h_resnet18_npt.out

Files already downloaded and verified
Files already downloaded and verified
Beginning training from epoch: 1
Train Loss 0.300
Train Loss 2.475
Train Loss 2.305
Train Loss 2.216
Train Loss 2.138
Train Loss 2.101
Train Loss 2.074
Train Loss 2.039
Epoch   1 | Time    47 | Train Loss 1.9872 | Test Loss 0.002 | Test Error 61.53
Train Loss 0.191
Train Loss 1.926
Train Loss 1.929
Train Loss 1.913
Train Loss 1.895
Train Loss 1.892
Train Loss 1.849
Train Loss 1.841
Epoch   2 | Time    46 | Train Loss 1.8196 | Test Loss 0.002 | Test Error 56.41
Train Loss 0.183
Train Loss 1.782
Train Loss 1.765
Train Loss 1.797
Train Loss 1.756
Train Loss 1.766
Train Loss 1.752
Train Loss 1.699
Epoch   3 | Time    46 | Train Loss 1.7226 | Test Loss 0.001 | Test Error 52.59
Train Loss 0.183
Train Loss 1.716
Train Loss 1.689
Train Loss 1.702
Train Loss 1.672
Train Loss 1.667
Train Loss 1.673
Train Loss 1.654
Epoch   4 | Time    45 | Train Loss 1.6145 | Test Loss 0.001 | Test Error 49.42
Train Loss 0.159
Train Loss 1.648
Train Loss 1.591
Train Loss 1.610
Train Loss 1.573
Train Loss 1.601
Train Loss 1.634
Train Loss 1.622
Epoch   5 | Time    45 | Train Loss 1.5849 | Test Loss 0.001 | Test Error 46.35
Train Loss 0.138
Train Loss 1.620
Train Loss 1.532
Train Loss 1.569
Train Loss 1.551
Train Loss 1.571
Train Loss 1.511
Train Loss 1.547
Epoch   6 | Time    46 | Train Loss 1.5209 | Test Loss 0.001 | Test Error 44.74
Train Loss 0.138
Train Loss 1.533
Train Loss 1.512
Train Loss 1.520
Train Loss 1.465
Train Loss 1.527
Train Loss 1.490
Train Loss 1.497
Epoch   7 | Time    45 | Train Loss 1.4598 | Test Loss 0.001 | Test Error 42.49
Train Loss 0.147
Train Loss 1.469
Train Loss 1.462
Train Loss 1.482
Train Loss 1.468
Train Loss 1.416
Train Loss 1.455
Train Loss 1.462
Epoch   8 | Time    45 | Train Loss 1.4489 | Test Loss 0.001 | Test Error 40.80
Train Loss 0.133
Train Loss 1.428
Train Loss 1.437
Train Loss 1.429
Train Loss 1.409
Train Loss 1.398
Train Loss 1.418
Train Loss 1.398
Epoch   9 | Time    46 | Train Loss 1.4145 | Test Loss 0.001 | Test Error 39.32
Train Loss 0.159
Train Loss 1.405
Train Loss 1.380
Train Loss 1.377
Train Loss 1.416
Train Loss 1.353
Train Loss 1.371
Train Loss 1.393
Epoch  10 | Time    46 | Train Loss 1.3679 | Test Loss 0.001 | Test Error 38.35
Train Loss 0.140
Train Loss 1.388
Train Loss 1.323
Train Loss 1.363
Train Loss 1.324
Train Loss 1.373
Train Loss 1.349
Train Loss 1.382
Epoch  11 | Time    46 | Train Loss 1.3426 | Test Loss 0.001 | Test Error 36.92
Train Loss 0.130
Train Loss 1.319
Train Loss 1.304
Train Loss 1.315
Train Loss 1.314
Train Loss 1.319
Train Loss 1.328
Train Loss 1.298
