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cifartest.out
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/cm/local/apps/slurm/var/spool/job1401276/slurm_script: line 14: venv: command not found
/cm/local/apps/slurm/var/spool/job1401276/slurm_script: line 15: bin: command not found
Bright Maschine Learning software stack loaded.
Files already downloaded and verified
Files already downloaded and verified
Beginning training from epoch: 1
Train Loss 0.237
Train Loss 1.986
Train Loss 1.815
Train Loss 1.682
Train Loss 1.571
Train Loss 1.480
Train Loss 1.416
Train Loss 1.333
Epoch 1 | Time 39 | Train Loss 1.2677 | Test Loss 0.001 | Test Error 42.44
Train Loss 0.118
Train Loss 1.227
Train Loss 1.202
Train Loss 1.139
Train Loss 1.110
Train Loss 1.080
Train Loss 1.069
Train Loss 1.061
Epoch 2 | Time 37 | Train Loss 1.0210 | Test Loss 0.001 | Test Error 34.55
Train Loss 0.116
Train Loss 1.018
Train Loss 0.989
Train Loss 0.960
Train Loss 0.949
Train Loss 0.921
Train Loss 0.928
Train Loss 0.923
Epoch 3 | Time 37 | Train Loss 0.8811 | Test Loss 0.001 | Test Error 28.39
Train Loss 0.082
Train Loss 0.906
Train Loss 0.875
Train Loss 0.887
Train Loss 0.839
Train Loss 0.841
Train Loss 0.829
Train Loss 0.854
Epoch 4 | Time 36 | Train Loss 0.8212 | Test Loss 0.001 | Test Error 23.96
Train Loss 0.085
Train Loss 0.792
Train Loss 0.810
Train Loss 0.814
Train Loss 0.806
Train Loss 0.839
Train Loss 0.818
Train Loss 0.757
Epoch 5 | Time 37 | Train Loss 0.8090 | Test Loss 0.001 | Test Error 22.55
Train Loss 0.085
Train Loss 0.782
Train Loss 0.744
Train Loss 0.774
Train Loss 0.778
Train Loss 0.762
Train Loss 0.783
Train Loss 0.777
Epoch 6 | Time 36 | Train Loss 0.7626 | Test Loss 0.001 | Test Error 22.42
Train Loss 0.071
Train Loss 0.765
Train Loss 0.765
Train Loss 0.763
Train Loss 0.713
Train Loss 0.740
Train Loss 0.735
Train Loss 0.764
Epoch 7 | Time 37 | Train Loss 0.7151 | Test Loss 0.001 | Test Error 20.64
Train Loss 0.075
Train Loss 0.746
Train Loss 0.700
Train Loss 0.704
Train Loss 0.722
Train Loss 0.718
Train Loss 0.702
Train Loss 0.717
Epoch 8 | Time 37 | Train Loss 0.7063 | Test Loss 0.001 | Test Error 17.62
Train Loss 0.066
Train Loss 0.700
Train Loss 0.699
Train Loss 0.731
Train Loss 0.718
Train Loss 0.723
Train Loss 0.714
Train Loss 0.701
Epoch 9 | Time 37 | Train Loss 0.6778 | Test Loss 0.001 | Test Error 21.13
Train Loss 0.062
Train Loss 0.729
Train Loss 0.661
Train Loss 0.714
Train Loss 0.691
Train Loss 0.677
Train Loss 0.721
Train Loss 0.682
Epoch 10 | Time 36 | Train Loss 0.6822 | Test Loss 0.001 | Test Error 18.42
Train Loss 0.068
Train Loss 0.679
Train Loss 0.663
Train Loss 0.670
Train Loss 0.668
Train Loss 0.682
Train Loss 0.683
Train Loss 0.668
Epoch 11 | Time 36 | Train Loss 0.6786 | Test Loss 0.001 | Test Error 19.79
Train Loss 0.064
