h_resnet18_pt.out

Files already downloaded and verified
Files already downloaded and verified
Beginning training from epoch: 1
/home/g051176/env/latest/lib/python3.7/site-packages/torchvision/models/_utils.py:209: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.
  f"The parameter '{pretrained_param}' is deprecated since 0.13 and will be removed in 0.15, "
/home/g051176/env/latest/lib/python3.7/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)
Train Loss 0.314
Train Loss 2.302
Train Loss 2.071
Train Loss 1.909
Train Loss 1.774
Train Loss 1.673
Train Loss 1.570
Train Loss 1.527
Epoch   1 | Time    47 | Train Loss 1.5006 | Test Loss 0.001 | Test Error 38.90
Train Loss 0.139
Train Loss 1.417
Train Loss 1.376
Train Loss 1.294
Train Loss 1.344
Train Loss 1.277
Train Loss 1.249
Train Loss 1.234
Epoch   2 | Time    46 | Train Loss 1.2057 | Test Loss 0.001 | Test Error 28.67
Train Loss 0.125
Train Loss 1.192
Train Loss 1.168
Train Loss 1.157
Train Loss 1.109
Train Loss 1.151
Train Loss 1.076
Train Loss 1.090
Epoch   3 | Time    46 | Train Loss 1.0674 | Test Loss 0.001 | Test Error 25.57
Train Loss 0.116
Train Loss 1.071
Train Loss 1.088
Train Loss 1.069
Train Loss 1.027
Train Loss 1.007
Train Loss 1.024
Train Loss 1.027
Epoch   4 | Time    46 | Train Loss 1.0497 | Test Loss 0.001 | Test Error 23.42
Train Loss 0.107
Train Loss 0.998
Train Loss 0.987
Train Loss 1.006
Train Loss 0.950
Train Loss 0.967
Train Loss 0.982
Train Loss 0.973
Epoch   5 | Time    46 | Train Loss 0.9639 | Test Loss 0.001 | Test Error 22.12
Train Loss 0.087
Train Loss 0.962
Train Loss 0.928
Train Loss 0.938
Train Loss 0.956
Train Loss 0.945
Train Loss 0.931
Train Loss 0.923
Epoch   6 | Time    46 | Train Loss 0.9371 | Test Loss 0.001 | Test Error 21.04
Train Loss 0.082
Train Loss 0.896
Train Loss 0.909
Train Loss 0.910
Train Loss 0.904
Train Loss 0.878
Train Loss 0.845
Train Loss 0.886
Epoch   7 | Time    46 | Train Loss 0.8956 | Test Loss 0.001 | Test Error 20.75
Train Loss 0.077
Train Loss 0.874
Train Loss 0.881
Train Loss 0.865
Train Loss 0.834
Train Loss 0.872
Train Loss 0.830
Train Loss 0.876
Epoch   8 | Time    46 | Train Loss 0.8666 | Test Loss 0.001 | Test Error 19.28
Train Loss 0.084
Train Loss 0.825
Train Loss 0.822
Train Loss 0.846
Train Loss 0.838
Train Loss 0.841
Train Loss 0.789
Train Loss 0.861
Epoch   9 | Time    46 | Train Loss 0.8292 | Test Loss 0.001 | Test Error 18.78
Train Loss 0.089
Train Loss 0.826
Train Loss 0.825
Train Loss 0.837
Train Loss 0.812
Train Loss 0.845
Train Loss 0.811
Train Loss 0.801
Epoch  10 | Time    46 | Train Loss 0.8193 | Test Loss 0.001 | Test Error 18.37
Train Loss 0.080
Train Loss 0.791
Train Loss 0.793
Train Loss 0.790