Epoch  12 | Time    46 | Train Loss 1.3212 | Test Loss 0.001 | Test Error 36.16
Train Loss 0.119
Train Loss 1.285
Train Loss 1.304
Train Loss 1.319
Train Loss 1.280
Train Loss 1.316
Train Loss 1.298
Train Loss 1.310
Epoch  13 | Time    46 | Train Loss 1.2664 | Test Loss 0.001 | Test Error 34.75
Train Loss 0.118
Train Loss 1.291
Train Loss 1.273
Train Loss 1.297
Train Loss 1.256
Train Loss 1.289
Train Loss 1.261
Train Loss 1.269
Epoch  14 | Time    46 | Train Loss 1.2550 | Test Loss 0.001 | Test Error 33.79
Train Loss 0.129
Train Loss 1.252
Train Loss 1.249
Train Loss 1.252
Train Loss 1.245
Train Loss 1.243
Train Loss 1.242
Train Loss 1.253
Epoch  15 | Time    45 | Train Loss 1.2827 | Test Loss 0.001 | Test Error 33.56
Train Loss 0.125
Train Loss 1.214
Train Loss 1.227
Train Loss 1.258
Train Loss 1.202
Train Loss 1.231
Train Loss 1.225
Train Loss 1.242
Epoch  16 | Time    45 | Train Loss 1.2452 | Test Loss 0.001 | Test Error 32.59
Train Loss 0.103
Train Loss 1.197
Train Loss 1.220
Train Loss 1.237
Train Loss 1.216
Train Loss 1.184
Train Loss 1.176
Train Loss 1.218
Epoch  17 | Time    45 | Train Loss 1.1920 | Test Loss 0.001 | Test Error 32.15
Train Loss 0.119
Train Loss 1.179
Train Loss 1.180
Train Loss 1.167
Train Loss 1.217
Train Loss 1.171
Train Loss 1.185
Train Loss 1.203
Epoch  18 | Time    45 | Train Loss 1.1899 | Test Loss 0.001 | Test Error 31.02
Train Loss 0.118
Train Loss 1.179
Train Loss 1.168
Train Loss 1.127
Train Loss 1.174
Train Loss 1.167
Train Loss 1.155
Train Loss 1.170
Epoch  19 | Time    46 | Train Loss 1.1769 | Test Loss 0.001 | Test Error 30.88
Train Loss 0.106
Train Loss 1.153
Train Loss 1.165
Train Loss 1.131
Train Loss 1.197
Train Loss 1.150
Train Loss 1.163
Train Loss 1.177
Epoch  20 | Time    46 | Train Loss 1.1391 | Test Loss 0.001 | Test Error 30.15
Train Loss 0.108
Train Loss 1.159
Train Loss 1.144
Train Loss 1.136
Train Loss 1.185
Train Loss 1.144
Train Loss 1.167
Train Loss 1.091
Epoch  21 | Time    46 | Train Loss 1.1579 | Test Loss 0.001 | Test Error 29.95
Train Loss 0.109
Train Loss 1.108
Train Loss 1.132
Train Loss 1.109
Train Loss 1.109
Train Loss 1.136
Train Loss 1.129
Train Loss 1.141
Epoch  22 | Time    46 | Train Loss 1.1540 | Test Loss 0.001 | Test Error 28.99
Train Loss 0.114
Train Loss 1.118
Train Loss 1.092
Train Loss 1.091
Train Loss 1.106
Train Loss 1.116
Train Loss 1.108
Train Loss 1.106
Epoch  23 | Time    45 | Train Loss 1.1414 | Test Loss 0.001 | Test Error 29.01
Train Loss 0.103
Train Loss 1.102
Train Loss 1.106
Train Loss 1.109
Train Loss 1.106
Train Loss 1.083
Train Loss 1.072
Train Loss 1.104
Epoch  24 | Time    46 | Train Loss 1.0849 | Test Loss 0.001 | Test Error 28.67