Train Loss 0.650
Train Loss 0.697
Train Loss 0.674
Train Loss 0.674
Train Loss 0.631
Train Loss 0.676
Train Loss 0.700
Epoch 12 | Time 36 | Train Loss 0.6831 | Test Loss 0.001 | Test Error 16.87
Train Loss 0.057
Train Loss 0.628
Train Loss 0.646
Train Loss 0.649
Train Loss 0.674
Train Loss 0.652
Train Loss 0.658
Train Loss 0.639
Epoch 13 | Time 36 | Train Loss 0.6690 | Test Loss 0.001 | Test Error 17.08
Train Loss 0.060
Train Loss 0.663
Train Loss 0.627
Train Loss 0.633
Train Loss 0.624
Train Loss 0.651
Train Loss 0.666
Train Loss 0.649
Epoch 14 | Time 36 | Train Loss 0.6728 | Test Loss 0.001 | Test Error 19.07
Train Loss 0.064
Train Loss 0.634
Train Loss 0.623
Train Loss 0.619
Train Loss 0.619
Train Loss 0.652
Train Loss 0.631
Train Loss 0.654
Epoch 15 | Time 37 | Train Loss 0.6163 | Test Loss 0.000 | Test Error 15.94
Train Loss 0.062
Train Loss 0.617
Train Loss 0.623
Train Loss 0.609
Train Loss 0.627
Train Loss 0.589
Train Loss 0.620
Train Loss 0.606
Epoch 16 | Time 37 | Train Loss 0.6102 | Test Loss 0.001 | Test Error 19.42
Train Loss 0.061
Train Loss 0.571
Train Loss 0.618
Train Loss 0.623
Train Loss 0.626
Train Loss 0.651
Train Loss 0.610
Train Loss 0.610
Epoch 17 | Time 36 | Train Loss 0.5920 | Test Loss 0.001 | Test Error 17.32
Train Loss 0.057
Train Loss 0.593
Train Loss 0.609
Train Loss 0.606
Train Loss 0.623
Train Loss 0.639
Train Loss 0.619
Train Loss 0.597
Epoch 18 | Time 37 | Train Loss 0.6212 | Test Loss 0.000 | Test Error 17.00
Train Loss 0.069
Train Loss 0.605
Train Loss 0.603
Train Loss 0.601
Train Loss 0.577
Train Loss 0.594
Train Loss 0.650
Train Loss 0.607
Epoch 19 | Time 36 | Train Loss 0.6256 | Test Loss 0.001 | Test Error 23.10
Train Loss 0.070
Train Loss 0.582
Train Loss 0.628
Train Loss 0.627
Train Loss 0.591
Train Loss 0.601
Train Loss 0.600
Train Loss 0.636
Epoch 20 | Time 37 | Train Loss 0.5682 | Test Loss 0.001 | Test Error 16.95
Train Loss 0.060
Train Loss 0.590
Train Loss 0.549
Train Loss 0.583
Train Loss 0.568
Train Loss 0.603
Train Loss 0.576
Train Loss 0.572
Epoch 21 | Time 37 | Train Loss 0.5893 | Test Loss 0.000 | Test Error 14.58
Train Loss 0.059
Train Loss 0.577
Train Loss 0.567
Train Loss 0.606
Train Loss 0.568
Train Loss 0.591
Train Loss 0.609
Train Loss 0.592
Epoch 22 | Time 36 | Train Loss 0.6088 | Test Loss 0.000 | Test Error 16.68
Train Loss 0.068
Train Loss 0.579
Train Loss 0.578
Train Loss 0.604
Train Loss 0.584
Train Loss 0.573
Train Loss 0.586
Train Loss 0.580
Epoch 23 | Time 36 | Train Loss 0.5869 | Test Loss 0.001 | Test Error 19.83
Train Loss 0.066
Train Loss 0.542
Train Loss 0.583
Train Loss 0.603
Train Loss 0.553
Train Loss 0.584
Train Loss 0.543
Train Loss 0.550
Epoch 24 | Time 36 | Train Loss 0.5810 | Test Loss 0.001 | Test Error 20.77
Train Loss 0.065
Train Loss 0.517
Train Loss 0.558
