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cifartest_new.out
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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 1.987
Train Loss 1.812
Train Loss 1.691
Train Loss 1.588
Train Loss 1.477
Train Loss 1.425
Train Loss 1.332
Epoch 1 | Time 38 | Train Loss 1.2649 | Test Loss 0.001 | Test Error 37.45
Train Loss 0.115
Train Loss 1.210
Train Loss 1.197
Train Loss 1.118
Train Loss 1.127
Train Loss 1.060
Train Loss 1.053
Train Loss 1.055
Epoch 2 | Time 35 | Train Loss 1.0012 | Test Loss 0.001 | Test Error 30.80
Train Loss 0.123
Train Loss 1.015
Train Loss 0.975
Train Loss 0.974
Train Loss 0.936
Train Loss 0.916
Train Loss 0.923
Train Loss 0.907
Epoch 3 | Time 35 | Train Loss 0.8761 | Test Loss 0.001 | Test Error 26.53
Train Loss 0.079
Train Loss 0.863
Train Loss 0.864
Train Loss 0.883
Train Loss 0.844
Train Loss 0.822
Train Loss 0.816
Train Loss 0.851
Epoch 4 | Time 35 | Train Loss 0.8208 | Test Loss 0.001 | Test Error 23.34
Train Loss 0.083
Train Loss 0.780
Train Loss 0.808
Train Loss 0.813
Train Loss 0.793
Train Loss 0.840
Train Loss 0.815
Train Loss 0.751
Epoch 5 | Time 35 | Train Loss 0.8011 | Test Loss 0.001 | Test Error 26.32
Train Loss 0.078
Train Loss 0.775
Train Loss 0.740
Train Loss 0.779
Train Loss 0.765
Train Loss 0.770
Train Loss 0.777
Train Loss 0.775
Epoch 6 | Time 35 | Train Loss 0.7592 | Test Loss 0.001 | Test Error 19.65
Train Loss 0.069
Train Loss 0.743
Train Loss 0.777
Train Loss 0.753
Train Loss 0.729
Train Loss 0.755
Train Loss 0.733
Train Loss 0.760
Epoch 7 | Time 35 | Train Loss 0.6989 | Test Loss 0.001 | Test Error 18.47
Train Loss 0.063
Train Loss 0.738
Train Loss 0.690
Train Loss 0.712
Train Loss 0.720
Train Loss 0.708
Train Loss 0.707
Train Loss 0.696
Epoch 8 | Time 35 | Train Loss 0.7021 | Test Loss 0.001 | Test Error 18.83
Train Loss 0.059
Train Loss 0.710
Train Loss 0.710
Train Loss 0.715
Train Loss 0.703
Train Loss 0.708
Train Loss 0.731
Train Loss 0.697
Epoch 9 | Time 35 | Train Loss 0.6449 | Test Loss 0.001 | Test Error 19.05
Train Loss 0.058
Train Loss 0.710
Train Loss 0.664
Train Loss 0.710
Train Loss 0.682
Train Loss 0.678
Train Loss 0.700
Train Loss 0.698
Epoch 10 | Time 35 | Train Loss 0.7149 | Test Loss 0.001 | Test Error 16.95
Train Loss 0.065
Train Loss 0.680
Train Loss 0.651
Train Loss 0.667
Train Loss 0.646
Train Loss 0.685
Train Loss 0.680
Train Loss 0.676
Epoch 11 | Time 35 | Train Loss 0.6780 | Test Loss 0.000 | Test Error 15.85
Train Loss 0.063
Train Loss 0.650
Train Loss 0.673
Train Loss 0.663
Train Loss 0.658
Train Loss 0.675
Train Loss 0.699
Train Loss 0.669
Epoch 12 | Time 35 | Train Loss 0.6982 | Test Loss 0.000 | Test Error 15.92
Train Loss 0.064
Train Loss 0.630
Train Loss 0.620
Train Loss 0.631
