

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.155637

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.155383

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.154175

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.154180

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.355454, loss: 0.153298

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 19, acc: 94.431732, loss: 0.151772

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.149832

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.149195

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.584287, loss: 0.149066

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.148484

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.508009, loss: 0.148126

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.584287, loss: 0.147566

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.146923

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.431732, loss: 0.146514

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.355454, loss: 0.147177

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 20, acc: 94.508009, loss: 0.146427

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.660564, loss: 0.145429

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.660564, loss: 0.144095

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.736842, loss: 0.143925

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.813120, loss: 0.141807

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.736842, loss: 0.141970

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.965675, loss: 0.141380

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.965675, loss: 0.140342

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.889397, loss: 0.140727

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.584287, loss: 0.142494

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 21, acc: 94.660564, loss: 0.141994

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.736842, loss: 0.140904

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.140417

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.660564, loss: 0.140557

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.889397, loss: 0.140388

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.139567

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.138996

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.137729

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.889397, loss: 0.135726

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.813120, loss: 0.136060

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 22, acc: 94.965675, loss: 0.134281

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.133172

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.134029

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.133956

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.133749

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.133084

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.118230, loss: 0.133112

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.041953, loss: 0.132243

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.132109

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 94.965675, loss: 0.131141

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 23, acc: 95.118230, loss: 0.129707

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.118230, loss: 0.128845

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.129188

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.130529

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.130644

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.131021

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.270786, loss: 0.130448

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.270786, loss: 0.129319

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.128466

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.194508, loss: 0.127525

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 24, acc: 95.347063, loss: 0.126403

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125946

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125736

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125588

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.575896, loss: 0.125398

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.575896, loss: 0.125538

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.124948

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125145

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.125190

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.499619, loss: 0.126372

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 25, acc: 95.652174, loss: 0.126665

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127162

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127029

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127340

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.127127

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.125619

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.728452, loss: 0.125294

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.728452, loss: 0.123697

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.728452, loss: 0.123439

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.804729, loss: 0.123137

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 26, acc: 95.652174, loss: 0.121747

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.121178

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.804729, loss: 0.121573

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.122052

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.121137

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.652174, loss: 0.120651

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.728452, loss: 0.120114

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.881007, loss: 0.119176

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.881007, loss: 0.119310

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 95.957285, loss: 0.117856

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 27, acc: 96.033562, loss: 0.118034

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.957285, loss: 0.117945

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.881007, loss: 0.116632

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.033562, loss: 0.116413

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.804729, loss: 0.117437

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 95.881007, loss: 0.117779

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.033562, loss: 0.117109

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.116648

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.116843

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.033562, loss: 0.116796

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 28, acc: 96.109840, loss: 0.116384

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.116322

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.033562, loss: 0.117036

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.033562, loss: 0.116287

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 95.957285, loss: 0.116108

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.033562, loss: 0.115644

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.115095

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.114515

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.115541

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.186117, loss: 0.114252

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 29, acc: 96.109840, loss: 0.114443

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.114002

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.262395, loss: 0.113185

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.114144

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.113550

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.262395, loss: 0.112995

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.113623

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.033562, loss: 0.113621

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.033562, loss: 0.113620

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.112980

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 30, acc: 96.109840, loss: 0.112988

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.033562, loss: 0.113032

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.262395, loss: 0.111685

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.112314

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.112244

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.111340

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.033562, loss: 0.112089

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.111382

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.112384

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.033562, loss: 0.111523

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 31, acc: 96.109840, loss: 0.111136

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.110633

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.262395, loss: 0.110193

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.186117, loss: 0.109858

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.110661

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.110375

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.110779

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.109691

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.033562, loss: 0.109857

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.110453

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 32, acc: 96.109840, loss: 0.110830

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110003

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.109840, loss: 0.110537

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110995

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.109840, loss: 0.111157

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.111763

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.262395, loss: 0.111839

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.262395, loss: 0.112113

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110814

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.110373

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 33, acc: 96.186117, loss: 0.109241