Train Loss 0.108
Train Loss 1.110
Train Loss 1.111
Train Loss 1.102
Train Loss 1.084
Train Loss 1.087
Train Loss 1.083
Train Loss 1.060
Epoch  25 | Time    46 | Train Loss 1.0673 | Test Loss 0.001 | Test Error 28.38
Train Loss 0.119
Train Loss 1.090
Train Loss 1.074
Train Loss 1.102
Train Loss 1.103
Train Loss 1.058
Train Loss 1.071
Train Loss 1.094
Epoch  26 | Time    46 | Train Loss 1.0315 | Test Loss 0.001 | Test Error 28.13
Train Loss 0.104
Train Loss 1.083
Train Loss 1.040
Train Loss 1.090
Train Loss 1.076
Train Loss 1.070
Train Loss 1.044
Train Loss 1.077
Epoch  27 | Time    46 | Train Loss 1.0720 | Test Loss 0.001 | Test Error 27.57
Train Loss 0.107
Train Loss 1.042
Train Loss 1.046
Train Loss 1.048
Train Loss 1.081
Train Loss 1.040
Train Loss 1.056
Train Loss 1.047
Epoch  28 | Time    46 | Train Loss 1.0802 | Test Loss 0.001 | Test Error 27.31
Train Loss 0.114
Train Loss 1.015
Train Loss 1.026
Train Loss 1.042
Train Loss 1.063
Train Loss 1.043
Train Loss 1.062
Train Loss 1.045
Epoch  29 | Time    46 | Train Loss 1.0772 | Test Loss 0.001 | Test Error 27.20
Train Loss 0.106
Train Loss 1.021
Train Loss 1.024
Train Loss 1.025
Train Loss 1.012
Train Loss 1.055
Train Loss 1.037
Train Loss 1.059
Epoch  30 | Time    46 | Train Loss 1.0251 | Test Loss 0.001 | Test Error 27.04
Train Loss 0.102
Train Loss 1.018
Train Loss 1.021
Train Loss 1.048
Train Loss 1.012
Train Loss 1.024
Train Loss 1.035
Train Loss 1.010
Epoch  31 | Time    45 | Train Loss 1.0419 | Test Loss 0.001 | Test Error 26.51
Train Loss 0.122
Train Loss 0.979
Train Loss 1.009
Train Loss 0.998
Train Loss 1.024
Train Loss 0.999
Train Loss 1.003
Train Loss 0.986
Epoch  32 | Time    46 | Train Loss 1.0177 | Test Loss 0.001 | Test Error 26.42
Train Loss 0.096
Train Loss 1.010
Train Loss 1.022
Train Loss 1.006
Train Loss 0.961
Train Loss 0.993
Train Loss 0.992
Train Loss 1.016
Epoch  33 | Time    46 | Train Loss 1.0161 | Test Loss 0.001 | Test Error 26.41
Train Loss 0.123
Train Loss 1.003
Train Loss 1.005
Train Loss 0.951
Train Loss 0.986
Train Loss 1.016
Train Loss 1.000
Train Loss 0.986
Epoch  34 | Time    46 | Train Loss 1.0224 | Test Loss 0.001 | Test Error 25.95
Train Loss 0.099
Train Loss 0.928
Train Loss 0.978
Train Loss 0.982
Train Loss 1.026
Train Loss 1.017
Train Loss 0.998
Train Loss 0.954
Epoch  35 | Time    45 | Train Loss 1.0126 | Test Loss 0.001 | Test Error 26.10
Train Loss 0.094
Train Loss 0.983
Train Loss 1.008
Train Loss 0.991
Train Loss 0.984
Train Loss 1.000
Train Loss 0.994
Train Loss 0.942
Epoch  36 | Time    45 | Train Loss 0.9513 | Test Loss 0.001 | Test Error 24.97
Train Loss 0.092
Train Loss 0.987
