h_convnext_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=ConvNeXt_Tiny_Weights.IMAGENET1K_V1`. You can also use `weights=ConvNeXt_Tiny_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)
Train Loss 0.261
Train Loss 1.546
Train Loss 1.151
Train Loss 0.998
Train Loss 0.848
Train Loss 0.848
Train Loss 0.838
Train Loss 0.775
Epoch   1 | Time    56 | Train Loss 0.7310 | Test Loss 0.000 | Test Error 13.39
Train Loss 0.066
Train Loss 0.680
Train Loss 0.671
Train Loss 0.702
Train Loss 0.672
Train Loss 0.656
Train Loss 0.634
Train Loss 0.615
Epoch   2 | Time    52 | Train Loss 0.6114 | Test Loss 0.000 | Test Error 11.20
Train Loss 0.055
Train Loss 0.608
Train Loss 0.566
Train Loss 0.559
Train Loss 0.567
Train Loss 0.579
Train Loss 0.580
Train Loss 0.556
Epoch   3 | Time    51 | Train Loss 0.5743 | Test Loss 0.000 | Test Error 9.76
Train Loss 0.048
Train Loss 0.536
Train Loss 0.543
Train Loss 0.517
Train Loss 0.530
Train Loss 0.516
Train Loss 0.527
Train Loss 0.521
Epoch   4 | Time    53 | Train Loss 0.4977 | Test Loss 0.000 | Test Error 9.65
Train Loss 0.049
Train Loss 0.476
Train Loss 0.506
Train Loss 0.530
Train Loss 0.497
Train Loss 0.517
Train Loss 0.475
Train Loss 0.473
Epoch   5 | Time    49 | Train Loss 0.4781 | Test Loss 0.000 | Test Error 8.66
Train Loss 0.039
Train Loss 0.507
Train Loss 0.424
Train Loss 0.463
Train Loss 0.444
Train Loss 0.462
Train Loss 0.441
Train Loss 0.458
Epoch   6 | Time    53 | Train Loss 0.4833 | Test Loss 0.000 | Test Error 8.49
Train Loss 0.031
Train Loss 0.423
Train Loss 0.456
Train Loss 0.414
Train Loss 0.424
Train Loss 0.427
Train Loss 0.418
Train Loss 0.413
Epoch   7 | Time    49 | Train Loss 0.4315 | Test Loss 0.000 | Test Error 8.26
Train Loss 0.054
Train Loss 0.419
Train Loss 0.425
Train Loss 0.401
Train Loss 0.429
Train Loss 0.413
Train Loss 0.381
Train Loss 0.415
Epoch   8 | Time    52 | Train Loss 0.3895 | Test Loss 0.000 | Test Error 8.02
Train Loss 0.036
Train Loss 0.381
Train Loss 0.391
Train Loss 0.389
Train Loss 0.391
Train Loss 0.385
Train Loss 0.400
Train Loss 0.391
Epoch   9 | Time    52 | Train Loss 0.3749 | Test Loss 0.000 | Test Error 7.92
Train Loss 0.036
Train Loss 0.378
Train Loss 0.353
Train Loss 0.349
Train Loss 0.367
Train Loss 0.402
Train Loss 0.353
Train Loss 0.373
Epoch  10 | Time    50 | Train Loss 0.4113 | Test Loss 0.000 | Test Error 7.75
Train Loss 0.057
Train Loss 0.358
Train Loss 0.361
Train Loss 0.356
Train Loss 0.371
Train Loss 0.338
Train Loss 0.353
Train Loss 0.360
Epoch  11 | Time    50 | Train Loss 0.3449 | Test Loss 0.000 | Test Error 7.29
Train Loss 0.029
Train Loss 0.348
Train Loss 0.347
Train Loss 0.341
Train Loss 0.354