Train Loss 0.567
Train Loss 0.565
Train Loss 0.560
Train Loss 0.558
Train Loss 0.580
Epoch 25 | Time 37 | Train Loss 0.5598 | Test Loss 0.001 | Test Error 16.83
Train Loss 0.044
Train Loss 0.563
Train Loss 0.554
Train Loss 0.611
Train Loss 0.557
Train Loss 0.577
Train Loss 0.563
Train Loss 0.612
Epoch 26 | Time 37 | Train Loss 0.5590 | Test Loss 0.000 | Test Error 14.10
Train Loss 0.055
Train Loss 0.556
Train Loss 0.549
Train Loss 0.583
Train Loss 0.576
Train Loss 0.556
Train Loss 0.565
Train Loss 0.595
Epoch 27 | Time 36 | Train Loss 0.5501 | Test Loss 0.001 | Test Error 17.98
Train Loss 0.051
Train Loss 0.529
Train Loss 0.542
Train Loss 0.548
Train Loss 0.517
Train Loss 0.566
Train Loss 0.526
Train Loss 0.574
Epoch 28 | Time 37 | Train Loss 0.5750 | Test Loss 0.000 | Test Error 14.27
Train Loss 0.048
Train Loss 0.539
Train Loss 0.550
Train Loss 0.557
Train Loss 0.550
Train Loss 0.530
Train Loss 0.600
Train Loss 0.540
Epoch 29 | Time 37 | Train Loss 0.5449 | Test Loss 0.000 | Test Error 15.49
Train Loss 0.054
Train Loss 0.535
Train Loss 0.533
Train Loss 0.531
Train Loss 0.544
Train Loss 0.537
Train Loss 0.553
Train Loss 0.532
Epoch 30 | Time 37 | Train Loss 0.5427 | Test Loss 0.000 | Test Error 16.44
Train Loss 0.055
Train Loss 0.520
Train Loss 0.553
Train Loss 0.575
Train Loss 0.571
Train Loss 0.574
Train Loss 0.514
Train Loss 0.511
Epoch 31 | Time 37 | Train Loss 0.5135 | Test Loss 0.000 | Test Error 14.50
Train Loss 0.064
Train Loss 0.550
Train Loss 0.541
Train Loss 0.546
Train Loss 0.543
Train Loss 0.563
Train Loss 0.555
Train Loss 0.524
Epoch 32 | Time 37 | Train Loss 0.5429 | Test Loss 0.000 | Test Error 13.34
Train Loss 0.061
Train Loss 0.532
Train Loss 0.542
Train Loss 0.520
Train Loss 0.548
Train Loss 0.575
Train Loss 0.522
Train Loss 0.493
Epoch 33 | Time 36 | Train Loss 0.5204 | Test Loss 0.000 | Test Error 13.57
Train Loss 0.038
Train Loss 0.526
Train Loss 0.546
Train Loss 0.532
Train Loss 0.519
Train Loss 0.553
Train Loss 0.522
Train Loss 0.501
Epoch 34 | Time 36 | Train Loss 0.5611 | Test Loss 0.000 | Test Error 13.85
Train Loss 0.047
Train Loss 0.492
Train Loss 0.535
Train Loss 0.524
Train Loss 0.552
Train Loss 0.512
Train Loss 0.529
Train Loss 0.527
Epoch 35 | Time 36 | Train Loss 0.5198 | Test Loss 0.001 | Test Error 17.62
Train Loss 0.052
Train Loss 0.524
Train Loss 0.523
Train Loss 0.521
Train Loss 0.518
Train Loss 0.536
Train Loss 0.517
Train Loss 0.525
Epoch 36 | Time 36 | Train Loss 0.5394 | Test Loss 0.001 | Test Error 17.45
Train Loss 0.048
Train Loss 0.500
Train Loss 0.536
Train Loss 0.521
Train Loss 0.555
Train Loss 0.465
Train Loss 0.573
Train Loss 0.509
Epoch 37 | Time 37 | Train Loss 0.5256 | Test Loss 0.000 | Test Error 13.45
Train Loss 0.064
Train Loss 0.501
Train Loss 0.499
Train Loss 0.538
Train Loss 0.499