Train Loss 0.663
Train Loss 0.645
Train Loss 0.651
Train Loss 0.631
Epoch 13 | Time 35 | Train Loss 0.6414 | Test Loss 0.001 | Test Error 19.19
Train Loss 0.060
Train Loss 0.649
Train Loss 0.624
Train Loss 0.636
Train Loss 0.626
Train Loss 0.665
Train Loss 0.665
Train Loss 0.664
Epoch 14 | Time 35 | Train Loss 0.6627 | Test Loss 0.001 | Test Error 21.96
Train Loss 0.066
Train Loss 0.627
Train Loss 0.622
Train Loss 0.633
Train Loss 0.621
Train Loss 0.647
Train Loss 0.613
Train Loss 0.665
Epoch 15 | Time 35 | Train Loss 0.6206 | Test Loss 0.001 | Test Error 19.85
Train Loss 0.057
Train Loss 0.617
Train Loss 0.633
Train Loss 0.593
Train Loss 0.631
Train Loss 0.585
Train Loss 0.636
Train Loss 0.606
Epoch 16 | Time 35 | Train Loss 0.5989 | Test Loss 0.001 | Test Error 17.80
Train Loss 0.061
Train Loss 0.565
Train Loss 0.606
Train Loss 0.626
Train Loss 0.637
Train Loss 0.637
Train Loss 0.616
Train Loss 0.607
Epoch 17 | Time 35 | Train Loss 0.5913 | Test Loss 0.000 | Test Error 15.72
Train Loss 0.056
Train Loss 0.610
Train Loss 0.598
Train Loss 0.621
Train Loss 0.600
Train Loss 0.631
Train Loss 0.621
Train Loss 0.604
Epoch 18 | Time 35 | Train Loss 0.6228 | Test Loss 0.001 | Test Error 18.39
Train Loss 0.061
Train Loss 0.610
Train Loss 0.598
Train Loss 0.602
Train Loss 0.567
Train Loss 0.577
Train Loss 0.659
Train Loss 0.636
Epoch 19 | Time 35 | Train Loss 0.6169 | Test Loss 0.001 | Test Error 19.49
Train Loss 0.064
Train Loss 0.573
Train Loss 0.635
Train Loss 0.602
Train Loss 0.594
Train Loss 0.604
Train Loss 0.583
Train Loss 0.607
Epoch 20 | Time 35 | Train Loss 0.5720 | Test Loss 0.000 | Test Error 16.25
Train Loss 0.058
Train Loss 0.588
Train Loss 0.567
Train Loss 0.574
Train Loss 0.550
Train Loss 0.622
Train Loss 0.583
Train Loss 0.583
Epoch 21 | Time 35 | Train Loss 0.6057 | Test Loss 0.000 | Test Error 16.34
Train Loss 0.064
Train Loss 0.569
Train Loss 0.577
Train Loss 0.617
Train Loss 0.561
Train Loss 0.599
Train Loss 0.614
Train Loss 0.586
Epoch 22 | Time 35 | Train Loss 0.6168 | Test Loss 0.000 | Test Error 15.11
Train Loss 0.067
Train Loss 0.579
Train Loss 0.571
Train Loss 0.590
Train Loss 0.599
Train Loss 0.571
Train Loss 0.595
Train Loss 0.588
Epoch 23 | Time 35 | Train Loss 0.5740 | Test Loss 0.000 | Test Error 15.47
Train Loss 0.065
Train Loss 0.527
Train Loss 0.602
Train Loss 0.584
Train Loss 0.579
Train Loss 0.582
Train Loss 0.558
Train Loss 0.558
Epoch 24 | Time 35 | Train Loss 0.5581 | Test Loss 0.001 | Test Error 21.77
Train Loss 0.073
Train Loss 0.508
Train Loss 0.568
Train Loss 0.577
Train Loss 0.563
Train Loss 0.562
Train Loss 0.562
Train Loss 0.575
Epoch 25 | Time 35 | Train Loss 0.5705 | Test Loss 0.001 | Test Error 20.60
Train Loss 0.040
Train Loss 0.562
Train Loss 0.575
Train Loss 0.604