Train Loss 0.328
Train Loss 0.323
Train Loss 0.333
Epoch  12 | Time    50 | Train Loss 0.3415 | Test Loss 0.000 | Test Error 7.21
Train Loss 0.031
Train Loss 0.340
Train Loss 0.322
Train Loss 0.335
Train Loss 0.332
Train Loss 0.304
Train Loss 0.308
Train Loss 0.324
Epoch  13 | Time    51 | Train Loss 0.3416 | Test Loss 0.000 | Test Error 6.90
Train Loss 0.019
Train Loss 0.323
Train Loss 0.313
Train Loss 0.309
Train Loss 0.297
Train Loss 0.303
Train Loss 0.336
Train Loss 0.295
Epoch  14 | Time    52 | Train Loss 0.3613 | Test Loss 0.000 | Test Error 7.11
Train Loss 0.033
Train Loss 0.334
Train Loss 0.346
Train Loss 0.285
Train Loss 0.305
Train Loss 0.289
Train Loss 0.297
Train Loss 0.287
Epoch  15 | Time    51 | Train Loss 0.2984 | Test Loss 0.000 | Test Error 7.06
Train Loss 0.032
Train Loss 0.311
Train Loss 0.318
Train Loss 0.300
Train Loss 0.293
Train Loss 0.276
Train Loss 0.295
Train Loss 0.300
Epoch  16 | Time    52 | Train Loss 0.2951 | Test Loss 0.000 | Test Error 7.02
Train Loss 0.031
Train Loss 0.307
Train Loss 0.295
Train Loss 0.274
Train Loss 0.277
Train Loss 0.289
Train Loss 0.295
Train Loss 0.274
Epoch  17 | Time    53 | Train Loss 0.2842 | Test Loss 0.000 | Test Error 6.71
Train Loss 0.028
Train Loss 0.290
Train Loss 0.281
Train Loss 0.278
Train Loss 0.275
Train Loss 0.279
Train Loss 0.273
Train Loss 0.255
Epoch  18 | Time    53 | Train Loss 0.3021 | Test Loss 0.000 | Test Error 7.00
Train Loss 0.024
Train Loss 0.262
Train Loss 0.254
Train Loss 0.288
Train Loss 0.255
Train Loss 0.273
Train Loss 0.257
Train Loss 0.258
Epoch  19 | Time    50 | Train Loss 0.2594 | Test Loss 0.000 | Test Error 6.79
Train Loss 0.020
Train Loss 0.262
Train Loss 0.248
Train Loss 0.268
Train Loss 0.276
Train Loss 0.280
Train Loss 0.278
Train Loss 0.264
Epoch  20 | Time    50 | Train Loss 0.2792 | Test Loss 0.000 | Test Error 7.04
Train Loss 0.018
Train Loss 0.227
Train Loss 0.252
Train Loss 0.249
Train Loss 0.269
Train Loss 0.260
Train Loss 0.267
Train Loss 0.247
Epoch  21 | Time    49 | Train Loss 0.2481 | Test Loss 0.000 | Test Error 6.92
Train Loss 0.024
Train Loss 0.235
Train Loss 0.218
Train Loss 0.261
Train Loss 0.276
Train Loss 0.240
Train Loss 0.259
Train Loss 0.231
Epoch  22 | Time    53 | Train Loss 0.2868 | Test Loss 0.000 | Test Error 6.68
Train Loss 0.019
Train Loss 0.237
Train Loss 0.241
Train Loss 0.244
Train Loss 0.242
Train Loss 0.242
Train Loss 0.236
Train Loss 0.262
Epoch  23 | Time    53 | Train Loss 0.2491 | Test Loss 0.000 | Test Error 6.94
Train Loss 0.021
Train Loss 0.238
Train Loss 0.222
Train Loss 0.218
Train Loss 0.245
Train Loss 0.251
Train Loss 0.240
Train Loss 0.232
