
=== Start adding workers ===
=> Add worker SGDMWorker(index=0, momentum=0.9)
=> Add worker SGDMWorker(index=1, momentum=0.9)
=> Add worker SGDMWorker(index=2, momentum=0.9)
=> Add worker SGDMWorker(index=3, momentum=0.9)
=> Add worker SGDMWorker(index=4, momentum=0.9)
=> Add worker SGDMWorker(index=5, momentum=0.9)
=> Add worker SGDMWorker(index=6, momentum=0.9)
=> Add worker SGDMWorker(index=7, momentum=0.9)
=> Add worker SGDMWorker(index=8, momentum=0.9)
=> Add worker SGDMWorker(index=9, momentum=0.9)
=> Add worker SGDMWorker(index=10, momentum=0.9)
=> Add worker LabelFlippingWorker

=== Start adding graph ===
TwoCliquesWithByzantine(m=5,b=1)

Train epoch 1
[E 1B0  |    384/60000 (  1%) ] Loss: 2.3142 top1=  7.6705

=== Peeking data label distribution E1B0 ===
Worker 0 has targets: tensor([0, 0, 0, 0, 0], device='cuda:0')
Worker 1 has targets: tensor([1, 1, 1, 0, 1], device='cuda:0')
Worker 2 has targets: tensor([1, 1, 2, 1, 1], device='cuda:0')
Worker 3 has targets: tensor([2, 2, 3, 2, 2], device='cuda:0')
Worker 4 has targets: tensor([3, 3, 3, 3, 3], device='cuda:0')
Worker 5 has targets: tensor([4, 4, 4, 4, 4], device='cuda:0')
Worker 6 has targets: tensor([5, 5, 5, 5, 5], device='cuda:0')
Worker 7 has targets: tensor([6, 6, 6, 5, 6], device='cuda:0')
Worker 8 has targets: tensor([6, 7, 7, 6, 6], device='cuda:0')
Worker 9 has targets: tensor([7, 7, 8, 7, 7], device='cuda:0')
Worker 10 has targets: tensor([8, 8, 9, 8, 8], device='cuda:0')
Worker 11 has targets: tensor([0, 0, 0, 0, 0], device='cuda:0')



=== Log global consensus distance @ E1B0 ===
consensus_distance=0.021



=== Log clique consensus distance @ E1B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=0.032



=== Log mixing matrix @ E1B0 ===
[[0.167 0.167 0.167 0.167 0.167 0.    0.    0.    0.    0.    0.167 0.   ]
 [0.167 0.233 0.2   0.2   0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.233 0.2   0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.2   0.233 0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.2   0.2   0.233 0.    0.    0.    0.    0.    0.    0.   ]
 [0.    0.    0.    0.    0.    0.233 0.2   0.2   0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.233 0.2   0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.2   0.233 0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.2   0.2   0.233 0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.167 0.167 0.167 0.167 0.167 0.167 0.   ]
 [0.167 0.    0.    0.    0.    0.    0.    0.    0.    0.167 0.417 0.25 ]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.25  0.75 ]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.5571 top1= 86.9318

=== Log global consensus distance @ E1B10 ===
consensus_distance=1.492



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=1.033
clique2_consensus_distance=3.487


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.1313 top1= 96.3068

=== Log global consensus distance @ E1B20 ===
consensus_distance=3.501



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=2.336
clique2_consensus_distance=7.633



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7057 top1= 48.5076


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.5594 top1= 22.5861


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0497 top1= 33.6138

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.0899 top1= 97.7273

=== Log global consensus distance @ E2B0 ===
consensus_distance=4.773



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=3.020
clique2_consensus_distance=10.368


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1075 top1= 96.0227

=== Log global consensus distance @ E2B10 ===
consensus_distance=5.645



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=3.608
clique2_consensus_distance=12.212


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1016 top1= 97.1591

=== Log global consensus distance @ E2B20 ===
consensus_distance=6.231



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=4.069
clique2_consensus_distance=13.368



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.6172 top1= 50.6811


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8146 top1= 30.2584


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5866 top1= 33.7340

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.0456 top1= 99.4318

=== Log global consensus distance @ E3B0 ===
consensus_distance=6.563



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=4.306
clique2_consensus_distance=14.043


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.0280 top1= 99.4318

=== Log global consensus distance @ E3B10 ===
consensus_distance=6.749



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=4.454
clique2_consensus_distance=14.383


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1083 top1= 97.7273

=== Log global consensus distance @ E3B20 ===
consensus_distance=6.878



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=4.553
clique2_consensus_distance=14.604



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5414 top1= 52.8045


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0889 top1= 29.7576


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9512 top1= 34.5954

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0236 top1= 98.8636

=== Log global consensus distance @ E4B0 ===
consensus_distance=6.983



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=4.629
clique2_consensus_distance=14.794