Train Loss 0.553
Train Loss 0.569
Train Loss 0.568
Train Loss 0.599
Epoch 26 | Time 35 | Train Loss 0.5678 | Test Loss 0.000 | Test Error 15.64
Train Loss 0.057
Train Loss 0.556
Train Loss 0.545
Train Loss 0.562
Train Loss 0.539
Train Loss 0.566
Train Loss 0.574
Train Loss 0.585
Epoch 27 | Time 35 | Train Loss 0.5434 | Test Loss 0.000 | Test Error 14.38
Train Loss 0.047
Train Loss 0.526
Train Loss 0.536
Train Loss 0.553
Train Loss 0.528
Train Loss 0.578
Train Loss 0.520
Train Loss 0.583
Epoch 28 | Time 35 | Train Loss 0.5911 | Test Loss 0.000 | Test Error 15.48
Train Loss 0.051
Train Loss 0.527
Train Loss 0.541
Train Loss 0.550
Train Loss 0.526
Train Loss 0.534
Train Loss 0.583
Train Loss 0.535
Epoch 29 | Time 35 | Train Loss 0.5235 | Test Loss 0.001 | Test Error 17.72
Train Loss 0.060
Train Loss 0.548
Train Loss 0.522
Train Loss 0.542
Train Loss 0.554
Train Loss 0.542
Train Loss 0.557
Train Loss 0.528
Epoch 30 | Time 35 | Train Loss 0.5170 | Test Loss 0.001 | Test Error 17.75
Train Loss 0.049
Train Loss 0.531
Train Loss 0.573
Train Loss 0.591
Train Loss 0.543
Train Loss 0.574
Train Loss 0.525
Train Loss 0.518
Epoch 31 | Time 35 | Train Loss 0.5005 | Test Loss 0.000 | Test Error 13.03
Train Loss 0.053
Train Loss 0.554
Train Loss 0.538
Train Loss 0.533
Train Loss 0.559
Train Loss 0.546
Train Loss 0.566
Train Loss 0.533
Epoch 32 | Time 35 | Train Loss 0.5318 | Test Loss 0.000 | Test Error 13.89
Train Loss 0.062
Train Loss 0.532
Train Loss 0.534
Train Loss 0.515
Train Loss 0.538
Train Loss 0.579
Train Loss 0.521
Train Loss 0.517
Epoch 33 | Time 35 | Train Loss 0.5329 | Test Loss 0.000 | Test Error 13.67
Train Loss 0.047
Train Loss 0.512
Train Loss 0.525
Train Loss 0.533
Train Loss 0.519
Train Loss 0.537
Train Loss 0.512
Train Loss 0.484
Epoch 34 | Time 35 | Train Loss 0.5592 | Test Loss 0.001 | Test Error 18.86
Train Loss 0.050
Train Loss 0.527
Train Loss 0.532
Train Loss 0.523
Train Loss 0.558
Train Loss 0.491
Train Loss 0.536
Train Loss 0.517
Epoch 35 | Time 35 | Train Loss 0.5347 | Test Loss 0.000 | Test Error 14.23
Train Loss 0.045
Train Loss 0.505
Train Loss 0.520
Train Loss 0.528
Train Loss 0.507
Train Loss 0.523
Train Loss 0.532
Train Loss 0.509
Epoch 36 | Time 35 | Train Loss 0.5145 | Test Loss 0.000 | Test Error 15.18
Train Loss 0.045
Train Loss 0.494
Train Loss 0.521
Train Loss 0.528
Train Loss 0.553
Train Loss 0.480
Train Loss 0.560
Train Loss 0.511
Epoch 37 | Time 35 | Train Loss 0.5044 | Test Loss 0.000 | Test Error 13.66
Train Loss 0.063
Train Loss 0.501
Train Loss 0.478
Train Loss 0.554
Train Loss 0.498
Train Loss 0.527
Train Loss 0.505
Train Loss 0.489
Epoch 38 | Time 35 | Train Loss 0.5263 | Test Loss 0.000 | Test Error 13.95
Train Loss 0.050
Train Loss 0.516
Train Loss 0.484
Train Loss 0.526