Train Loss 0.946
Train Loss 0.947
Train Loss 0.975
Train Loss 0.965
Train Loss 0.966
Train Loss 0.993
Epoch  37 | Time    45 | Train Loss 0.9819 | Test Loss 0.001 | Test Error 25.19
Train Loss 0.123
Train Loss 0.938
Train Loss 0.945
Train Loss 0.962
Train Loss 0.967
Train Loss 0.949
Train Loss 0.977
Train Loss 0.978
Epoch  38 | Time    46 | Train Loss 0.9834 | Test Loss 0.001 | Test Error 25.21
Train Loss 0.095
Train Loss 0.938
Train Loss 0.972
Train Loss 0.929
Train Loss 0.967
Train Loss 0.929
Train Loss 0.941
Train Loss 0.940
Epoch  39 | Time    45 | Train Loss 0.9462 | Test Loss 0.001 | Test Error 24.78
Train Loss 0.093
Train Loss 0.956
Train Loss 0.972
Train Loss 0.963
Train Loss 0.935
Train Loss 0.941
Train Loss 0.956
Train Loss 0.934
Epoch  40 | Time    46 | Train Loss 0.9588 | Test Loss 0.001 | Test Error 24.74
Train Loss 0.083
Train Loss 0.943
Train Loss 0.949
Train Loss 0.957
Train Loss 0.935
Train Loss 0.914
Train Loss 0.918
Train Loss 0.936
Epoch  41 | Time    45 | Train Loss 0.9698 | Test Loss 0.001 | Test Error 24.62
Train Loss 0.089
Train Loss 0.928
Train Loss 0.950
Train Loss 0.962
Train Loss 0.942
Train Loss 0.941
Train Loss 0.933
Train Loss 0.941
Epoch  42 | Time    46 | Train Loss 0.9097 | Test Loss 0.001 | Test Error 24.01
Train Loss 0.097
Train Loss 0.910
Train Loss 0.926
Train Loss 0.942
Train Loss 0.910
Train Loss 0.934
Train Loss 0.931
Train Loss 0.942
Epoch  43 | Time    45 | Train Loss 0.8819 | Test Loss 0.001 | Test Error 24.31
Train Loss 0.101
Train Loss 0.937
Train Loss 0.927
Train Loss 0.918
Train Loss 0.932
Train Loss 0.903
Train Loss 0.926
Train Loss 0.913
Epoch  44 | Time    45 | Train Loss 0.9344 | Test Loss 0.001 | Test Error 24.13
Train Loss 0.087
Train Loss 0.892
Train Loss 0.890
Train Loss 0.895
Train Loss 0.882
Train Loss 0.865
Train Loss 0.946
Train Loss 0.931
Epoch  45 | Time    45 | Train Loss 0.9171 | Test Loss 0.001 | Test Error 24.21
Train Loss 0.094
Train Loss 0.873
Train Loss 0.906
Train Loss 0.938
Train Loss 0.933
Train Loss 0.915
Train Loss 0.899
Train Loss 0.883
Epoch  46 | Time    46 | Train Loss 0.9435 | Test Loss 0.001 | Test Error 23.88
Train Loss 0.085
Train Loss 0.930
Train Loss 0.882
Train Loss 0.878
Train Loss 0.937
Train Loss 0.913
Train Loss 0.930
Train Loss 0.927
Epoch  47 | Time    45 | Train Loss 0.9208 | Test Loss 0.001 | Test Error 23.89
Train Loss 0.090
Train Loss 0.921
Train Loss 0.892
Train Loss 0.957
Train Loss 0.917
Train Loss 0.894
Train Loss 0.899
Train Loss 0.922
Epoch  48 | Time    46 | Train Loss 0.8641 | Test Loss 0.001 | Test Error 23.52
Train Loss 0.083
Train Loss 0.873
Train Loss 0.926
Train Loss 0.896
Train Loss 0.906
Train Loss 0.856