Train Loss 0.797
Train Loss 0.837
Train Loss 0.800
Train Loss 0.762
Epoch  11 | Time    46 | Train Loss 0.8055 | Test Loss 0.001 | Test Error 17.93
Train Loss 0.079
Train Loss 0.783
Train Loss 0.780
Train Loss 0.754
Train Loss 0.774
Train Loss 0.756
Train Loss 0.809
Train Loss 0.762
Epoch  12 | Time    46 | Train Loss 0.7991 | Test Loss 0.001 | Test Error 17.83
Train Loss 0.077
Train Loss 0.730
Train Loss 0.743
Train Loss 0.767
Train Loss 0.758
Train Loss 0.752
Train Loss 0.798
Train Loss 0.775
Epoch  13 | Time    46 | Train Loss 0.7683 | Test Loss 0.001 | Test Error 17.02
Train Loss 0.065
Train Loss 0.730
Train Loss 0.733
Train Loss 0.742
Train Loss 0.721
Train Loss 0.729
Train Loss 0.696
Train Loss 0.777
Epoch  14 | Time    46 | Train Loss 0.7389 | Test Loss 0.001 | Test Error 17.11
Train Loss 0.067
Train Loss 0.743
Train Loss 0.730
Train Loss 0.737
Train Loss 0.738
Train Loss 0.718
Train Loss 0.738
Train Loss 0.722
Epoch  15 | Time    46 | Train Loss 0.7024 | Test Loss 0.001 | Test Error 16.95
Train Loss 0.062
Train Loss 0.727
Train Loss 0.742
Train Loss 0.696
Train Loss 0.699
Train Loss 0.732
Train Loss 0.711
Train Loss 0.704
Epoch  16 | Time    46 | Train Loss 0.7066 | Test Loss 0.001 | Test Error 16.01
Train Loss 0.056
Train Loss 0.676
Train Loss 0.677
Train Loss 0.716
Train Loss 0.703
Train Loss 0.688
Train Loss 0.693
Train Loss 0.691
Epoch  17 | Time    46 | Train Loss 0.6973 | Test Loss 0.000 | Test Error 16.14
Train Loss 0.058
Train Loss 0.648
Train Loss 0.678
Train Loss 0.694
Train Loss 0.704
Train Loss 0.697
Train Loss 0.695
Train Loss 0.687
Epoch  18 | Time    46 | Train Loss 0.7244 | Test Loss 0.000 | Test Error 15.88
Train Loss 0.064
Train Loss 0.675
Train Loss 0.678
Train Loss 0.675
Train Loss 0.719
Train Loss 0.686
Train Loss 0.685
Train Loss 0.696
Epoch  19 | Time    46 | Train Loss 0.6801 | Test Loss 0.000 | Test Error 16.22
Train Loss 0.071
Train Loss 0.682
Train Loss 0.656
Train Loss 0.697
Train Loss 0.678
Train Loss 0.677
Train Loss 0.685
Train Loss 0.707
Epoch  20 | Time    46 | Train Loss 0.6685 | Test Loss 0.000 | Test Error 15.46
Train Loss 0.065
Train Loss 0.619
Train Loss 0.646
Train Loss 0.658
Train Loss 0.682
Train Loss 0.672
Train Loss 0.649
Train Loss 0.654
Epoch  21 | Time    46 | Train Loss 0.6691 | Test Loss 0.000 | Test Error 15.57
Train Loss 0.067
Train Loss 0.639
Train Loss 0.625
Train Loss 0.654
Train Loss 0.641
Train Loss 0.648
Train Loss 0.629
Train Loss 0.668
Epoch  22 | Time    46 | Train Loss 0.6417 | Test Loss 0.000 | Test Error 15.17
Train Loss 0.065
Train Loss 0.630
Train Loss 0.631
Train Loss 0.655
Train Loss 0.670
Train Loss 0.676
Train Loss 0.628
Train Loss 0.671