Epoch  24 | Time    51 | Train Loss 0.2475 | Test Loss 0.000 | Test Error 6.85
Train Loss 0.021
Train Loss 0.203
Train Loss 0.216
Train Loss 0.223
Train Loss 0.254
Train Loss 0.236
Train Loss 0.235
Train Loss 0.209
Epoch  25 | Time    49 | Train Loss 0.2294 | Test Loss 0.000 | Test Error 6.59
Train Loss 0.009
Train Loss 0.200
Train Loss 0.226
Train Loss 0.232
Train Loss 0.219
Train Loss 0.209
Train Loss 0.248
Train Loss 0.244
Epoch  26 | Time    54 | Train Loss 0.2431 | Test Loss 0.000 | Test Error 6.54
Train Loss 0.024
Train Loss 0.206
Train Loss 0.228
Train Loss 0.213
Train Loss 0.198
Train Loss 0.244
Train Loss 0.229
Train Loss 0.197
Epoch  27 | Time    53 | Train Loss 0.2346 | Test Loss 0.000 | Test Error 6.95
Train Loss 0.010
Train Loss 0.205
Train Loss 0.210
Train Loss 0.214
Train Loss 0.205
Train Loss 0.217
Train Loss 0.245
Train Loss 0.202
Epoch  28 | Time    55 | Train Loss 0.2015 | Test Loss 0.000 | Test Error 6.44
Train Loss 0.019
Train Loss 0.191
Train Loss 0.179
Train Loss 0.215
Train Loss 0.208
Train Loss 0.226
Train Loss 0.214
Train Loss 0.198
Epoch  29 | Time    53 | Train Loss 0.2371 | Test Loss 0.000 | Test Error 6.60
Train Loss 0.028
Train Loss 0.184
Train Loss 0.193
Train Loss 0.194
Train Loss 0.180
Train Loss 0.186
Train Loss 0.207
Train Loss 0.211
Epoch  30 | Time    53 | Train Loss 0.2022 | Test Loss 0.000 | Test Error 6.51
Train Loss 0.017
Train Loss 0.165
Train Loss 0.194
Train Loss 0.188
Train Loss 0.219
Train Loss 0.218
Train Loss 0.201
Train Loss 0.213
Epoch  31 | Time    53 | Train Loss 0.1774 | Test Loss 0.000 | Test Error 6.26
Train Loss 0.022
Train Loss 0.181
Train Loss 0.168
Train Loss 0.177
Train Loss 0.204
Train Loss 0.207
Train Loss 0.193
Train Loss 0.194
Epoch  32 | Time    52 | Train Loss 0.1992 | Test Loss 0.000 | Test Error 6.36
Train Loss 0.017
Train Loss 0.178
Train Loss 0.181
Train Loss 0.193
Train Loss 0.167
Train Loss 0.171
Train Loss 0.181
Train Loss 0.184
Epoch  33 | Time    50 | Train Loss 0.1895 | Test Loss 0.000 | Test Error 6.45
Train Loss 0.017
Train Loss 0.170
Train Loss 0.166
Train Loss 0.184
Train Loss 0.172
Train Loss 0.191
Train Loss 0.187
Train Loss 0.193
Epoch  34 | Time    51 | Train Loss 0.1839 | Test Loss 0.000 | Test Error 6.31
Train Loss 0.019
Train Loss 0.189
Train Loss 0.170
Train Loss 0.174
Train Loss 0.177
Train Loss 0.165
Train Loss 0.160
Train Loss 0.161
Epoch  35 | Time    52 | Train Loss 0.1838 | Test Loss 0.000 | Test Error 6.31
Train Loss 0.026
Train Loss 0.176
Train Loss 0.174
Train Loss 0.175
Train Loss 0.183
Train Loss 0.181
Train Loss 0.169
Train Loss 0.169
Epoch  36 | Time    52 | Train Loss 0.1749 | Test Loss 0.000 | Test Error 6.21