Train Loss 0.866
Train Loss 0.905
Epoch  49 | Time    46 | Train Loss 0.9069 | Test Loss 0.001 | Test Error 23.45
Train Loss 0.082
Train Loss 0.874
Train Loss 0.894
Train Loss 0.894
Train Loss 0.863
Train Loss 0.863
Train Loss 0.885
Train Loss 0.915
Epoch  50 | Time    45 | Train Loss 0.9023 | Test Loss 0.001 | Test Error 23.86
Train Loss 0.069
Train Loss 0.865
Train Loss 0.900
Train Loss 0.897
Train Loss 0.876
Train Loss 0.911
Train Loss 0.900
Train Loss 0.882
Epoch  51 | Time    46 | Train Loss 0.8822 | Test Loss 0.001 | Test Error 23.31
Train Loss 0.069
Train Loss 0.867
Train Loss 0.872
Train Loss 0.956
Train Loss 0.839
Train Loss 0.863
Train Loss 0.854
Train Loss 0.878
Epoch  52 | Time    46 | Train Loss 0.8736 | Test Loss 0.001 | Test Error 23.26
Train Loss 0.086
Train Loss 0.879
Train Loss 0.887
Train Loss 0.889
Train Loss 0.888
Train Loss 0.915
Train Loss 0.890
Train Loss 0.840
Epoch  53 | Time    45 | Train Loss 0.8740 | Test Loss 0.001 | Test Error 22.74
Train Loss 0.080
Train Loss 0.871
Train Loss 0.855
Train Loss 0.874
Train Loss 0.863
Train Loss 0.889
Train Loss 0.845
Train Loss 0.887
Epoch  54 | Time    45 | Train Loss 0.8677 | Test Loss 0.001 | Test Error 22.94
Train Loss 0.085
Train Loss 0.866
Train Loss 0.890
Train Loss 0.856
Train Loss 0.854
Train Loss 0.862
Train Loss 0.902
Train Loss 0.889
Epoch  55 | Time    45 | Train Loss 0.8737 | Test Loss 0.001 | Test Error 23.27
Train Loss 0.079
Train Loss 0.883
Train Loss 0.855
Train Loss 0.859
Train Loss 0.859
Train Loss 0.889
Train Loss 0.857
Train Loss 0.850
Epoch  56 | Time    45 | Train Loss 0.8676 | Test Loss 0.001 | Test Error 22.89
Train Loss 0.074
Train Loss 0.854
Train Loss 0.845
Train Loss 0.875
Train Loss 0.870
Train Loss 0.865
Train Loss 0.839
Train Loss 0.834
Epoch  57 | Time    46 | Train Loss 0.8885 | Test Loss 0.001 | Test Error 22.89
Train Loss 0.079
Train Loss 0.857
Train Loss 0.843
Train Loss 0.852
Train Loss 0.843
Train Loss 0.851
Train Loss 0.846
Train Loss 0.845
Epoch  58 | Time    46 | Train Loss 0.8794 | Test Loss 0.001 | Test Error 22.89
Train Loss 0.084
Train Loss 0.837
Train Loss 0.859
Train Loss 0.863
Train Loss 0.830
Train Loss 0.817
Train Loss 0.859
Train Loss 0.858
Epoch  59 | Time    46 | Train Loss 0.8261 | Test Loss 0.001 | Test Error 22.63
Train Loss 0.087
Train Loss 0.850
Train Loss 0.874
Train Loss 0.863
Train Loss 0.859
Train Loss 0.813
Train Loss 0.836
Train Loss 0.855
Epoch  60 | Time    46 | Train Loss 0.8766 | Test Loss 0.001 | Test Error 22.53
Train Loss 0.082
Train Loss 0.852
Train Loss 0.823
Train Loss 0.820
Train Loss 0.829
Train Loss 0.845
Train Loss 0.871
Train Loss 0.801