Train Loss 0.495
Train Loss 0.518
Train Loss 0.503
Train Loss 0.484
Epoch 39 | Time 35 | Train Loss 0.5002 | Test Loss 0.000 | Test Error 13.20
Train Loss 0.046
Train Loss 0.507
Train Loss 0.511
Train Loss 0.509
Train Loss 0.516
Train Loss 0.477
Train Loss 0.512
Train Loss 0.504
Epoch 40 | Time 35 | Train Loss 0.4968 | Test Loss 0.000 | Test Error 13.58
Train Loss 0.041
Train Loss 0.461
Train Loss 0.526
Train Loss 0.490
Train Loss 0.509
Train Loss 0.473
Train Loss 0.470
Train Loss 0.501
Epoch 41 | Time 35 | Train Loss 0.5037 | Test Loss 0.000 | Test Error 15.62
Train Loss 0.048
Train Loss 0.471
Train Loss 0.524
Train Loss 0.463
Train Loss 0.498
Train Loss 0.498
Train Loss 0.499
Train Loss 0.473
Epoch 42 | Time 35 | Train Loss 0.5338 | Test Loss 0.000 | Test Error 12.46
Train Loss 0.036
Train Loss 0.459
Train Loss 0.486
Train Loss 0.504
Train Loss 0.492
Train Loss 0.522
Train Loss 0.480
Train Loss 0.492
Epoch 43 | Time 35 | Train Loss 0.5310 | Test Loss 0.000 | Test Error 15.18
Train Loss 0.052
Train Loss 0.455
Train Loss 0.494
Train Loss 0.491
Train Loss 0.485
Train Loss 0.453
Train Loss 0.486
Train Loss 0.496
Epoch 44 | Time 35 | Train Loss 0.4793 | Test Loss 0.000 | Test Error 11.70
Train Loss 0.049
Train Loss 0.481
Train Loss 0.466
Train Loss 0.480
Train Loss 0.517
Train Loss 0.495
Train Loss 0.493
Train Loss 0.481
Epoch 45 | Time 35 | Train Loss 0.4786 | Test Loss 0.000 | Test Error 12.99
Train Loss 0.047
Train Loss 0.448
Train Loss 0.466
Train Loss 0.491
Train Loss 0.470
Train Loss 0.462
Train Loss 0.516
Train Loss 0.471
Epoch 46 | Time 35 | Train Loss 0.5077 | Test Loss 0.000 | Test Error 15.77
Train Loss 0.052
Train Loss 0.450
Train Loss 0.490
Train Loss 0.471
Train Loss 0.442
Train Loss 0.484
Train Loss 0.491
Train Loss 0.480
Epoch 47 | Time 35 | Train Loss 0.4326 | Test Loss 0.000 | Test Error 12.21
Train Loss 0.044
Train Loss 0.465
Train Loss 0.446
Train Loss 0.462
Train Loss 0.489
Train Loss 0.456
Train Loss 0.473
Train Loss 0.475
Epoch 48 | Time 35 | Train Loss 0.4608 | Test Loss 0.000 | Test Error 12.83
Train Loss 0.047
Train Loss 0.440
Train Loss 0.448
Train Loss 0.437
Train Loss 0.504
Train Loss 0.460
Train Loss 0.504
Train Loss 0.443
Epoch 49 | Time 35 | Train Loss 0.5028 | Test Loss 0.000 | Test Error 11.35
Train Loss 0.049
Train Loss 0.451
Train Loss 0.446
Train Loss 0.451
Train Loss 0.439
Train Loss 0.465
Train Loss 0.431
Train Loss 0.453
Epoch 50 | Time 35 | Train Loss 0.4842 | Test Loss 0.000 | Test Error 11.39
Train Loss 0.049
Train Loss 0.424
Train Loss 0.450
Train Loss 0.433
Train Loss 0.457
Train Loss 0.450
Train Loss 0.477
Train Loss 0.482
Epoch 51 | Time 35 | Train Loss 0.4395 | Test Loss 0.000 | Test Error 11.68
Train Loss 0.038
Train Loss 0.445
Train Loss 0.447
Train Loss 0.455