Train Loss 0.009
Train Loss 0.170
Train Loss 0.181
Train Loss 0.186
Train Loss 0.149
Train Loss 0.192
Train Loss 0.178
Train Loss 0.209
Epoch  37 | Time    53 | Train Loss 0.1492 | Test Loss 0.000 | Test Error 6.12
Train Loss 0.012
Train Loss 0.176
Train Loss 0.173
Train Loss 0.177
Train Loss 0.153
Train Loss 0.147
Train Loss 0.143
Train Loss 0.169
Epoch  38 | Time    54 | Train Loss 0.1632 | Test Loss 0.000 | Test Error 6.42
Train Loss 0.016
Train Loss 0.147
Train Loss 0.146
Train Loss 0.161
Train Loss 0.154
Train Loss 0.149
Train Loss 0.186
Train Loss 0.162
Epoch  39 | Time    52 | Train Loss 0.1819 | Test Loss 0.000 | Test Error 6.22
Train Loss 0.014
Train Loss 0.153
Train Loss 0.166
Train Loss 0.138
Train Loss 0.177
Train Loss 0.158
Train Loss 0.185
Train Loss 0.157
Epoch  40 | Time    54 | Train Loss 0.1569 | Test Loss 0.000 | Test Error 6.49
Train Loss 0.010
Train Loss 0.176
Train Loss 0.168
Train Loss 0.147
Train Loss 0.162
Train Loss 0.162
Train Loss 0.164
Train Loss 0.183
Epoch  41 | Time    53 | Train Loss 0.1712 | Test Loss 0.000 | Test Error 6.19
Train Loss 0.015
Train Loss 0.174
Train Loss 0.142
Train Loss 0.162
Train Loss 0.151
Train Loss 0.148
Train Loss 0.161
Train Loss 0.169
Epoch  42 | Time    53 | Train Loss 0.1529 | Test Loss 0.000 | Test Error 6.06
Train Loss 0.019
Train Loss 0.152
Train Loss 0.151
Train Loss 0.149
Train Loss 0.150
Train Loss 0.165
Train Loss 0.139
Train Loss 0.153
Epoch  43 | Time    53 | Train Loss 0.1532 | Test Loss 0.000 | Test Error 6.01
Train Loss 0.011
Train Loss 0.146
Train Loss 0.147
Train Loss 0.142
Train Loss 0.147
Train Loss 0.141
Train Loss 0.125
Train Loss 0.150
Epoch  44 | Time    54 | Train Loss 0.1367 | Test Loss 0.000 | Test Error 6.11
Train Loss 0.009
Train Loss 0.118
Train Loss 0.138
Train Loss 0.130
Train Loss 0.116
Train Loss 0.150
Train Loss 0.164
Train Loss 0.130
Epoch  45 | Time    53 | Train Loss 0.1419 | Test Loss 0.000 | Test Error 6.22
Train Loss 0.007
Train Loss 0.132
Train Loss 0.140
Train Loss 0.141
Train Loss 0.146
Train Loss 0.135
Train Loss 0.114
Train Loss 0.146
Epoch  46 | Time    50 | Train Loss 0.1304 | Test Loss 0.000 | Test Error 6.11
Train Loss 0.020
Train Loss 0.141
Train Loss 0.134
Train Loss 0.131
Train Loss 0.136
Train Loss 0.101
Train Loss 0.147
Train Loss 0.134
Epoch  47 | Time    52 | Train Loss 0.1233 | Test Loss 0.000 | Test Error 6.19
Train Loss 0.007
Train Loss 0.115
Train Loss 0.126
Train Loss 0.144
Train Loss 0.137
Train Loss 0.127
Train Loss 0.138
Train Loss 0.123
Epoch  48 | Time    53 | Train Loss 0.1256 | Test Loss 0.000 | Test Error 6.10
Train Loss 0.008
Train Loss 0.112
Train Loss 0.143