Epoch  61 | Time    45 | Train Loss 0.8210 | Test Loss 0.001 | Test Error 22.69
Train Loss 0.078
Train Loss 0.818
Train Loss 0.849
Train Loss 0.852
Train Loss 0.818
Train Loss 0.851
Train Loss 0.868
Train Loss 0.834
Epoch  62 | Time    45 | Train Loss 0.8569 | Test Loss 0.001 | Test Error 22.98
Train Loss 0.084
Train Loss 0.806
Train Loss 0.877
Train Loss 0.809
Train Loss 0.840
Train Loss 0.834
Train Loss 0.844
Train Loss 0.828
Epoch  63 | Time    45 | Train Loss 0.8690 | Test Loss 0.001 | Test Error 22.36
Train Loss 0.080
Train Loss 0.843
Train Loss 0.813
Train Loss 0.835
Train Loss 0.822
Train Loss 0.836
Train Loss 0.830
Train Loss 0.848
Epoch  64 | Time    46 | Train Loss 0.8413 | Test Loss 0.001 | Test Error 22.32
Train Loss 0.090
Train Loss 0.821
Train Loss 0.800
Train Loss 0.827
Train Loss 0.842
Train Loss 0.822
Train Loss 0.812
Train Loss 0.847
Epoch  65 | Time    45 | Train Loss 0.8600 | Test Loss 0.001 | Test Error 22.24
Train Loss 0.068
Train Loss 0.861
Train Loss 0.811
Train Loss 0.838
Train Loss 0.834
Train Loss 0.826
Train Loss 0.797
Train Loss 0.832
Epoch  66 | Time    45 | Train Loss 0.8060 | Test Loss 0.001 | Test Error 22.36
Train Loss 0.073
Train Loss 0.801
Train Loss 0.823
Train Loss 0.823
Train Loss 0.830
Train Loss 0.851
Train Loss 0.817
Train Loss 0.824
Epoch  67 | Time    45 | Train Loss 0.8093 | Test Loss 0.001 | Test Error 22.31
Train Loss 0.072
Train Loss 0.832
Train Loss 0.829
Train Loss 0.841
Train Loss 0.846
Train Loss 0.826
Train Loss 0.813
Train Loss 0.823
Epoch  68 | Time    45 | Train Loss 0.8132 | Test Loss 0.001 | Test Error 22.38
Train Loss 0.095
Train Loss 0.839
Train Loss 0.810
Train Loss 0.834
Train Loss 0.825
Train Loss 0.813
Train Loss 0.796
Train Loss 0.843
Epoch  69 | Time    46 | Train Loss 0.8396 | Test Loss 0.001 | Test Error 22.05
Train Loss 0.089
Train Loss 0.814
Train Loss 0.792
Train Loss 0.844
Train Loss 0.829
Train Loss 0.811
Train Loss 0.806
Train Loss 0.793
Epoch  70 | Time    46 | Train Loss 0.8363 | Test Loss 0.001 | Test Error 22.52
Train Loss 0.081
Train Loss 0.817
Train Loss 0.829
Train Loss 0.786
Train Loss 0.815
Train Loss 0.814
Train Loss 0.813
Train Loss 0.806
Epoch  71 | Time    45 | Train Loss 0.7967 | Test Loss 0.001 | Test Error 22.03
Train Loss 0.075
Train Loss 0.805
Train Loss 0.803
Train Loss 0.796
Train Loss 0.794
Train Loss 0.810
Train Loss 0.783
Train Loss 0.818
Epoch  72 | Time    45 | Train Loss 0.8181 | Test Loss 0.001 | Test Error 22.06
Train Loss 0.089
Train Loss 0.786
Train Loss 0.822
Train Loss 0.810
Train Loss 0.824
Train Loss 0.822
Train Loss 0.811
Train Loss 0.806
Epoch  73 | Time    46 | Train Loss 0.7504 | Test Loss 0.001 | Test Error 21.98