Train Loss 0.476
Train Loss 0.446
Train Loss 0.465
Train Loss 0.440
Epoch 52 | Time 35 | Train Loss 0.4293 | Test Loss 0.000 | Test Error 12.35
Train Loss 0.043
Train Loss 0.424
Train Loss 0.424
Train Loss 0.454
Train Loss 0.450
Train Loss 0.461
Train Loss 0.411
Train Loss 0.442
Epoch 53 | Time 35 | Train Loss 0.4640 | Test Loss 0.000 | Test Error 14.50
Train Loss 0.043
Train Loss 0.426
Train Loss 0.405
Train Loss 0.407
Train Loss 0.410
Train Loss 0.407
Train Loss 0.474
Train Loss 0.452
Epoch 54 | Time 35 | Train Loss 0.4166 | Test Loss 0.000 | Test Error 10.28
Train Loss 0.031
Train Loss 0.427
Train Loss 0.430
Train Loss 0.428
Train Loss 0.437
Train Loss 0.445
Train Loss 0.439
Train Loss 0.409
Epoch 55 | Time 35 | Train Loss 0.4255 | Test Loss 0.000 | Test Error 11.66
Train Loss 0.040
Train Loss 0.437
Train Loss 0.397
Train Loss 0.438
Train Loss 0.399
Train Loss 0.417
Train Loss 0.438
Train Loss 0.402
Epoch 56 | Time 35 | Train Loss 0.4250 | Test Loss 0.000 | Test Error 13.59
Train Loss 0.035
Train Loss 0.403
Train Loss 0.401
Train Loss 0.419
Train Loss 0.412
Train Loss 0.433
Train Loss 0.419
Train Loss 0.424
Epoch 57 | Time 35 | Train Loss 0.4219 | Test Loss 0.000 | Test Error 11.18
Train Loss 0.046
Train Loss 0.438
Train Loss 0.424
Train Loss 0.394
Train Loss 0.389
Train Loss 0.424
Train Loss 0.407
Train Loss 0.391
Epoch 58 | Time 35 | Train Loss 0.4028 | Test Loss 0.000 | Test Error 11.53
Train Loss 0.038
Train Loss 0.378
Train Loss 0.387
Train Loss 0.371
Train Loss 0.379
Train Loss 0.426
Train Loss 0.411
Train Loss 0.395
Epoch 59 | Time 35 | Train Loss 0.4237 | Test Loss 0.000 | Test Error 10.40
Train Loss 0.039
Train Loss 0.395
Train Loss 0.383
Train Loss 0.399
Train Loss 0.433
Train Loss 0.407
Train Loss 0.385
Train Loss 0.388
Epoch 60 | Time 35 | Train Loss 0.4001 | Test Loss 0.000 | Test Error 9.75
Train Loss 0.048
Train Loss 0.380
Train Loss 0.359
Train Loss 0.406
Train Loss 0.387
Train Loss 0.399
Train Loss 0.371
Train Loss 0.368
Epoch 61 | Time 35 | Train Loss 0.3886 | Test Loss 0.000 | Test Error 10.25
Train Loss 0.037
Train Loss 0.397
Train Loss 0.357
Train Loss 0.361
Train Loss 0.415
Train Loss 0.379
Train Loss 0.384
Train Loss 0.381
Epoch 62 | Time 35 | Train Loss 0.4030 | Test Loss 0.000 | Test Error 9.06
Train Loss 0.048
Train Loss 0.347
Train Loss 0.370
Train Loss 0.385
Train Loss 0.375
Train Loss 0.370
Train Loss 0.363
Train Loss 0.376
Epoch 63 | Time 35 | Train Loss 0.3647 | Test Loss 0.000 | Test Error 9.12
Train Loss 0.033
Train Loss 0.373
Train Loss 0.374
Train Loss 0.361
Train Loss 0.374
Train Loss 0.387
Train Loss 0.369
Train Loss 0.355
Epoch 64 | Time 35 | Train Loss 0.3490 | Test Loss 0.000 | Test Error 9.23
Train Loss 0.032
Train Loss 0.362
Train Loss 0.339
Train Loss 0.389