Train Loss 0.514
Train Loss 0.517
Train Loss 0.503
Epoch 38 | Time 36 | Train Loss 0.5163 | Test Loss 0.000 | Test Error 11.69
Train Loss 0.048
Train Loss 0.498
Train Loss 0.472
Train Loss 0.514
Train Loss 0.524
Train Loss 0.498
Train Loss 0.529
Train Loss 0.471
Epoch 39 | Time 37 | Train Loss 0.4894 | Test Loss 0.000 | Test Error 12.96
Train Loss 0.049
Train Loss 0.503
Train Loss 0.533
Train Loss 0.512
Train Loss 0.531
Train Loss 0.455
Train Loss 0.516
Train Loss 0.485
Epoch 40 | Time 37 | Train Loss 0.5143 | Test Loss 0.000 | Test Error 15.02
Train Loss 0.043
Train Loss 0.474
Train Loss 0.523
Train Loss 0.484
Train Loss 0.496
Train Loss 0.505
Train Loss 0.473
Train Loss 0.493
Epoch 41 | Time 36 | Train Loss 0.4937 | Test Loss 0.000 | Test Error 13.48
Train Loss 0.044
Train Loss 0.467
Train Loss 0.523
Train Loss 0.470
Train Loss 0.480
Train Loss 0.516
Train Loss 0.497
Train Loss 0.484
Epoch 42 | Time 37 | Train Loss 0.5293 | Test Loss 0.000 | Test Error 12.74
Train Loss 0.038
Train Loss 0.472
Train Loss 0.472
Train Loss 0.490
Train Loss 0.477
Train Loss 0.520
Train Loss 0.466
Train Loss 0.495
Epoch 43 | Time 37 | Train Loss 0.5231 | Test Loss 0.000 | Test Error 16.45
Train Loss 0.042
Train Loss 0.462
Train Loss 0.472
Train Loss 0.486
Train Loss 0.485
Train Loss 0.462
Train Loss 0.469
Train Loss 0.492
Epoch 44 | Time 37 | Train Loss 0.4987 | Test Loss 0.000 | Test Error 13.41
Train Loss 0.042
Train Loss 0.478
Train Loss 0.458
Train Loss 0.466
Train Loss 0.513
Train Loss 0.486
Train Loss 0.496
Train Loss 0.469
Epoch 45 | Time 37 | Train Loss 0.4865 | Test Loss 0.000 | Test Error 11.94
Train Loss 0.041
Train Loss 0.466
Train Loss 0.463
Train Loss 0.475
Train Loss 0.479
Train Loss 0.469
Train Loss 0.514
Train Loss 0.458
Epoch 46 | Time 37 | Train Loss 0.4973 | Test Loss 0.000 | Test Error 12.34
Train Loss 0.049
Train Loss 0.444
Train Loss 0.491
Train Loss 0.477
Train Loss 0.460
Train Loss 0.464
Train Loss 0.477
Train Loss 0.494
Epoch 47 | Time 37 | Train Loss 0.4545 | Test Loss 0.000 | Test Error 11.18
Train Loss 0.044
Train Loss 0.455
Train Loss 0.451
Train Loss 0.464
Train Loss 0.494
Train Loss 0.470
Train Loss 0.466
Train Loss 0.463
Epoch 48 | Time 36 | Train Loss 0.4595 | Test Loss 0.000 | Test Error 11.36
Train Loss 0.051
Train Loss 0.447
Train Loss 0.453
Train Loss 0.426
Train Loss 0.506
Train Loss 0.443
Train Loss 0.470
Train Loss 0.442
Epoch 49 | Time 37 | Train Loss 0.4858 | Test Loss 0.000 | Test Error 11.91
Train Loss 0.038
Train Loss 0.459
Train Loss 0.444
Train Loss 0.445
Train Loss 0.422
Train Loss 0.463
Train Loss 0.470
Train Loss 0.462
Epoch 50 | Time 37 | Train Loss 0.4690 | Test Loss 0.000 | Test Error 12.54
Train Loss 0.041
Train Loss 0.406
Train Loss 0.430
Train Loss 0.431
Train Loss 0.424
Train Loss 0.439
Train Loss 0.471