Train Loss 0.121
Train Loss 0.145
Train Loss 0.121
Train Loss 0.115
Train Loss 0.105
Epoch  49 | Time    53 | Train Loss 0.1352 | Test Loss 0.000 | Test Error 6.25
Train Loss 0.016
Train Loss 0.147
Train Loss 0.139
Train Loss 0.131
Train Loss 0.109
Train Loss 0.120
Train Loss 0.113
Train Loss 0.108
Epoch  50 | Time    54 | Train Loss 0.1413 | Test Loss 0.000 | Test Error 6.12
Train Loss 0.014
Train Loss 0.128
Train Loss 0.114
Train Loss 0.131
Train Loss 0.119
Train Loss 0.118
Train Loss 0.104
Train Loss 0.138
Epoch  51 | Time    51 | Train Loss 0.1363 | Test Loss 0.000 | Test Error 6.41
Train Loss 0.022
Train Loss 0.141
Train Loss 0.126
Train Loss 0.124
Train Loss 0.123
Train Loss 0.113
Train Loss 0.140
Train Loss 0.116
Epoch  52 | Time    54 | Train Loss 0.1135 | Test Loss 0.000 | Test Error 6.03
Train Loss 0.017
Train Loss 0.109
Train Loss 0.128
Train Loss 0.118
Train Loss 0.113
Train Loss 0.131
Train Loss 0.121
Train Loss 0.104
Epoch  53 | Time    51 | Train Loss 0.1092 | Test Loss 0.000 | Test Error 6.29
Train Loss 0.014
Train Loss 0.133
Train Loss 0.121
Train Loss 0.132
Train Loss 0.119
Train Loss 0.111
Train Loss 0.099
Train Loss 0.135
Epoch  54 | Time    53 | Train Loss 0.1312 | Test Loss 0.000 | Test Error 6.03
Train Loss 0.013
Train Loss 0.147
Train Loss 0.132
Train Loss 0.113
Train Loss 0.109
Train Loss 0.111
Train Loss 0.131
Train Loss 0.134
Epoch  55 | Time    53 | Train Loss 0.1217 | Test Loss 0.000 | Test Error 6.13
Train Loss 0.011
Train Loss 0.091
Train Loss 0.096
Train Loss 0.106
Train Loss 0.120
Train Loss 0.109
Train Loss 0.115
Train Loss 0.110
Epoch  56 | Time    52 | Train Loss 0.1037 | Test Loss 0.000 | Test Error 6.04
Train Loss 0.009
Train Loss 0.125
Train Loss 0.106
Train Loss 0.093
Train Loss 0.111
Train Loss 0.094
Train Loss 0.106
Train Loss 0.118
Epoch  57 | Time    50 | Train Loss 0.1158 | Test Loss 0.000 | Test Error 6.24
Train Loss 0.008
Train Loss 0.101
Train Loss 0.106
Train Loss 0.081
Train Loss 0.105
Train Loss 0.084
Train Loss 0.101
Train Loss 0.106
Epoch  58 | Time    51 | Train Loss 0.1183 | Test Loss 0.000 | Test Error 5.89
Train Loss 0.013
Train Loss 0.098
Train Loss 0.114
Train Loss 0.105
Train Loss 0.097
Train Loss 0.104
Train Loss 0.105
Train Loss 0.113
Epoch  59 | Time    49 | Train Loss 0.0892 | Test Loss 0.000 | Test Error 6.12
Train Loss 0.009
Train Loss 0.097
Train Loss 0.096
Train Loss 0.100
Train Loss 0.095
Train Loss 0.089
Train Loss 0.121
Train Loss 0.089
Epoch  60 | Time    52 | Train Loss 0.1139 | Test Loss 0.000 | Test Error 6.09
Train Loss 0.021
Train Loss 0.119
Train Loss 0.087
Train Loss 0.114
Train Loss 0.107
Train Loss 0.098
Train Loss 0.085