Epoch  23 | Time    46 | Train Loss 0.6418 | Test Loss 0.000 | Test Error 15.45
Train Loss 0.065
Train Loss 0.599
Train Loss 0.660
Train Loss 0.615
Train Loss 0.612
Train Loss 0.619
Train Loss 0.628
Train Loss 0.594
Epoch  24 | Time    46 | Train Loss 0.6571 | Test Loss 0.000 | Test Error 15.18
Train Loss 0.072
Train Loss 0.609
Train Loss 0.632
Train Loss 0.624
Train Loss 0.621
Train Loss 0.629
Train Loss 0.632
Train Loss 0.621
Epoch  25 | Time    46 | Train Loss 0.6427 | Test Loss 0.000 | Test Error 14.91
Train Loss 0.051
Train Loss 0.638
Train Loss 0.598
Train Loss 0.618
Train Loss 0.609
Train Loss 0.641
Train Loss 0.611
Train Loss 0.601
Epoch  26 | Time    46 | Train Loss 0.6265 | Test Loss 0.000 | Test Error 14.87
Train Loss 0.062
Train Loss 0.573
Train Loss 0.607
Train Loss 0.612
Train Loss 0.629
Train Loss 0.615
Train Loss 0.601
Train Loss 0.630
Epoch  27 | Time    46 | Train Loss 0.6372 | Test Loss 0.000 | Test Error 14.68
Train Loss 0.055
Train Loss 0.594
Train Loss 0.594
Train Loss 0.593
Train Loss 0.600
Train Loss 0.592
Train Loss 0.606
Train Loss 0.608
Epoch  28 | Time    46 | Train Loss 0.6446 | Test Loss 0.000 | Test Error 14.70
Train Loss 0.063
Train Loss 0.593
Train Loss 0.579
Train Loss 0.612
Train Loss 0.611
Train Loss 0.615
Train Loss 0.599
Train Loss 0.599
Epoch  29 | Time    46 | Train Loss 0.6291 | Test Loss 0.000 | Test Error 14.53
Train Loss 0.053
Train Loss 0.599
Train Loss 0.593
Train Loss 0.573
Train Loss 0.573
Train Loss 0.576
Train Loss 0.613
Train Loss 0.590
Epoch  30 | Time    46 | Train Loss 0.5958 | Test Loss 0.000 | Test Error 14.48
Train Loss 0.056
Train Loss 0.551
Train Loss 0.595
Train Loss 0.553
Train Loss 0.577
Train Loss 0.607
Train Loss 0.604
Train Loss 0.574
Epoch  31 | Time    46 | Train Loss 0.5982 | Test Loss 0.000 | Test Error 14.76
Train Loss 0.047
Train Loss 0.578
Train Loss 0.569
Train Loss 0.555
Train Loss 0.566
Train Loss 0.567
Train Loss 0.570
Train Loss 0.577
Epoch  32 | Time    46 | Train Loss 0.5921 | Test Loss 0.000 | Test Error 14.43
Train Loss 0.049
Train Loss 0.574
Train Loss 0.586
Train Loss 0.598
Train Loss 0.570
Train Loss 0.563
Train Loss 0.559
Train Loss 0.580
Epoch  33 | Time    46 | Train Loss 0.5803 | Test Loss 0.000 | Test Error 14.49
Train Loss 0.048
Train Loss 0.577
Train Loss 0.551
Train Loss 0.578
Train Loss 0.567
Train Loss 0.561
Train Loss 0.535
Train Loss 0.574
Epoch  34 | Time    46 | Train Loss 0.5686 | Test Loss 0.000 | Test Error 14.15
Train Loss 0.054
Train Loss 0.518
Train Loss 0.543
Train Loss 0.537
Train Loss 0.556
Train Loss 0.571
Train Loss 0.526
Train Loss 0.560
Epoch  35 | Time    45 | Train Loss 0.5634 | Test Loss 0.000 | Test Error 14.43
Train Loss 0.049
Train Loss 0.544
Train Loss 0.534