Train Loss 0.369
Train Loss 0.346
Train Loss 0.381
Train Loss 0.360
Epoch 65 | Time 35 | Train Loss 0.3670 | Test Loss 0.000 | Test Error 9.21
Train Loss 0.038
Train Loss 0.330
Train Loss 0.351
Train Loss 0.369
Train Loss 0.348
Train Loss 0.356
Train Loss 0.372
Train Loss 0.372
Epoch 66 | Time 35 | Train Loss 0.3793 | Test Loss 0.000 | Test Error 7.92
Train Loss 0.027
Train Loss 0.333
Train Loss 0.331
Train Loss 0.336
Train Loss 0.359
Train Loss 0.331
Train Loss 0.358
Train Loss 0.336
Epoch 67 | Time 35 | Train Loss 0.3792 | Test Loss 0.000 | Test Error 8.95
Train Loss 0.045
Train Loss 0.325
Train Loss 0.324
Train Loss 0.353
Train Loss 0.342
Train Loss 0.349
Train Loss 0.358
Train Loss 0.335
Epoch 68 | Time 35 | Train Loss 0.3395 | Test Loss 0.000 | Test Error 8.55
Train Loss 0.027
Train Loss 0.313
Train Loss 0.312
Train Loss 0.346
Train Loss 0.331
Train Loss 0.362
Train Loss 0.313
Train Loss 0.338
Epoch 69 | Time 35 | Train Loss 0.3212 | Test Loss 0.000 | Test Error 8.77
Train Loss 0.043
Train Loss 0.292
Train Loss 0.351
Train Loss 0.346
Train Loss 0.339
Train Loss 0.350
Train Loss 0.344
Train Loss 0.330
Epoch 70 | Time 35 | Train Loss 0.3455 | Test Loss 0.000 | Test Error 7.86
Train Loss 0.031
Train Loss 0.302
Train Loss 0.313
Train Loss 0.292
Train Loss 0.311
Train Loss 0.337
Train Loss 0.338
Train Loss 0.315
Epoch 71 | Time 35 | Train Loss 0.3302 | Test Loss 0.000 | Test Error 7.93
Train Loss 0.050
Train Loss 0.298
Train Loss 0.309
Train Loss 0.309
Train Loss 0.308
Train Loss 0.311
Train Loss 0.334
Train Loss 0.333
Epoch 72 | Time 35 | Train Loss 0.3191 | Test Loss 0.000 | Test Error 7.60
Train Loss 0.025
Train Loss 0.288
Train Loss 0.293
Train Loss 0.285
Train Loss 0.287
Train Loss 0.325
Train Loss 0.327
Train Loss 0.309
Epoch 73 | Time 35 | Train Loss 0.3082 | Test Loss 0.000 | Test Error 7.63
Train Loss 0.029
Train Loss 0.292
Train Loss 0.297
Train Loss 0.305
Train Loss 0.315
Train Loss 0.320
Train Loss 0.318
Train Loss 0.268
Epoch 74 | Time 35 | Train Loss 0.3094 | Test Loss 0.000 | Test Error 7.80
Train Loss 0.028
Train Loss 0.289
Train Loss 0.313
Train Loss 0.291
Train Loss 0.288
Train Loss 0.311
Train Loss 0.303
Train Loss 0.227
Epoch 75 | Time 35 | Train Loss 0.2893 | Test Loss 0.000 | Test Error 7.88
Train Loss 0.029
Train Loss 0.288
Train Loss 0.271
Train Loss 0.291
Train Loss 0.287
Train Loss 0.277
Train Loss 0.288
Train Loss 0.284
Epoch 76 | Time 35 | Train Loss 0.2618 | Test Loss 0.000 | Test Error 7.55
Train Loss 0.015
Train Loss 0.248
Train Loss 0.274
Train Loss 0.272
Train Loss 0.268
Train Loss 0.280
Train Loss 0.284
Train Loss 0.272
Epoch 77 | Time 35 | Train Loss 0.2807 | Test Loss 0.000 | Test Error 6.84
Train Loss 0.024
Train Loss 0.261
Train Loss 0.255
Train Loss 0.279