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.109595

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.262395, loss: 0.109359

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.414950, loss: 0.107724

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.108168

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.108032

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.107568

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.186117, loss: 0.106626

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.338673, loss: 0.106238

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.338673, loss: 0.106790

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 34, acc: 96.338673, loss: 0.107136

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.338673, loss: 0.107312

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.262395, loss: 0.106627

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.262395, loss: 0.106986

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.186117, loss: 0.107294

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.262395, loss: 0.106216

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.338673, loss: 0.105893

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.338673, loss: 0.105694

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.414950, loss: 0.105123

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.491228, loss: 0.103713

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 35, acc: 96.491228, loss: 0.103705

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103531

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.104249

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.104905

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.338673, loss: 0.105212

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.105036

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103690

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.103330

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103363

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.491228, loss: 0.104141

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 36, acc: 96.414950, loss: 0.103934

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.103534

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.103399

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.103386

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.103150

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.102534

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.102496

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.102022

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.102551

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.491228, loss: 0.101956

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 37, acc: 96.414950, loss: 0.102625

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.103208

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.491228, loss: 0.103074

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102904

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102638

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.491228, loss: 0.101786

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102544

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102940

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.103049

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.103284

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 38, acc: 96.414950, loss: 0.102241

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.102637

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.102612

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.101617

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.338673, loss: 0.101493

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.567506, loss: 0.101292

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.101544

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.643783, loss: 0.100145

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.101090

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.338673, loss: 0.101395

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 39, acc: 96.414950, loss: 0.100993

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100852

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.491228, loss: 0.101653

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.101778

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.491228, loss: 0.101331

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.101756

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.491228, loss: 0.101724

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100940

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100307

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.338673, loss: 0.101419

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 40, acc: 96.414950, loss: 0.100236

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.491228, loss: 0.099510

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.643783, loss: 0.098598

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.720061, loss: 0.098921

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.567506, loss: 0.098299

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.643783, loss: 0.097884

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.567506, loss: 0.098635

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.643783, loss: 0.099235

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.567506, loss: 0.099498

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.491228, loss: 0.099680

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 41, acc: 96.414950, loss: 0.099560

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099805

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099157

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099555

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099659

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.098515

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.099146

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.099436

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.099592

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.567506, loss: 0.099108

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 42, acc: 96.491228, loss: 0.098265

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.567506, loss: 0.097820

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.567506, loss: 0.097806

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.097775

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.097964

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098565

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098464

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098727

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.098113

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.491228, loss: 0.097160

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 43, acc: 96.643783, loss: 0.097183

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.098339

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.098956

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099319

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099575

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099987

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.491228, loss: 0.099644

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.643783, loss: 0.099062

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.098465

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.097841

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 44, acc: 96.567506, loss: 0.097007

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.720061, loss: 0.097098

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.720061, loss: 0.097056

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.796339, loss: 0.097195

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.872616, loss: 0.097104

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.948894, loss: 0.096925

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.720061, loss: 0.097561

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.948894, loss: 0.096322

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.872616, loss: 0.096653

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.643783, loss: 0.096616

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 45, acc: 96.643783, loss: 0.096725

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.643783, loss: 0.096552

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.643783, loss: 0.096730

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.567506, loss: 0.096785

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.643783, loss: 0.095839

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.720061, loss: 0.096502

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.025172, loss: 0.095148

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.101449, loss: 0.094768

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.177727, loss: 0.094616

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 97.025172, loss: 0.095427

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 46, acc: 96.796339, loss: 0.096014

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.872616, loss: 0.095878

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.025172, loss: 0.095353

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.948894, loss: 0.095780

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.796339, loss: 0.095893

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.796339, loss: 0.096270

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 97.025172, loss: 0.095369

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.720061, loss: 0.096098

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.720061, loss: 0.096099

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.720061, loss: 0.096333

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 47, acc: 96.872616, loss: 0.095059