Train Loss 0.494
Epoch 51 | Time 37 | Train Loss 0.4338 | Test Loss 0.000 | Test Error 11.02
Train Loss 0.044
Train Loss 0.436
Train Loss 0.443
Train Loss 0.445
Train Loss 0.461
Train Loss 0.463
Train Loss 0.449
Train Loss 0.442
Epoch 52 | Time 37 | Train Loss 0.4138 | Test Loss 0.000 | Test Error 11.82
Train Loss 0.047
Train Loss 0.441
Train Loss 0.423
Train Loss 0.431
Train Loss 0.434
Train Loss 0.448
Train Loss 0.418
Train Loss 0.429
Epoch 53 | Time 36 | Train Loss 0.4465 | Test Loss 0.000 | Test Error 11.67
Train Loss 0.035
Train Loss 0.422
Train Loss 0.435
Train Loss 0.419
Train Loss 0.409
Train Loss 0.399
Train Loss 0.461
Train Loss 0.452
Epoch 54 | Time 37 | Train Loss 0.4223 | Test Loss 0.000 | Test Error 10.96
Train Loss 0.033
Train Loss 0.418
Train Loss 0.424
Train Loss 0.433
Train Loss 0.435
Train Loss 0.455
Train Loss 0.426
Train Loss 0.416
Epoch 55 | Time 37 | Train Loss 0.4485 | Test Loss 0.000 | Test Error 12.01
Train Loss 0.043
Train Loss 0.410
Train Loss 0.400
Train Loss 0.437
Train Loss 0.412
Train Loss 0.421
Train Loss 0.413
Train Loss 0.404
Epoch 56 | Time 36 | Train Loss 0.4305 | Test Loss 0.000 | Test Error 10.71
Train Loss 0.028
Train Loss 0.422
Train Loss 0.419
Train Loss 0.421
Train Loss 0.398
Train Loss 0.420
Train Loss 0.417
Train Loss 0.421
Epoch 57 | Time 37 | Train Loss 0.4214 | Test Loss 0.000 | Test Error 10.63
Train Loss 0.041
Train Loss 0.420
Train Loss 0.412
Train Loss 0.407
Train Loss 0.403
Train Loss 0.425
Train Loss 0.421
Train Loss 0.413
Epoch 58 | Time 36 | Train Loss 0.4276 | Test Loss 0.000 | Test Error 9.68
Train Loss 0.043
Train Loss 0.381
Train Loss 0.404
Train Loss 0.378
Train Loss 0.370
Train Loss 0.419
Train Loss 0.381
Train Loss 0.409
Epoch 59 | Time 36 | Train Loss 0.4174 | Test Loss 0.000 | Test Error 10.39
Train Loss 0.043
Train Loss 0.376
Train Loss 0.389
Train Loss 0.381
Train Loss 0.413
Train Loss 0.402
Train Loss 0.388
Train Loss 0.398
Epoch 60 | Time 36 | Train Loss 0.4052 | Test Loss 0.000 | Test Error 9.98
Train Loss 0.050
Train Loss 0.393
Train Loss 0.364
Train Loss 0.407
Train Loss 0.390
Train Loss 0.385
Train Loss 0.380
Train Loss 0.386
Epoch 61 | Time 37 | Train Loss 0.3860 | Test Loss 0.000 | Test Error 9.68
Train Loss 0.031
Train Loss 0.403
Train Loss 0.363
Train Loss 0.373
Train Loss 0.413
Train Loss 0.381
Train Loss 0.373
Train Loss 0.363
Epoch 62 | Time 37 | Train Loss 0.4042 | Test Loss 0.000 | Test Error 9.97
Train Loss 0.044
Train Loss 0.343
Train Loss 0.369
Train Loss 0.396
Train Loss 0.393
Train Loss 0.367
Train Loss 0.388
Train Loss 0.364
Epoch 63 | Time 37 | Train Loss 0.3527 | Test Loss 0.000 | Test Error 10.35
Train Loss 0.031
Train Loss 0.380
Train Loss 0.372
Train Loss 0.372
Train Loss 0.369
Train Loss 0.392
Train Loss 0.387
Train Loss 0.350