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.0480 top1= 98.0114

=== Log global consensus distance @ E4B10 ===
consensus_distance=7.064



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=4.691
clique2_consensus_distance=14.943


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.0702 top1= 98.5795

=== Log global consensus distance @ E4B20 ===
consensus_distance=7.123



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=4.744
clique2_consensus_distance=15.008



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5398 top1= 52.9547


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0910 top1= 29.5974


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.1364 top1= 35.0461

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0207 top1= 99.1477

=== Log global consensus distance @ E5B0 ===
consensus_distance=7.187



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=4.784
clique2_consensus_distance=15.109


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0700 top1= 98.0114

=== Log global consensus distance @ E5B10 ===
consensus_distance=7.232



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=4.820
clique2_consensus_distance=15.183


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1221 top1= 98.0114

=== Log global consensus distance @ E5B20 ===
consensus_distance=7.281



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=4.865
clique2_consensus_distance=15.233



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5198 top1= 53.5857


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8106 top1= 31.3502


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.1213 top1= 35.1062

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0237 top1= 98.8636

=== Log global consensus distance @ E6B0 ===
consensus_distance=7.322



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=4.901
clique2_consensus_distance=15.279


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0176 top1= 99.7159

=== Log global consensus distance @ E6B10 ===
consensus_distance=7.357



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=4.927
clique2_consensus_distance=15.340


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.0708 top1= 98.8636

=== Log global consensus distance @ E6B20 ===
consensus_distance=7.388



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=4.963
clique2_consensus_distance=15.365



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5238 top1= 53.0849


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8755 top1= 31.2400


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.3185 top1= 35.1963

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.0183 top1= 99.4318

=== Log global consensus distance @ E7B0 ===
consensus_distance=7.428



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=5.013
clique2_consensus_distance=15.397


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0277 top1= 99.7159

=== Log global consensus distance @ E7B10 ===
consensus_distance=7.463



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=5.044
clique2_consensus_distance=15.447


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.0617 top1= 98.5795

=== Log global consensus distance @ E7B20 ===
consensus_distance=7.480



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=5.067
clique2_consensus_distance=15.436



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5145 top1= 53.3353


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8264 top1= 31.2901


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.3622 top1= 34.9659

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0284 top1= 99.7159

=== Log global consensus distance @ E8B0 ===
consensus_distance=7.501



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=5.080
clique2_consensus_distance=15.472


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0569 top1= 98.2955

=== Log global consensus distance @ E8B10 ===
consensus_distance=7.527



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=5.100
clique2_consensus_distance=15.494


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.0904 top1= 98.2955

=== Log global consensus distance @ E8B20 ===
consensus_distance=7.549



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=5.122
clique2_consensus_distance=15.511



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5030 top1= 54.0966


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5561 top1= 32.8726


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.3778 top1= 34.7155

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0261 top1= 99.1477

=== Log global consensus distance @ E9B0 ===
consensus_distance=7.569



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=5.131
clique2_consensus_distance=15.538


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0448 top1= 98.8636

=== Log global consensus distance @ E9B10 ===
consensus_distance=7.590



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=5.144
clique2_consensus_distance=15.573


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.0473 top1= 99.1477

=== Log global consensus distance @ E9B20 ===
consensus_distance=7.608



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=5.158
clique2_consensus_distance=15.579



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4957 top1= 54.3470


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5186 top1= 33.6038


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4635 top1= 35.0361

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0692 top1= 98.0114

=== Log global consensus distance @ E10B0 ===
consensus_distance=7.624



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=5.162
clique2_consensus_distance=15.589


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0221 top1= 99.7159

=== Log global consensus distance @ E10B10 ===
consensus_distance=7.637



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=5.162
clique2_consensus_distance=15.612


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.0870 top1= 98.2955

=== Log global consensus distance @ E10B20 ===
consensus_distance=7.649



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=5.177
clique2_consensus_distance=15.601



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5054 top1= 53.7560


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8828 top1= 31.2500


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.3670 top1= 34.8157

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0280 top1= 99.4318

=== Log global consensus distance @ E11B0 ===
consensus_distance=7.662



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=5.179
clique2_consensus_distance=15.625


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0303 top1= 98.5795

=== Log global consensus distance @ E11B10 ===
consensus_distance=7.677



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=5.182
clique2_consensus_distance=15.641


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.0771 top1= 98.2955

=== Log global consensus distance @ E11B20 ===
consensus_distance=7.691



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=5.191
clique2_consensus_distance=15.644



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4915 top1= 53.9463


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8552 top1= 31.9611


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.2349 top1= 35.0160

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0485 top1= 97.7273

=== Log global consensus distance @ E12B0 ===
consensus_distance=7.709



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=5.195
clique2_consensus_distance=15.673