Train Loss 0.531
Train Loss 0.560
Train Loss 0.534
Train Loss 0.577
Train Loss 0.539
Epoch  36 | Time    46 | Train Loss 0.5731 | Test Loss 0.000 | Test Error 14.42
Train Loss 0.053
Train Loss 0.524
Train Loss 0.548
Train Loss 0.541
Train Loss 0.549
Train Loss 0.543
Train Loss 0.550
Train Loss 0.545
Epoch  37 | Time    46 | Train Loss 0.5411 | Test Loss 0.000 | Test Error 14.09
Train Loss 0.045
Train Loss 0.545
Train Loss 0.508
Train Loss 0.531
Train Loss 0.557
Train Loss 0.551
Train Loss 0.542
Train Loss 0.560
Epoch  38 | Time    46 | Train Loss 0.5706 | Test Loss 0.000 | Test Error 14.35
Train Loss 0.064
Train Loss 0.534
Train Loss 0.526
Train Loss 0.532
Train Loss 0.526
Train Loss 0.531
Train Loss 0.567
Train Loss 0.559
Epoch  39 | Time    46 | Train Loss 0.5354 | Test Loss 0.000 | Test Error 14.08
Train Loss 0.048
Train Loss 0.496
Train Loss 0.548
Train Loss 0.532
Train Loss 0.536
Train Loss 0.552
Train Loss 0.518
Train Loss 0.530
Epoch  40 | Time    46 | Train Loss 0.5111 | Test Loss 0.000 | Test Error 13.99
Train Loss 0.062
Train Loss 0.533
Train Loss 0.528
Train Loss 0.534
Train Loss 0.521
Train Loss 0.506
Train Loss 0.544
Train Loss 0.528
Epoch  41 | Time    46 | Train Loss 0.5354 | Test Loss 0.000 | Test Error 14.04
Train Loss 0.039
Train Loss 0.476
Train Loss 0.517
Train Loss 0.543
Train Loss 0.503
Train Loss 0.487
Train Loss 0.542
Train Loss 0.533
Epoch  42 | Time    46 | Train Loss 0.5098 | Test Loss 0.000 | Test Error 14.03
Train Loss 0.047
Train Loss 0.517
Train Loss 0.515
Train Loss 0.492
Train Loss 0.535
Train Loss 0.505
Train Loss 0.510
Train Loss 0.517
Epoch  43 | Time    46 | Train Loss 0.5167 | Test Loss 0.000 | Test Error 14.10
Train Loss 0.049
Train Loss 0.494
Train Loss 0.520
Train Loss 0.518
Train Loss 0.505
Train Loss 0.534
Train Loss 0.520
Train Loss 0.507
Epoch  44 | Time    46 | Train Loss 0.4914 | Test Loss 0.000 | Test Error 14.05
Train Loss 0.054
Train Loss 0.497
Train Loss 0.490
Train Loss 0.513
Train Loss 0.523
Train Loss 0.499
Train Loss 0.514
Train Loss 0.507
Epoch  45 | Time    46 | Train Loss 0.5104 | Test Loss 0.000 | Test Error 14.05
Train Loss 0.045
Train Loss 0.502
Train Loss 0.509
Train Loss 0.512
Train Loss 0.493
Train Loss 0.506
Train Loss 0.514
Train Loss 0.526
Epoch  46 | Time    46 | Train Loss 0.5016 | Test Loss 0.000 | Test Error 13.83
Train Loss 0.056
Train Loss 0.495
Train Loss 0.506
Train Loss 0.504
Train Loss 0.454
Train Loss 0.523
Train Loss 0.489
Train Loss 0.503
Epoch  47 | Time    46 | Train Loss 0.5022 | Test Loss 0.000 | Test Error 13.88
Train Loss 0.035
Train Loss 0.505
Train Loss 0.469
Train Loss 0.503
Train Loss 0.496
Train Loss 0.510
Train Loss 0.480
Train Loss 0.491