Train Loss 0.254
Train Loss 0.241
Train Loss 0.267
Train Loss 0.268
Epoch 78 | Time 35 | Train Loss 0.2666 | Test Loss 0.000 | Test Error 7.08
Train Loss 0.020
Train Loss 0.253
Train Loss 0.243
Train Loss 0.272
Train Loss 0.261
Train Loss 0.238
Train Loss 0.249
Train Loss 0.279
Epoch 79 | Time 35 | Train Loss 0.2243 | Test Loss 0.000 | Test Error 6.67
Train Loss 0.026
Train Loss 0.252
Train Loss 0.240
Train Loss 0.249
Train Loss 0.244
Train Loss 0.246
Train Loss 0.237
Train Loss 0.273
Epoch 80 | Time 35 | Train Loss 0.2492 | Test Loss 0.000 | Test Error 6.85
Train Loss 0.029
Train Loss 0.224
Train Loss 0.244
Train Loss 0.236
Train Loss 0.233
Train Loss 0.232
Train Loss 0.230
Train Loss 0.240
Epoch 81 | Time 35 | Train Loss 0.2257 | Test Loss 0.000 | Test Error 6.59
Train Loss 0.017
Train Loss 0.231
Train Loss 0.207
Train Loss 0.208
Train Loss 0.222
Train Loss 0.241
Train Loss 0.242
Train Loss 0.219
Epoch 82 | Time 35 | Train Loss 0.2280 | Test Loss 0.000 | Test Error 6.90
Train Loss 0.018
Train Loss 0.190
Train Loss 0.204
Train Loss 0.208
Train Loss 0.218
Train Loss 0.222
Train Loss 0.251
Train Loss 0.218
Epoch 83 | Time 35 | Train Loss 0.2001 | Test Loss 0.000 | Test Error 6.58
Train Loss 0.025
Train Loss 0.178
Train Loss 0.218
Train Loss 0.205
Train Loss 0.234
Train Loss 0.209
Train Loss 0.194
Train Loss 0.213
Epoch 84 | Time 35 | Train Loss 0.1964 | Test Loss 0.000 | Test Error 5.84
Train Loss 0.025
Train Loss 0.188
Train Loss 0.195
Train Loss 0.191
Train Loss 0.189
Train Loss 0.197
Train Loss 0.188
Train Loss 0.216
Epoch 85 | Time 35 | Train Loss 0.2016 | Test Loss 0.000 | Test Error 6.25
Train Loss 0.026
Train Loss 0.175
Train Loss 0.182
Train Loss 0.187
Train Loss 0.210
Train Loss 0.200
Train Loss 0.204
Train Loss 0.174
Epoch 86 | Time 35 | Train Loss 0.1877 | Test Loss 0.000 | Test Error 5.75
Train Loss 0.022
Train Loss 0.170
Train Loss 0.164
Train Loss 0.181
Train Loss 0.189
Train Loss 0.181
Train Loss 0.227
Train Loss 0.168
Epoch 87 | Time 35 | Train Loss 0.1966 | Test Loss 0.000 | Test Error 5.99
Train Loss 0.017
Train Loss 0.165
Train Loss 0.160
Train Loss 0.166
Train Loss 0.160
Train Loss 0.173
Train Loss 0.163
Train Loss 0.163
Epoch 88 | Time 35 | Train Loss 0.1787 | Test Loss 0.000 | Test Error 5.66
Train Loss 0.014
Train Loss 0.160
Train Loss 0.139
Train Loss 0.157
Train Loss 0.164
Train Loss 0.143
Train Loss 0.155
Train Loss 0.183
Epoch 89 | Time 35 | Train Loss 0.1470 | Test Loss 0.000 | Test Error 5.62
Train Loss 0.013
Train Loss 0.124
Train Loss 0.170
Train Loss 0.158
Train Loss 0.134
Train Loss 0.152
Train Loss 0.142
Train Loss 0.161
Epoch 90 | Time 35 | Train Loss 0.1344 | Test Loss 0.000 | Test Error 5.33
Train Loss 0.013
Train Loss 0.144
Train Loss 0.135
Train Loss 0.151
Train Loss 0.140