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095590

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.948894, loss: 0.095087

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095231

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.025172, loss: 0.094679

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.177727, loss: 0.094194

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.025172, loss: 0.094490

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095197

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.948894, loss: 0.095064

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 96.872616, loss: 0.095328

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 48, acc: 97.025172, loss: 0.094724

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.177727, loss: 0.094397

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.872616, loss: 0.095224

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.101449, loss: 0.094490

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.948894, loss: 0.094653

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.872616, loss: 0.095181

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.025172, loss: 0.095006

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 96.796339, loss: 0.095676

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.025172, loss: 0.094425

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.177727, loss: 0.094110

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 49, acc: 97.177727, loss: 0.094395

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.101449, loss: 0.094272

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093161

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093284

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093801

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093213

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093544

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.101449, loss: 0.093540

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.177727, loss: 0.093768

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 97.101449, loss: 0.094293

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 50, acc: 96.872616, loss: 0.095032

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.872616, loss: 0.095058

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.948894, loss: 0.094778

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.025172, loss: 0.094264

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.093812

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.094101

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.094522

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.093741

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.101449, loss: 0.094174

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 97.025172, loss: 0.094099

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 51, acc: 96.948894, loss: 0.094666

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094385

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.948894, loss: 0.094763

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094492

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.101449, loss: 0.093610

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094124

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094171

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094393

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 96.872616, loss: 0.095073

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.101449, loss: 0.093776

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 52, acc: 97.025172, loss: 0.094125

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.948894, loss: 0.094457

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094296

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094619

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.872616, loss: 0.094926

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094268

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.094067

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 96.948894, loss: 0.094265

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.025172, loss: 0.093228

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.177727, loss: 0.093191

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 53, acc: 97.101449, loss: 0.093301

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.177727, loss: 0.093132

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.101449, loss: 0.093316

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093749

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.101449, loss: 0.093195

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.177727, loss: 0.093147

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.025172, loss: 0.093549

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093807

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093832

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 96.948894, loss: 0.093933

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 54, acc: 97.177727, loss: 0.092852

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.093052

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.092190

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091334

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091419

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091958

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.091925

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.092292

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091854

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.101449, loss: 0.091820

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 55, acc: 97.177727, loss: 0.091905

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.091224

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.091350

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.090519

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.090914

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.090878

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.177727, loss: 0.091417

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.091604

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.177727, loss: 0.092377

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.177727, loss: 0.092666

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 56, acc: 97.101449, loss: 0.093157

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092801

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.091973

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092253

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092253

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.092529

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.092803

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092072

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.177727, loss: 0.092379

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.093112

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 57, acc: 97.101449, loss: 0.092839

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092365

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092517

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.025172, loss: 0.092610

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 96.872616, loss: 0.093100

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092209

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092239

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.025172, loss: 0.092796

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.101449, loss: 0.092674

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.177727, loss: 0.091787

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 58, acc: 97.177727, loss: 0.092268

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092581

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092716

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.025172, loss: 0.093260

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.092266

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092399

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091544

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091541

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091826

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.101449, loss: 0.092186

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 59, acc: 97.177727, loss: 0.091932

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.092088

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.091613

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.091305

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.091585

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.091721

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.092584

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.092714

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.177727, loss: 0.092175

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.090841

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 60, acc: 97.101449, loss: 0.091089

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090475

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.177727, loss: 0.090520

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.254005, loss: 0.089667

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.254005, loss: 0.089787

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.177727, loss: 0.090099

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090211

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.177727, loss: 0.090088

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090778

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.090944

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 61, acc: 97.101449, loss: 0.091559

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.090705

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091416

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.090548

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.177727, loss: 0.090377

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.090832

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091661

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091822

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.025172, loss: 0.091947

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.025172, loss: 0.091981

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 62, acc: 97.101449, loss: 0.091878