Epoch  48 | Time    46 | Train Loss 0.5005 | Test Loss 0.000 | Test Error 13.78
Train Loss 0.037
Train Loss 0.473
Train Loss 0.510
Train Loss 0.504
Train Loss 0.489
Train Loss 0.482
Train Loss 0.453
Train Loss 0.483
Epoch  49 | Time    46 | Train Loss 0.4682 | Test Loss 0.000 | Test Error 13.81
Train Loss 0.032
Train Loss 0.491
Train Loss 0.493
Train Loss 0.479
Train Loss 0.490
Train Loss 0.527
Train Loss 0.460
Train Loss 0.506
Epoch  50 | Time    46 | Train Loss 0.5225 | Test Loss 0.000 | Test Error 13.66
Train Loss 0.040
Train Loss 0.462
Train Loss 0.480
Train Loss 0.485
Train Loss 0.441
Train Loss 0.495
Train Loss 0.480
Train Loss 0.488
Epoch  51 | Time    46 | Train Loss 0.5030 | Test Loss 0.000 | Test Error 13.73
Train Loss 0.041
Train Loss 0.446
Train Loss 0.466
Train Loss 0.479
Train Loss 0.475
Train Loss 0.482
Train Loss 0.470
Train Loss 0.438
Epoch  52 | Time    46 | Train Loss 0.4695 | Test Loss 0.000 | Test Error 13.56
Train Loss 0.045
Train Loss 0.456
Train Loss 0.470
Train Loss 0.477
Train Loss 0.492
Train Loss 0.491
Train Loss 0.476
Train Loss 0.518
Epoch  53 | Time    46 | Train Loss 0.4565 | Test Loss 0.000 | Test Error 13.79
Train Loss 0.047
Train Loss 0.471
Train Loss 0.458
Train Loss 0.474
Train Loss 0.479
Train Loss 0.464
Train Loss 0.480
Train Loss 0.482
Epoch  54 | Time    46 | Train Loss 0.4760 | Test Loss 0.000 | Test Error 13.71
Train Loss 0.051
Train Loss 0.482
Train Loss 0.469
Train Loss 0.466
Train Loss 0.460
Train Loss 0.458
Train Loss 0.467
Train Loss 0.441
Epoch  55 | Time    46 | Train Loss 0.4459 | Test Loss 0.000 | Test Error 13.55
Train Loss 0.050
Train Loss 0.438
Train Loss 0.444
Train Loss 0.445
Train Loss 0.460
Train Loss 0.478
Train Loss 0.452
Train Loss 0.485
Epoch  56 | Time    46 | Train Loss 0.4768 | Test Loss 0.000 | Test Error 13.37
Train Loss 0.051
Train Loss 0.474
Train Loss 0.450
Train Loss 0.474
Train Loss 0.465
Train Loss 0.481
Train Loss 0.471
Train Loss 0.473
Epoch  57 | Time    46 | Train Loss 0.4603 | Test Loss 0.000 | Test Error 13.34
Train Loss 0.036
Train Loss 0.463
Train Loss 0.454
Train Loss 0.450
Train Loss 0.459
Train Loss 0.471
Train Loss 0.480
Train Loss 0.409
Epoch  58 | Time    46 | Train Loss 0.4642 | Test Loss 0.000 | Test Error 13.51
Train Loss 0.044
Train Loss 0.436
Train Loss 0.435
Train Loss 0.479
Train Loss 0.466
Train Loss 0.425
Train Loss 0.435
Train Loss 0.443
Epoch  59 | Time    46 | Train Loss 0.4330 | Test Loss 0.000 | Test Error 13.54
Train Loss 0.037
Train Loss 0.430
Train Loss 0.457
Train Loss 0.432
Train Loss 0.473
Train Loss 0.454
Train Loss 0.456
Train Loss 0.456
Epoch  60 | Time    46 | Train Loss 0.4481 | Test Loss 0.000 | Test Error 13.31
Train Loss 0.048
Train Loss 0.458