Train Loss 0.092
Epoch  61 | Time    51 | Train Loss 0.0981 | Test Loss 0.000 | Test Error 6.04
Train Loss 0.011
Train Loss 0.106
Train Loss 0.106
Train Loss 0.099
Train Loss 0.098
Train Loss 0.119
Train Loss 0.111
Train Loss 0.121
Epoch  62 | Time    50 | Train Loss 0.0879 | Test Loss 0.000 | Test Error 6.07
Train Loss 0.005
Train Loss 0.100
Train Loss 0.108
Train Loss 0.094
Train Loss 0.093
Train Loss 0.097
Train Loss 0.108
Train Loss 0.114
Epoch  63 | Time    54 | Train Loss 0.0794 | Test Loss 0.000 | Test Error 6.01
Train Loss 0.011
Train Loss 0.095
Train Loss 0.094
Train Loss 0.087
Train Loss 0.112
Train Loss 0.117
Train Loss 0.099
Train Loss 0.083
Epoch  64 | Time    52 | Train Loss 0.1017 | Test Loss 0.000 | Test Error 5.91
Train Loss 0.013
Train Loss 0.105
Train Loss 0.103
Train Loss 0.095
Train Loss 0.100
Train Loss 0.086
Train Loss 0.083
Train Loss 0.101
Epoch  65 | Time    52 | Train Loss 0.1260 | Test Loss 0.000 | Test Error 5.80
Train Loss 0.011
Train Loss 0.084
Train Loss 0.084
Train Loss 0.087
Train Loss 0.086
Train Loss 0.097
Train Loss 0.083
Train Loss 0.107
Epoch  66 | Time    53 | Train Loss 0.1013 | Test Loss 0.000 | Test Error 5.96
Train Loss 0.004
Train Loss 0.087
Train Loss 0.086
Train Loss 0.086
Train Loss 0.100
Train Loss 0.094
Train Loss 0.093
Train Loss 0.087
Epoch  67 | Time    54 | Train Loss 0.0970 | Test Loss 0.000 | Test Error 6.15
Train Loss 0.023
Train Loss 0.089
Train Loss 0.101
Train Loss 0.095
Train Loss 0.085
Train Loss 0.109
Train Loss 0.105
Train Loss 0.069
Epoch  68 | Time    54 | Train Loss 0.0888 | Test Loss 0.000 | Test Error 5.95
Train Loss 0.012
Train Loss 0.090
Train Loss 0.086
Train Loss 0.092
Train Loss 0.087
Train Loss 0.073
Train Loss 0.071
Train Loss 0.087
Epoch  69 | Time    53 | Train Loss 0.0850 | Test Loss 0.000 | Test Error 5.96
Train Loss 0.007
Train Loss 0.084
Train Loss 0.090
Train Loss 0.085
Train Loss 0.101
Train Loss 0.103
Train Loss 0.074
Train Loss 0.104
Epoch  70 | Time    54 | Train Loss 0.0804 | Test Loss 0.000 | Test Error 5.88
Train Loss 0.009
Train Loss 0.083
Train Loss 0.085
Train Loss 0.082
Train Loss 0.077
Train Loss 0.095
Train Loss 0.094
Train Loss 0.083
Epoch  71 | Time    52 | Train Loss 0.0814 | Test Loss 0.000 | Test Error 5.77
Train Loss 0.006
Train Loss 0.092
Train Loss 0.062
Train Loss 0.094
Train Loss 0.076
Train Loss 0.077
Train Loss 0.101
Train Loss 0.096
Epoch  72 | Time    54 | Train Loss 0.1027 | Test Loss 0.000 | Test Error 5.77
Train Loss 0.011
Train Loss 0.083
Train Loss 0.068
Train Loss 0.067
Train Loss 0.070
Train Loss 0.087
Train Loss 0.101
Train Loss 0.089
Epoch  73 | Time    53 | Train Loss 0.0762 | Test Loss 0.000 | Test Error 5.94