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.092017

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.092107

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092188

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092172

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.091935

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092494

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 96.948894, loss: 0.093049

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.025172, loss: 0.092066

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.091292

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 63, acc: 97.101449, loss: 0.091643

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.090768

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.177727, loss: 0.090564

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.090810

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.254005, loss: 0.090130

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.090978

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.254005, loss: 0.090525

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091226

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091463

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091320

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 64, acc: 97.101449, loss: 0.091561

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091800

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091015

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.177727, loss: 0.090784

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.090818

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091205

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.254005, loss: 0.090143

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091054

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.090822

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091367

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 65, acc: 97.101449, loss: 0.091418

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092080

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092294

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.177727, loss: 0.091036

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.177727, loss: 0.091300

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.091862

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.101449, loss: 0.091563

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092013

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092216

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.025172, loss: 0.092107

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 66, acc: 97.101449, loss: 0.091253

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.090199

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.089854

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.089440

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.090174

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.254005, loss: 0.090440

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.090804

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.090909

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.091200

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.177727, loss: 0.091150

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 67, acc: 97.101449, loss: 0.091412

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092050

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091626

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091775

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091829

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092034

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.101449, loss: 0.091670

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092065

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.092470

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.025172, loss: 0.091434

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 68, acc: 97.254005, loss: 0.090581

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090381

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090882

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090299

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090657

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.177727, loss: 0.090865

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090738

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.091252

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.254005, loss: 0.090717

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.177727, loss: 0.090949

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 69, acc: 97.101449, loss: 0.091636

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.025172, loss: 0.091909

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.101449, loss: 0.091292

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090148

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090043

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090280

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.089947

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.090157

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.254005, loss: 0.091042

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.177727, loss: 0.091135

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 70, acc: 97.177727, loss: 0.091407

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090434

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090595

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090862

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.177727, loss: 0.090906

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090397

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.089627

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090047

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.090661

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.101449, loss: 0.091474

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 71, acc: 97.254005, loss: 0.091280

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.101449, loss: 0.091636

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.177727, loss: 0.091259

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090508

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.091035

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.091065

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090533

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090771

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090823

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.089920

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 72, acc: 97.254005, loss: 0.090721

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.090924

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.090108

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089815

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089660

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089094

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089229

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.089700

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.090369

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.254005, loss: 0.091191

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 73, acc: 97.177727, loss: 0.091148

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090223

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090102

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090369

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090632

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090299

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.090516

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.177727, loss: 0.091220

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.177727, loss: 0.091322

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.101449, loss: 0.092020

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 74, acc: 97.254005, loss: 0.091331

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091355

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091442

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091304

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.090670

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091132

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.090235

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.090484

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091325

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.254005, loss: 0.091006

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 75, acc: 97.177727, loss: 0.091317

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.101449, loss: 0.091574

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.101449, loss: 0.091703

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.101449, loss: 0.091852

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.177727, loss: 0.091392

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090272

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090520

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090090

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090617

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.089985

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 76, acc: 97.254005, loss: 0.090673

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.177727, loss: 0.091244

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090555

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090475

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090438

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.091028

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090638

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090976

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.091216

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.101449, loss: 0.091868

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 77, acc: 97.254005, loss: 0.090866

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089800

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.090297

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089618

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089798

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089566

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089758

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.089955

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.090543

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.091246

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 78, acc: 97.254005, loss: 0.090786

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091043

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.177727, loss: 0.091578

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090758

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091043

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091139

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090978

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.091149

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090897

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.177727, loss: 0.091635

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 79, acc: 97.254005, loss: 0.090684

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090539

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090257

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.091239

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090378

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090755

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090031

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090169

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090426

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.090635

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 80, acc: 97.254005, loss: 0.091248

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.177727, loss: 0.091954

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.091662

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.091735

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.091011

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090050

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.089736

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090138

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090409

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090791

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 81, acc: 97.254005, loss: 0.090983