Train Loss 0.071
Train Loss 0.816
Train Loss 0.802
Train Loss 0.813
Train Loss 0.782
Train Loss 0.794
Train Loss 0.800
Train Loss 0.802
Epoch  74 | Time    46 | Train Loss 0.8183 | Test Loss 0.001 | Test Error 22.02
Train Loss 0.096
Train Loss 0.787
Train Loss 0.812
Train Loss 0.841
Train Loss 0.819
Train Loss 0.776
Train Loss 0.791
Train Loss 0.824
Epoch  75 | Time    46 | Train Loss 0.8242 | Test Loss 0.001 | Test Error 21.82
Train Loss 0.085
Train Loss 0.808
Train Loss 0.801
Train Loss 0.804
Train Loss 0.839
Train Loss 0.802
Train Loss 0.792
Train Loss 0.797
Epoch  76 | Time    45 | Train Loss 0.8496 | Test Loss 0.001 | Test Error 21.81
Train Loss 0.099
Train Loss 0.787
Train Loss 0.809
Train Loss 0.800
Train Loss 0.808
Train Loss 0.811
Train Loss 0.778
Train Loss 0.820
Epoch  77 | Time    46 | Train Loss 0.7971 | Test Loss 0.001 | Test Error 21.74
Train Loss 0.078
Train Loss 0.792
Train Loss 0.810
Train Loss 0.795
Train Loss 0.810
Train Loss 0.804
Train Loss 0.825
Train Loss 0.792
Epoch  78 | Time    45 | Train Loss 0.8029 | Test Loss 0.001 | Test Error 21.74
Train Loss 0.074
Train Loss 0.792
Train Loss 0.793
Train Loss 0.780
Train Loss 0.857
Train Loss 0.793
Train Loss 0.777
Train Loss 0.812
Epoch  79 | Time    46 | Train Loss 0.7695 | Test Loss 0.001 | Test Error 21.85
Train Loss 0.073
Train Loss 0.802
Train Loss 0.824
Train Loss 0.788
Train Loss 0.805
Train Loss 0.805
Train Loss 0.790
Train Loss 0.813
Epoch  80 | Time    45 | Train Loss 0.8140 | Test Loss 0.001 | Test Error 21.83
Train Loss 0.069
Train Loss 0.761
Train Loss 0.824
Train Loss 0.759
Train Loss 0.771
Train Loss 0.792
Train Loss 0.795
Train Loss 0.807
Epoch  81 | Time    45 | Train Loss 0.7974 | Test Loss 0.001 | Test Error 21.80
Train Loss 0.080
Train Loss 0.771
Train Loss 0.828
Train Loss 0.817
Train Loss 0.838
Train Loss 0.800
Train Loss 0.829
Train Loss 0.804
Epoch  82 | Time    46 | Train Loss 0.8300 | Test Loss 0.001 | Test Error 22.01
Train Loss 0.075
Train Loss 0.812
Train Loss 0.809
Train Loss 0.791
Train Loss 0.801
Train Loss 0.765
Train Loss 0.796
Train Loss 0.797
Epoch  83 | Time    45 | Train Loss 0.7954 | Test Loss 0.001 | Test Error 21.85
Train Loss 0.073
Train Loss 0.789
Train Loss 0.805
Train Loss 0.834
Train Loss 0.768
Train Loss 0.795
Train Loss 0.769
Train Loss 0.776
Epoch  84 | Time    45 | Train Loss 0.7864 | Test Loss 0.001 | Test Error 21.76
Train Loss 0.067
Train Loss 0.838
Train Loss 0.782
Train Loss 0.793
Train Loss 0.817
Train Loss 0.802
Train Loss 0.794
Train Loss 0.760
Epoch  85 | Time    46 | Train Loss 0.7939 | Test Loss 0.001 | Test Error 21.70
Train Loss 0.076
Train Loss 0.770
Train Loss 0.792