Train Loss 0.160
Train Loss 0.160
Train Loss 0.127
Epoch 91 | Time 35 | Train Loss 0.1364 | Test Loss 0.000 | Test Error 5.24
Train Loss 0.021
Train Loss 0.135
Train Loss 0.116
Train Loss 0.137
Train Loss 0.121
Train Loss 0.147
Train Loss 0.138
Train Loss 0.126
Epoch 92 | Time 35 | Train Loss 0.1382 | Test Loss 0.000 | Test Error 5.25
Train Loss 0.003
Train Loss 0.137
Train Loss 0.138
Train Loss 0.115
Train Loss 0.122
Train Loss 0.113
Train Loss 0.112
Train Loss 0.119
Epoch 93 | Time 35 | Train Loss 0.1353 | Test Loss 0.000 | Test Error 5.05
Train Loss 0.017
Train Loss 0.117
Train Loss 0.119
Train Loss 0.124
Train Loss 0.102
Train Loss 0.123
Train Loss 0.124
Train Loss 0.105
Epoch 94 | Time 35 | Train Loss 0.1313 | Test Loss 0.000 | Test Error 4.84
Train Loss 0.010
Train Loss 0.108
Train Loss 0.115
Train Loss 0.101
Train Loss 0.108
Train Loss 0.127
Train Loss 0.124
Train Loss 0.111
Epoch 95 | Time 35 | Train Loss 0.1100 | Test Loss 0.000 | Test Error 4.99
Train Loss 0.018
Train Loss 0.124
Train Loss 0.107
Train Loss 0.109
Train Loss 0.109
Train Loss 0.119
Train Loss 0.096
Train Loss 0.115
Epoch 96 | Time 35 | Train Loss 0.1215 | Test Loss 0.000 | Test Error 4.86
Train Loss 0.004
Train Loss 0.113
Train Loss 0.111
Train Loss 0.090
Train Loss 0.100
Train Loss 0.118
Train Loss 0.089
Train Loss 0.115
Epoch 97 | Time 35 | Train Loss 0.1177 | Test Loss 0.000 | Test Error 5.01
Train Loss 0.006
Train Loss 0.108
Train Loss 0.104
Train Loss 0.092
Train Loss 0.111
Train Loss 0.102
Train Loss 0.111
Train Loss 0.100
Epoch 98 | Time 35 | Train Loss 0.1226 | Test Loss 0.000 | Test Error 5.02
Train Loss 0.005
Train Loss 0.097
Train Loss 0.112
Train Loss 0.113
Train Loss 0.108
Train Loss 0.104
Train Loss 0.106
Train Loss 0.113
Epoch 99 | Time 36 | Train Loss 0.1092 | Test Loss 0.000 | Test Error 4.84
Train Loss 0.014
Train Loss 0.106
Train Loss 0.109
Train Loss 0.123
Train Loss 0.106
Train Loss 0.102
Train Loss 0.099
Train Loss 0.123
Epoch 100 | Time 35 | Train Loss 0.0968 | Test Loss 0.000 | Test Error 4.89
gaussian_noise
Test Loss 0.001 | Test Error 19.590
shot_noise
Test Loss 0.001 | Test Error 14.510
impulse_noise
Test Loss 0.001 | Test Error 13.690
defocus_blur
Test Loss 0.000 | Test Error 5.938
glass_blur
Test Loss 0.001 | Test Error 20.876
motion_blur
Test Loss 0.000 | Test Error 8.024
zoom_blur
Test Loss 0.000 | Test Error 7.060
snow
Test Loss 0.000 | Test Error 10.382
frost
Test Loss 0.000 | Test Error 10.696
fog
Test Loss 0.000 | Test Error 8.312
brightness
Test Loss 0.000 | Test Error 5.680
contrast
Test Loss 0.000 | Test Error 9.132
elastic_transform
Test Loss 0.000 | Test Error 9.830
pixelate
Test Loss 0.001 | Test Error 13.888
jpeg_compression
Test Loss 0.000 | Test Error 12.522
Mean Corruption Error: 11.342