Epoch 64 | Time 37 | Train Loss 0.3340 | Test Loss 0.000 | Test Error 8.69
Train Loss 0.030
Train Loss 0.377
Train Loss 0.348
Train Loss 0.366
Train Loss 0.356
Train Loss 0.346
Train Loss 0.367
Train Loss 0.364
Epoch 65 | Time 37 | Train Loss 0.3666 | Test Loss 0.000 | Test Error 8.81
Train Loss 0.041
Train Loss 0.329
Train Loss 0.348
Train Loss 0.353
Train Loss 0.354
Train Loss 0.358
Train Loss 0.360
Train Loss 0.361
Epoch 66 | Time 37 | Train Loss 0.3735 | Test Loss 0.000 | Test Error 8.43
Train Loss 0.025
Train Loss 0.316
Train Loss 0.341
Train Loss 0.348
Train Loss 0.368
Train Loss 0.336
Train Loss 0.349
Train Loss 0.327
Epoch 67 | Time 35 | Train Loss 0.3783 | Test Loss 0.000 | Test Error 8.72
Train Loss 0.040
Train Loss 0.339
Train Loss 0.328
Train Loss 0.343
Train Loss 0.316
Train Loss 0.352
Train Loss 0.328
Train Loss 0.355
Epoch 68 | Time 37 | Train Loss 0.3278 | Test Loss 0.000 | Test Error 9.04
Train Loss 0.035
Train Loss 0.317
Train Loss 0.331
Train Loss 0.339
Train Loss 0.340
Train Loss 0.338
Train Loss 0.327
Train Loss 0.361
Epoch 69 | Time 36 | Train Loss 0.3237 | Test Loss 0.000 | Test Error 8.77
Train Loss 0.035
Train Loss 0.296
Train Loss 0.335
Train Loss 0.342
Train Loss 0.340
Train Loss 0.348
Train Loss 0.357
Train Loss 0.320
Epoch 70 | Time 37 | Train Loss 0.3335 | Test Loss 0.000 | Test Error 8.47
Train Loss 0.022
Train Loss 0.287
Train Loss 0.297
Train Loss 0.305
Train Loss 0.326
Train Loss 0.325
Train Loss 0.329
Train Loss 0.305
Epoch 71 | Time 36 | Train Loss 0.3198 | Test Loss 0.000 | Test Error 7.38
Train Loss 0.047
Train Loss 0.303
Train Loss 0.324
Train Loss 0.296
Train Loss 0.346
Train Loss 0.313
Train Loss 0.329
Train Loss 0.322
Epoch 72 | Time 36 | Train Loss 0.3127 | Test Loss 0.000 | Test Error 8.15
Train Loss 0.021
Train Loss 0.256
Train Loss 0.309
Train Loss 0.313
Train Loss 0.302
Train Loss 0.332
Train Loss 0.330
Train Loss 0.315
Epoch 73 | Time 37 | Train Loss 0.2856 | Test Loss 0.000 | Test Error 7.43
Train Loss 0.024
Train Loss 0.302
Train Loss 0.290
Train Loss 0.313
Train Loss 0.310
Train Loss 0.304
Train Loss 0.331
Train Loss 0.271
Epoch 74 | Time 37 | Train Loss 0.3100 | Test Loss 0.000 | Test Error 7.26
Train Loss 0.028
Train Loss 0.276
Train Loss 0.303
Train Loss 0.303
Train Loss 0.314
Train Loss 0.328
Train Loss 0.315
Train Loss 0.241
Epoch 75 | Time 37 | Train Loss 0.2823 | Test Loss 0.000 | Test Error 7.91
Train Loss 0.029
Train Loss 0.274
Train Loss 0.272
Train Loss 0.287
Train Loss 0.296
Train Loss 0.272
Train Loss 0.271
Train Loss 0.289
Epoch 76 | Time 37 | Train Loss 0.2802 | Test Loss 0.000 | Test Error 7.80
Train Loss 0.015
Train Loss 0.248
Train Loss 0.266
Train Loss 0.273
Train Loss 0.258
Train Loss 0.274
Train Loss 0.286
Train Loss 0.280
Epoch 77 | Time 36 | Train Loss 0.2732 | Test Loss 0.000 | Test Error 7.10