Train Loss 0.001
Train Loss 0.070
Train Loss 0.087
Train Loss 0.101
Train Loss 0.086
Train Loss 0.091
Train Loss 0.090
Train Loss 0.064
Epoch  74 | Time    51 | Train Loss 0.0774 | Test Loss 0.000 | Test Error 5.85
Train Loss 0.009
Train Loss 0.076
Train Loss 0.065
Train Loss 0.078
Train Loss 0.079
Train Loss 0.071
Train Loss 0.086
Train Loss 0.083
Epoch  75 | Time    50 | Train Loss 0.0721 | Test Loss 0.000 | Test Error 5.87
Train Loss 0.013
Train Loss 0.087
Train Loss 0.067
Train Loss 0.076
Train Loss 0.098
Train Loss 0.083
Train Loss 0.100
Train Loss 0.080
Epoch  76 | Time    51 | Train Loss 0.0853 | Test Loss 0.000 | Test Error 5.85
Train Loss 0.010
Train Loss 0.087
Train Loss 0.119
Train Loss 0.072
Train Loss 0.063
Train Loss 0.083
Train Loss 0.084
Train Loss 0.091
Epoch  77 | Time    53 | Train Loss 0.1037 | Test Loss 0.000 | Test Error 5.82
Train Loss 0.009
Train Loss 0.087
Train Loss 0.075
Train Loss 0.086
Train Loss 0.078
Train Loss 0.082
Train Loss 0.091
Train Loss 0.076
Epoch  78 | Time    52 | Train Loss 0.0793 | Test Loss 0.000 | Test Error 5.80
Train Loss 0.001
Train Loss 0.080
Train Loss 0.069
Train Loss 0.070
Train Loss 0.078
Train Loss 0.076
Train Loss 0.074
Train Loss 0.074
Epoch  79 | Time    54 | Train Loss 0.0567 | Test Loss 0.000 | Test Error 5.75
Train Loss 0.003
Train Loss 0.077
Train Loss 0.074
Train Loss 0.055
Train Loss 0.066
Train Loss 0.060
Train Loss 0.071
Train Loss 0.090
Epoch  80 | Time    49 | Train Loss 0.0864 | Test Loss 0.000 | Test Error 5.83
Train Loss 0.011
Train Loss 0.085
Train Loss 0.070
Train Loss 0.082
Train Loss 0.075
Train Loss 0.078
Train Loss 0.073
Train Loss 0.079
Epoch  81 | Time    53 | Train Loss 0.0771 | Test Loss 0.000 | Test Error 5.82
Train Loss 0.005
Train Loss 0.077
Train Loss 0.064
Train Loss 0.054
Train Loss 0.069
Train Loss 0.072
Train Loss 0.067
Train Loss 0.076
Epoch  82 | Time    52 | Train Loss 0.0614 | Test Loss 0.000 | Test Error 5.92
Train Loss 0.007
Train Loss 0.083
Train Loss 0.064
Train Loss 0.070
Train Loss 0.065
Train Loss 0.080
Train Loss 0.086
Train Loss 0.076
Epoch  83 | Time    51 | Train Loss 0.1016 | Test Loss 0.000 | Test Error 5.93
Train Loss 0.006
Train Loss 0.085
Train Loss 0.078
Train Loss 0.066
Train Loss 0.080
Train Loss 0.067
Train Loss 0.055
Train Loss 0.076
Epoch  84 | Time    54 | Train Loss 0.0705 | Test Loss 0.000 | Test Error 5.83
Train Loss 0.009
Train Loss 0.066
Train Loss 0.079
Train Loss 0.081
Train Loss 0.092
Train Loss 0.058
Train Loss 0.082
Train Loss 0.054
Epoch  85 | Time    49 | Train Loss 0.0821 | Test Loss 0.000 | Test Error 5.80
Train Loss 0.008
Train Loss 0.077