Train Loss 0.451
Train Loss 0.468
Train Loss 0.427
Train Loss 0.468
Train Loss 0.425
Train Loss 0.414
Epoch  61 | Time    46 | Train Loss 0.4322 | Test Loss 0.000 | Test Error 13.47
Train Loss 0.043
Train Loss 0.471
Train Loss 0.431
Train Loss 0.453
Train Loss 0.419
Train Loss 0.437
Train Loss 0.444
Train Loss 0.462
Epoch  62 | Time    46 | Train Loss 0.4759 | Test Loss 0.000 | Test Error 13.57
Train Loss 0.049
Train Loss 0.452
Train Loss 0.446
Train Loss 0.447
Train Loss 0.442
Train Loss 0.422
Train Loss 0.447
Train Loss 0.450
Epoch  63 | Time    46 | Train Loss 0.4318 | Test Loss 0.000 | Test Error 13.31
Train Loss 0.048
Train Loss 0.452
Train Loss 0.424
Train Loss 0.445
Train Loss 0.436
Train Loss 0.439
Train Loss 0.456
Train Loss 0.411
Epoch  64 | Time    46 | Train Loss 0.4543 | Test Loss 0.000 | Test Error 13.30
Train Loss 0.042
Train Loss 0.462
Train Loss 0.423
Train Loss 0.471
Train Loss 0.467
Train Loss 0.459
Train Loss 0.455
Train Loss 0.461
Epoch  65 | Time    46 | Train Loss 0.4319 | Test Loss 0.000 | Test Error 13.34
Train Loss 0.047
Train Loss 0.422
Train Loss 0.422
Train Loss 0.428
Train Loss 0.437
Train Loss 0.427
Train Loss 0.462
Train Loss 0.466
Epoch  66 | Time    46 | Train Loss 0.4710 | Test Loss 0.000 | Test Error 13.28
Train Loss 0.037
Train Loss 0.442
Train Loss 0.449
Train Loss 0.412
Train Loss 0.437
Train Loss 0.446
Train Loss 0.439
Train Loss 0.411
Epoch  67 | Time    46 | Train Loss 0.4541 | Test Loss 0.000 | Test Error 13.46
Train Loss 0.049
Train Loss 0.421
Train Loss 0.423
Train Loss 0.427
Train Loss 0.398
Train Loss 0.429
Train Loss 0.421
Train Loss 0.432
Epoch  68 | Time    46 | Train Loss 0.4459 | Test Loss 0.000 | Test Error 13.39
Train Loss 0.037
Train Loss 0.423
Train Loss 0.430
Train Loss 0.416
Train Loss 0.415
Train Loss 0.444
Train Loss 0.429
Train Loss 0.456
Epoch  69 | Time    46 | Train Loss 0.4357 | Test Loss 0.000 | Test Error 13.26
Train Loss 0.054
Train Loss 0.423
Train Loss 0.416
Train Loss 0.453
Train Loss 0.449
Train Loss 0.429
Train Loss 0.424
Train Loss 0.409
Epoch  70 | Time    46 | Train Loss 0.4382 | Test Loss 0.000 | Test Error 13.38
Train Loss 0.054
Train Loss 0.427
Train Loss 0.412
Train Loss 0.420
Train Loss 0.421
Train Loss 0.432
Train Loss 0.410
Train Loss 0.424
Epoch  71 | Time    46 | Train Loss 0.4504 | Test Loss 0.000 | Test Error 13.34
Train Loss 0.038
Train Loss 0.433
Train Loss 0.412
Train Loss 0.411
Train Loss 0.427
Train Loss 0.402
Train Loss 0.419
Train Loss 0.447
Epoch  72 | Time    46 | Train Loss 0.3907 | Test Loss 0.000 | Test Error 13.22
Train Loss 0.033
Train Loss 0.450
Train Loss 0.423
Train Loss 0.451
Train Loss 0.413
Train Loss 0.411
Train Loss 0.432