Train Loss 0.021
Train Loss 0.271
Train Loss 0.258
Train Loss 0.281
Train Loss 0.253
Train Loss 0.259
Train Loss 0.263
Train Loss 0.249
Epoch 78 | Time 36 | Train Loss 0.2712 | Test Loss 0.000 | Test Error 7.10
Train Loss 0.033
Train Loss 0.249
Train Loss 0.232
Train Loss 0.258
Train Loss 0.254
Train Loss 0.254
Train Loss 0.259
Train Loss 0.268
Epoch 79 | Time 36 | Train Loss 0.2419 | Test Loss 0.000 | Test Error 6.90
Train Loss 0.025
Train Loss 0.255
Train Loss 0.246
Train Loss 0.248
Train Loss 0.215
Train Loss 0.226
Train Loss 0.244
Train Loss 0.253
Epoch 80 | Time 37 | Train Loss 0.2497 | Test Loss 0.000 | Test Error 6.06
Train Loss 0.038
Train Loss 0.248
Train Loss 0.246
Train Loss 0.247
Train Loss 0.232
Train Loss 0.213
Train Loss 0.225
Train Loss 0.250
Epoch 81 | Time 37 | Train Loss 0.2195 | Test Loss 0.000 | Test Error 6.58
Train Loss 0.017
Train Loss 0.232
Train Loss 0.221
Train Loss 0.219
Train Loss 0.230
Train Loss 0.226
Train Loss 0.224
Train Loss 0.241
Epoch 82 | Time 37 | Train Loss 0.2190 | Test Loss 0.000 | Test Error 6.10
Train Loss 0.022
Train Loss 0.188
Train Loss 0.193
Train Loss 0.223
Train Loss 0.222
Train Loss 0.232
Train Loss 0.230
Train Loss 0.217
Epoch 83 | Time 36 | Train Loss 0.2149 | Test Loss 0.000 | Test Error 6.17
Train Loss 0.028
Train Loss 0.187
Train Loss 0.231
Train Loss 0.221
Train Loss 0.222
Train Loss 0.200
Train Loss 0.203
Train Loss 0.205
Epoch 84 | Time 36 | Train Loss 0.2040 | Test Loss 0.000 | Test Error 6.33
Train Loss 0.033
Train Loss 0.197
Train Loss 0.179
Train Loss 0.190
Train Loss 0.182
Train Loss 0.197
Train Loss 0.190
Train Loss 0.209
Epoch 85 | Time 36 | Train Loss 0.1957 | Test Loss 0.000 | Test Error 5.75
Train Loss 0.023
Train Loss 0.165
Train Loss 0.180
Train Loss 0.192
Train Loss 0.183
Train Loss 0.199
Train Loss 0.187
Train Loss 0.173
Epoch 86 | Time 37 | Train Loss 0.1733 | Test Loss 0.000 | Test Error 5.48
Train Loss 0.022
Train Loss 0.159
Train Loss 0.160
Train Loss 0.178
Train Loss 0.197
Train Loss 0.183
Train Loss 0.223
Train Loss 0.161
Epoch 87 | Time 37 | Train Loss 0.1816 | Test Loss 0.000 | Test Error 5.70
Train Loss 0.018
Train Loss 0.168
Train Loss 0.155
Train Loss 0.180
Train Loss 0.168
Train Loss 0.179
Train Loss 0.149
Train Loss 0.158
Epoch 88 | Time 37 | Train Loss 0.1643 | Test Loss 0.000 | Test Error 5.44
Train Loss 0.017
Train Loss 0.161
Train Loss 0.154
Train Loss 0.173
Train Loss 0.156
Train Loss 0.164
Train Loss 0.156
Train Loss 0.184
Epoch 89 | Time 37 | Train Loss 0.1432 | Test Loss 0.000 | Test Error 5.05
Train Loss 0.011
Train Loss 0.125
Train Loss 0.169
Train Loss 0.169
Train Loss 0.138
Train Loss 0.147
Train Loss 0.156
Train Loss 0.171
Epoch 90 | Time 38 | Train Loss 0.1331 | Test Loss 0.000 | Test Error 5.33
Train Loss 0.012
Train Loss 0.140
Train Loss 0.131