Train Loss 0.068
Train Loss 0.078
Train Loss 0.070
Train Loss 0.085
Train Loss 0.067
Train Loss 0.091
Epoch  86 | Time    54 | Train Loss 0.0835 | Test Loss 0.000 | Test Error 5.80
Train Loss 0.010
Train Loss 0.085
Train Loss 0.056
Train Loss 0.065
Train Loss 0.064
Train Loss 0.067
Train Loss 0.087
Train Loss 0.056
Epoch  87 | Time    52 | Train Loss 0.0702 | Test Loss 0.000 | Test Error 5.78
Train Loss 0.008
Train Loss 0.068
Train Loss 0.071
Train Loss 0.060
Train Loss 0.080
Train Loss 0.086
Train Loss 0.066
Train Loss 0.069
Epoch  88 | Time    48 | Train Loss 0.0722 | Test Loss 0.000 | Test Error 5.82
Train Loss 0.003
Train Loss 0.064
Train Loss 0.083
Train Loss 0.075
Train Loss 0.076
Train Loss 0.083
Train Loss 0.069
Train Loss 0.089
Epoch  89 | Time    54 | Train Loss 0.0759 | Test Loss 0.000 | Test Error 5.82
Train Loss 0.005
Train Loss 0.080
Train Loss 0.059
Train Loss 0.065
Train Loss 0.060
Train Loss 0.089
Train Loss 0.084
Train Loss 0.087
Epoch  90 | Time    53 | Train Loss 0.0590 | Test Loss 0.000 | Test Error 5.84
Train Loss 0.009
Train Loss 0.074
Train Loss 0.057
Train Loss 0.076
Train Loss 0.079
Train Loss 0.083
Train Loss 0.069
Train Loss 0.065
Epoch  91 | Time    49 | Train Loss 0.0766 | Test Loss 0.000 | Test Error 5.81
Train Loss 0.011
Train Loss 0.072
Train Loss 0.087
Train Loss 0.070
Train Loss 0.074
Train Loss 0.099
Train Loss 0.062
Train Loss 0.055
Epoch  92 | Time    52 | Train Loss 0.0694 | Test Loss 0.000 | Test Error 5.80
Train Loss 0.001
Train Loss 0.077
Train Loss 0.079
Train Loss 0.092
Train Loss 0.084
Train Loss 0.062
Train Loss 0.076
Train Loss 0.081
Epoch  93 | Time    48 | Train Loss 0.0688 | Test Loss 0.000 | Test Error 5.80
Train Loss 0.014
Train Loss 0.060
Train Loss 0.057
Train Loss 0.099
Train Loss 0.063
Train Loss 0.069
Train Loss 0.063
Train Loss 0.085
Epoch  94 | Time    48 | Train Loss 0.0634 | Test Loss 0.000 | Test Error 5.80
gaussian_noise
	Test Loss 0.001 | Test Error 19.548
shot_noise
	Test Loss 0.001 | Test Error 15.486
impulse_noise
	Test Loss 0.001 | Test Error 16.638
defocus_blur
	Test Loss 0.000 | Test Error 7.230
glass_blur
	Test Loss 0.001 | Test Error 21.140
motion_blur
	Test Loss 0.000 | Test Error 8.888
zoom_blur
	Test Loss 0.000 | Test Error 8.562
snow
	Test Loss 0.001 | Test Error 11.964
frost
	Test Loss 0.001 | Test Error 12.530
fog
	Test Loss 0.000 | Test Error 11.256
brightness
	Test Loss 0.000 | Test Error 6.850
contrast
	Test Loss 0.000 | Test Error 8.768
elastic_transform
	Test Loss 0.000 | Test Error 10.112
pixelate
	Test Loss 0.001 | Test Error 12.492
jpeg_compression
	Test Loss 0.001 | Test Error 11.926
Mean Corruption Error: 12.226