Train Loss 0.789
Train Loss 0.785
Train Loss 0.824
Train Loss 0.781
Train Loss 0.773
Epoch  86 | Time    45 | Train Loss 0.7952 | Test Loss 0.001 | Test Error 21.70
Train Loss 0.088
Train Loss 0.770
Train Loss 0.801
Train Loss 0.797
Train Loss 0.807
Train Loss 0.799
Train Loss 0.793
Train Loss 0.784
Epoch  87 | Time    46 | Train Loss 0.7738 | Test Loss 0.001 | Test Error 21.70
Train Loss 0.078
Train Loss 0.786
Train Loss 0.780
Train Loss 0.750
Train Loss 0.785
Train Loss 0.775
Train Loss 0.795
Train Loss 0.805
Epoch  88 | Time    45 | Train Loss 0.8106 | Test Loss 0.001 | Test Error 21.77
Train Loss 0.093
Train Loss 0.818
Train Loss 0.809
Train Loss 0.793
Train Loss 0.790
Train Loss 0.772
Train Loss 0.781
Train Loss 0.793
Epoch  89 | Time    45 | Train Loss 0.8231 | Test Loss 0.001 | Test Error 21.74
Train Loss 0.076
Train Loss 0.790
Train Loss 0.769
Train Loss 0.789
Train Loss 0.771
Train Loss 0.778
Train Loss 0.804
Train Loss 0.825
Epoch  90 | Time    45 | Train Loss 0.7976 | Test Loss 0.001 | Test Error 21.78
Train Loss 0.081
Train Loss 0.790
Train Loss 0.805
Train Loss 0.830
Train Loss 0.801
Train Loss 0.824
Train Loss 0.798
Train Loss 0.769
Epoch  91 | Time    45 | Train Loss 0.7920 | Test Loss 0.001 | Test Error 21.78
Train Loss 0.076
Train Loss 0.803
Train Loss 0.791
Train Loss 0.820
Train Loss 0.794
Train Loss 0.798
Train Loss 0.782
Train Loss 0.833
Epoch  92 | Time    46 | Train Loss 0.8069 | Test Loss 0.001 | Test Error 21.61
Train Loss 0.072
Train Loss 0.772
Train Loss 0.781
Train Loss 0.811
Train Loss 0.787
Train Loss 0.801
Train Loss 0.787
Train Loss 0.799
Epoch  93 | Time    46 | Train Loss 0.8011 | Test Loss 0.001 | Test Error 21.80
Train Loss 0.081
Train Loss 0.775
Train Loss 0.778
Train Loss 0.814
Train Loss 0.771
Train Loss 0.800
Train Loss 0.802
Train Loss 0.768
Epoch  94 | Time    46 | Train Loss 0.8005 | Test Loss 0.001 | Test Error 21.74
gaussian_noise
	Test Loss 0.001 | Test Error 27.362
shot_noise
	Test Loss 0.001 | Test Error 25.742
impulse_noise
	Test Loss 0.001 | Test Error 32.434
defocus_blur
	Test Loss 0.001 | Test Error 23.342
glass_blur
	Test Loss 0.001 | Test Error 28.180
motion_blur
	Test Loss 0.001 | Test Error 27.090
zoom_blur
	Test Loss 0.001 | Test Error 25.120
snow
	Test Loss 0.001 | Test Error 29.016
frost
	Test Loss 0.001 | Test Error 30.242
fog
	Test Loss 0.001 | Test Error 33.902
brightness
	Test Loss 0.001 | Test Error 25.022
contrast
	Test Loss 0.001 | Test Error 39.690
elastic_transform
	Test Loss 0.001 | Test Error 26.172
pixelate
	Test Loss 0.001 | Test Error 22.794
jpeg_compression
	Test Loss 0.001 | Test Error 23.420
Mean Corruption Error: 27.969