Train Loss 0.136
Train Loss 0.133
Train Loss 0.157
Train Loss 0.153
Train Loss 0.130
Epoch 91 | Time 37 | Train Loss 0.1478 | Test Loss 0.000 | Test Error 4.93
Train Loss 0.018
Train Loss 0.132
Train Loss 0.122
Train Loss 0.127
Train Loss 0.119
Train Loss 0.133
Train Loss 0.130
Train Loss 0.117
Epoch 92 | Time 36 | Train Loss 0.1453 | Test Loss 0.000 | Test Error 5.11
Train Loss 0.005
Train Loss 0.135
Train Loss 0.142
Train Loss 0.120
Train Loss 0.136
Train Loss 0.111
Train Loss 0.127
Train Loss 0.112
Epoch 93 | Time 37 | Train Loss 0.1084 | Test Loss 0.000 | Test Error 4.78
Train Loss 0.015
Train Loss 0.122
Train Loss 0.114
Train Loss 0.127
Train Loss 0.102
Train Loss 0.104
Train Loss 0.112
Train Loss 0.107
Epoch 94 | Time 38 | Train Loss 0.1305 | Test Loss 0.000 | Test Error 4.80
Train Loss 0.012
Train Loss 0.124
Train Loss 0.121
Train Loss 0.099
Train Loss 0.107
Train Loss 0.115
Train Loss 0.115
Train Loss 0.118
Epoch 95 | Time 36 | Train Loss 0.1135 | Test Loss 0.000 | Test Error 4.64
Train Loss 0.014
Train Loss 0.113
Train Loss 0.126
Train Loss 0.115
Train Loss 0.097
Train Loss 0.108
Train Loss 0.105
Train Loss 0.100
Epoch 96 | Time 37 | Train Loss 0.1011 | Test Loss 0.000 | Test Error 4.59
Train Loss 0.006
Train Loss 0.105
Train Loss 0.098
Train Loss 0.093
Train Loss 0.110
Train Loss 0.114
Train Loss 0.104
Train Loss 0.115
Epoch 97 | Time 36 | Train Loss 0.1103 | Test Loss 0.000 | Test Error 4.60
Train Loss 0.008
Train Loss 0.100
Train Loss 0.097
Train Loss 0.098
Train Loss 0.124
Train Loss 0.119
Train Loss 0.113
Train Loss 0.103
Epoch 98 | Time 38 | Train Loss 0.1228 | Test Loss 0.000 | Test Error 4.51
Train Loss 0.011
Train Loss 0.089
Train Loss 0.110
Train Loss 0.106
Train Loss 0.103
Train Loss 0.104
Train Loss 0.102
Train Loss 0.108
Epoch 99 | Time 37 | Train Loss 0.0946 | Test Loss 0.000 | Test Error 4.50
Train Loss 0.008
Train Loss 0.114
Train Loss 0.119
Train Loss 0.112
Train Loss 0.110
Train Loss 0.098
Train Loss 0.100
Train Loss 0.119
Epoch 100 | Time 37 | Train Loss 0.0946 | Test Loss 0.000 | Test Error 4.49
gaussian_noise
Test Loss 0.001 | Test Error 18.100
shot_noise
Test Loss 0.001 | Test Error 13.514
impulse_noise
Test Loss 0.001 | Test Error 14.416
defocus_blur
Test Loss 0.000 | Test Error 5.554
glass_blur
Test Loss 0.001 | Test Error 19.560
motion_blur
Test Loss 0.000 | Test Error 7.528
zoom_blur
Test Loss 0.000 | Test Error 6.744
snow
Test Loss 0.000 | Test Error 10.344
frost
Test Loss 0.000 | Test Error 10.540
fog
Test Loss 0.000 | Test Error 8.140
brightness
Test Loss 0.000 | Test Error 5.410
contrast
Test Loss 0.000 | Test Error 9.256
elastic_transform
Test Loss 0.000 | Test Error 9.484
pixelate
Test Loss 0.000 | Test Error 13.266
jpeg_compression
Test Loss 0.000 | Test Error 12.432
Mean Corruption Error: 10.953