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.177727, loss: 0.091225

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090913

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.330282, loss: 0.090941

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.091050

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.177727, loss: 0.091532

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.177727, loss: 0.091830

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090842

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090298

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090116

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 82, acc: 97.254005, loss: 0.090776

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090458

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.089926

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.089798

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090193

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090628

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090995

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.091008

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.177727, loss: 0.091833

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090555

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 83, acc: 97.254005, loss: 0.090787

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.091610

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.177727, loss: 0.091764

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.091411

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.091168

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090394

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090703

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090787

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.330282, loss: 0.089582

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.089985

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 84, acc: 97.254005, loss: 0.090400

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090472

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.091210

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.091308

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090991

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.177727, loss: 0.091361

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.177727, loss: 0.091340

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.330282, loss: 0.090903

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090106

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.090565

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 85, acc: 97.254005, loss: 0.089692

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.089438

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.089666

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090158

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090589

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090113

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.089321

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090049

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.330282, loss: 0.090337

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090124

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 86, acc: 97.254005, loss: 0.090398

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.330282, loss: 0.090590

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.330282, loss: 0.091039

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091234

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091027

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091146

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090862

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.091571

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090682

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090177

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 87, acc: 97.254005, loss: 0.090596

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090938

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090653

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090843

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.330282, loss: 0.091553

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.330282, loss: 0.091519

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.091319

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.330282, loss: 0.091458

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.091743

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.091012

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 88, acc: 97.254005, loss: 0.090069

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.089676

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.406560, loss: 0.090395

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090848

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.254005, loss: 0.090934

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.254005, loss: 0.090792

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.089791

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090053

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090383

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.330282, loss: 0.090744

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 89, acc: 97.254005, loss: 0.090202

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.089261

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.089803

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.406560, loss: 0.090144

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.090467

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.090279

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.090801

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.090920

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.090356

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.254005, loss: 0.091117

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 90, acc: 97.330282, loss: 0.090650

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090687

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090197

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090151

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.254005, loss: 0.090371

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.089456

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090169

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.406560, loss: 0.090421

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090803

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090934

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 91, acc: 97.330282, loss: 0.090713

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.089833

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090706

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090096

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090378

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090527

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.330282, loss: 0.090938

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.330282, loss: 0.090753

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090505

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.406560, loss: 0.090640

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 92, acc: 97.330282, loss: 0.091139

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090562

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090778

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090486

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090742

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.406560, loss: 0.089911

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.406560, loss: 0.090343

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.406560, loss: 0.090432

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.090821

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.091588

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 93, acc: 97.330282, loss: 0.091427

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.254005, loss: 0.091762

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.406560, loss: 0.090597

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.406560, loss: 0.090437

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091283

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091540

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.254005, loss: 0.091667

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091647

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.254005, loss: 0.091947

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.091256

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 94, acc: 97.330282, loss: 0.090864

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090738

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090156

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090361

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.090901

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.091165

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.091098

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.254005, loss: 0.091828

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.330282, loss: 0.091254

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.406560, loss: 0.090220

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 95, acc: 97.406560, loss: 0.090465

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.090820

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.091012

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.254005, loss: 0.091787

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.091377

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.091446

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.091670

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.090825

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.090501

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.330282, loss: 0.090959

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 96, acc: 97.406560, loss: 0.089971

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090128

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.089821

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.088969

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.089369

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.088985

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.089890

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090239

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090113

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.090805

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 97, acc: 97.406560, loss: 0.091183

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090943

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091272

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091725

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091345

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091278

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.330282, loss: 0.091600

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090664

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090088

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.090382

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 98, acc: 97.406560, loss: 0.091263

2
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.330282, loss: 0.092154

3
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.091679

4
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.091656

7
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.091939

1
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.254005, loss: 0.092233

9
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.254005, loss: 0.092771

0
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.330282, loss: 0.092023

5
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.330282, loss: 0.091670

8
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.090561

6
Epoch 0 done.
Epoch 1 done.
Epoch 2 done.
Epoch 99, acc: 97.406560, loss: 0.090706