Train Loss 0.427
Epoch  73 | Time    46 | Train Loss 0.4511 | Test Loss 0.000 | Test Error 13.29
Train Loss 0.035
Train Loss 0.427
Train Loss 0.415
Train Loss 0.426
Train Loss 0.437
Train Loss 0.441
Train Loss 0.452
Train Loss 0.411
Epoch  74 | Time    45 | Train Loss 0.4152 | Test Loss 0.000 | Test Error 13.36
Train Loss 0.034
Train Loss 0.414
Train Loss 0.436
Train Loss 0.407
Train Loss 0.409
Train Loss 0.413
Train Loss 0.390
Train Loss 0.443
Epoch  75 | Time    46 | Train Loss 0.4550 | Test Loss 0.000 | Test Error 13.28
Train Loss 0.056
Train Loss 0.429
Train Loss 0.441
Train Loss 0.445
Train Loss 0.420
Train Loss 0.420
Train Loss 0.410
Train Loss 0.409
Epoch  76 | Time    46 | Train Loss 0.4071 | Test Loss 0.000 | Test Error 13.39
Train Loss 0.038
Train Loss 0.372
Train Loss 0.441
Train Loss 0.424
Train Loss 0.426
Train Loss 0.405
Train Loss 0.433
Train Loss 0.415
Epoch  77 | Time    46 | Train Loss 0.3929 | Test Loss 0.000 | Test Error 13.27
Train Loss 0.062
Train Loss 0.402
Train Loss 0.422
Train Loss 0.414
Train Loss 0.424
Train Loss 0.411
Train Loss 0.445
Train Loss 0.403
Epoch  78 | Time    45 | Train Loss 0.4251 | Test Loss 0.000 | Test Error 13.31
Train Loss 0.032
Train Loss 0.412
Train Loss 0.423
Train Loss 0.409
Train Loss 0.425
Train Loss 0.406
Train Loss 0.449
Train Loss 0.424
Epoch  79 | Time    46 | Train Loss 0.4289 | Test Loss 0.000 | Test Error 13.24
Train Loss 0.047
Train Loss 0.415
Train Loss 0.419
Train Loss 0.440
Train Loss 0.416
Train Loss 0.410
Train Loss 0.391
Train Loss 0.451
Epoch  80 | Time    46 | Train Loss 0.4369 | Test Loss 0.000 | Test Error 13.16
Train Loss 0.046
Train Loss 0.395
Train Loss 0.407
Train Loss 0.400
Train Loss 0.403
Train Loss 0.409
Train Loss 0.430
Train Loss 0.431
Epoch  81 | Time    46 | Train Loss 0.4207 | Test Loss 0.000 | Test Error 13.37
Train Loss 0.056
Train Loss 0.389
Train Loss 0.399
Train Loss 0.392
Train Loss 0.434
Train Loss 0.405
Train Loss 0.396
Train Loss 0.449
Epoch  82 | Time    46 | Train Loss 0.4091 | Test Loss 0.000 | Test Error 13.37
Train Loss 0.049
Train Loss 0.407
Train Loss 0.427
Train Loss 0.418
Train Loss 0.428
Train Loss 0.399
Train Loss 0.421
Train Loss 0.417
Epoch  83 | Time    46 | Train Loss 0.3840 | Test Loss 0.000 | Test Error 13.35
Train Loss 0.034
Train Loss 0.441
Train Loss 0.402
Train Loss 0.399
Train Loss 0.415
Train Loss 0.435
Train Loss 0.407
Train Loss 0.394
Epoch  84 | Time    46 | Train Loss 0.4031 | Test Loss 0.000 | Test Error 13.25
Train Loss 0.045
Train Loss 0.417
Train Loss 0.404
Train Loss 0.422
Train Loss 0.423
Train Loss 0.397
Train Loss 0.424
Train Loss 0.409
Epoch  85 | Time    46 | Train Loss 0.4549 | Test Loss 0.000 | Test Error 13.17
Train Loss 0.049
Train Loss 0.402
Train Loss 0.405
Train Loss 0.446
Train Loss 0.401
Train Loss 0.425
Train Loss 0.409
Train Loss 0.420
Epoch  86 | Time    46 | Train Loss 0.4134 | Test Loss 0.000 | Test Error 13.16
Train Loss 0.035
Train Loss 0.400
Train Loss 0.397
Train Loss 0.448
Train Loss 0.426
Train Loss 0.417
Train Loss 0.395
Train Loss 0.434
Epoch  87 | Time    46 | Train Loss 0.4371 | Test Loss 0.000 | Test Error 13.28
Train Loss 0.048
Train Loss 0.432
Train Loss 0.428
Train Loss 0.409
Train Loss 0.452
Train Loss 0.400
Train Loss 0.410
Train Loss 0.439
Epoch  88 | Time    46 | Train Loss 0.4229 | Test Loss 0.000 | Test Error 13.22
Train Loss 0.041
Train Loss 0.398
Train Loss 0.373
Train Loss 0.413
Train Loss 0.397
Train Loss 0.407
Train Loss 0.389
Train Loss 0.423
Epoch  89 | Time    46 | Train Loss 0.4222 | Test Loss 0.000 | Test Error 13.19
Train Loss 0.042
Train Loss 0.412
Train Loss 0.413
Train Loss 0.430
Train Loss 0.424
Train Loss 0.407
Train Loss 0.397
Train Loss 0.403
Epoch  90 | Time    46 | Train Loss 0.3948 | Test Loss 0.000 | Test Error 13.33
Train Loss 0.029
Train Loss 0.404
Train Loss 0.416
Train Loss 0.414
Train Loss 0.410
Train Loss 0.413
Train Loss 0.419
Train Loss 0.404
Epoch  91 | Time    45 | Train Loss 0.4239 | Test Loss 0.000 | Test Error 13.20
Train Loss 0.043
Train Loss 0.432
Train Loss 0.395
Train Loss 0.389
Train Loss 0.447
Train Loss 0.414
Train Loss 0.407
Train Loss 0.436
Epoch  92 | Time    46 | Train Loss 0.4061 | Test Loss 0.000 | Test Error 13.36
Train Loss 0.050
Train Loss 0.414
Train Loss 0.403
Train Loss 0.396
Train Loss 0.416
Train Loss 0.399
Train Loss 0.412
Train Loss 0.417
Epoch  93 | Time    46 | Train Loss 0.4120 | Test Loss 0.000 | Test Error 13.18
Train Loss 0.042
Train Loss 0.422
Train Loss 0.402
Train Loss 0.400
Train Loss 0.428
Train Loss 0.395
Train Loss 0.436
Train Loss 0.415
Epoch  94 | Time    46 | Train Loss 0.4040 | Test Loss 0.000 | Test Error 13.26
gaussian_noise
	Test Loss 0.001 | Test Error 20.370
shot_noise
	Test Loss 0.001 | Test Error 18.336
impulse_noise
	Test Loss 0.001 | Test Error 25.018
defocus_blur
	Test Loss 0.000 | Test Error 15.066
glass_blur
	Test Loss 0.001 | Test Error 23.096
motion_blur
	Test Loss 0.001 | Test Error 17.698
zoom_blur
	Test Loss 0.000 | Test Error 16.470
snow
	Test Loss 0.001 | Test Error 20.386
frost
	Test Loss 0.001 | Test Error 19.598
fog
	Test Loss 0.001 | Test Error 23.100
brightness
	Test Loss 0.000 | Test Error 15.252
contrast
	Test Loss 0.001 | Test Error 24.840
elastic_transform
	Test Loss 0.001 | Test Error 17.704
pixelate
	Test Loss 0.000 | Test Error 15.504
jpeg_compression
	Test Loss 0.000 | Test Error 16.354
Mean Corruption Error: 19.253