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0448 top1= 99.1477

=== Log global consensus distance @ E12B10 ===
consensus_distance=7.721



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=5.199
clique2_consensus_distance=15.688


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.0541 top1= 98.5795

=== Log global consensus distance @ E12B20 ===
consensus_distance=7.728



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=5.206
clique2_consensus_distance=15.678



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5047 top1= 53.7059


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9895 top1= 30.8994


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.3842 top1= 35.1262

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0237 top1= 99.7159

=== Log global consensus distance @ E13B0 ===
consensus_distance=7.741



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=5.214
clique2_consensus_distance=15.683


[E13B10 |   4224/60000 (  7%) ] Loss: 0.0449 top1= 98.5795

=== Log global consensus distance @ E13B10 ===
consensus_distance=7.749



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=5.204
clique2_consensus_distance=15.695


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.0600 top1= 98.8636

=== Log global consensus distance @ E13B20 ===
consensus_distance=7.762



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=5.213
clique2_consensus_distance=15.703



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5063 top1= 53.6258


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8458 top1= 31.5905


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5638 top1= 34.6755

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0260 top1= 99.7159

=== Log global consensus distance @ E14B0 ===
consensus_distance=7.779



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=5.218
clique2_consensus_distance=15.712


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0775 top1= 97.7273

=== Log global consensus distance @ E14B10 ===
consensus_distance=7.793



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=5.219
clique2_consensus_distance=15.734


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1051 top1= 98.0114

=== Log global consensus distance @ E14B20 ===
consensus_distance=7.805



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=5.226
clique2_consensus_distance=15.733



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4933 top1= 54.0565


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6825 top1= 32.5120


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5315 top1= 34.9058

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0171 top1= 99.1477

=== Log global consensus distance @ E15B0 ===
consensus_distance=7.829



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=5.226
clique2_consensus_distance=15.754


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0309 top1= 99.7159

=== Log global consensus distance @ E15B10 ===
consensus_distance=7.843



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=5.230
clique2_consensus_distance=15.766


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1709 top1= 97.1591

=== Log global consensus distance @ E15B20 ===
consensus_distance=7.856



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=5.245
clique2_consensus_distance=15.755



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5070 top1= 53.4255


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9182 top1= 31.0296


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6404 top1= 34.9058

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0343 top1= 99.4318

=== Log global consensus distance @ E16B0 ===
consensus_distance=7.869



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=5.242
clique2_consensus_distance=15.776


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0346 top1= 99.1477

=== Log global consensus distance @ E16B10 ===
consensus_distance=7.882



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=5.244
clique2_consensus_distance=15.793


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.0536 top1= 98.5795

=== Log global consensus distance @ E16B20 ===
consensus_distance=7.898



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=5.251
clique2_consensus_distance=15.786



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4853 top1= 54.3870


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7865 top1= 32.1815


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4722 top1= 35.1462

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0244 top1= 98.8636

=== Log global consensus distance @ E17B0 ===
consensus_distance=7.911



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=5.254
clique2_consensus_distance=15.803


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0162 top1= 99.7159

=== Log global consensus distance @ E17B10 ===
consensus_distance=7.927



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=5.258
clique2_consensus_distance=15.835


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.0681 top1= 98.5795

=== Log global consensus distance @ E17B20 ===
consensus_distance=7.938



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=5.269
clique2_consensus_distance=15.823



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4870 top1= 54.1667


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7335 top1= 32.3217


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4199 top1= 34.9459

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0218 top1= 99.4318

=== Log global consensus distance @ E18B0 ===
consensus_distance=7.947



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=5.267
clique2_consensus_distance=15.823


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0820 top1= 98.0114

=== Log global consensus distance @ E18B10 ===
consensus_distance=7.961



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=5.272
clique2_consensus_distance=15.838


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.0692 top1= 98.5795

=== Log global consensus distance @ E18B20 ===
consensus_distance=7.973



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=5.279
clique2_consensus_distance=15.829



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4915 top1= 53.8261


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8483 top1= 31.5204


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4741 top1= 34.8157

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0198 top1= 99.1477

=== Log global consensus distance @ E19B0 ===
consensus_distance=7.993



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=5.280
clique2_consensus_distance=15.845


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0806 top1= 98.0114

=== Log global consensus distance @ E19B10 ===
consensus_distance=8.006



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=5.279
clique2_consensus_distance=15.859


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0929 top1= 98.2955

=== Log global consensus distance @ E19B20 ===
consensus_distance=8.025



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=5.288
clique2_consensus_distance=15.863



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4766 top1= 54.5272


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6855 top1= 32.6522


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5207 top1= 34.7957

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0206 top1= 99.4318

=== Log global consensus distance @ E20B0 ===
consensus_distance=8.043



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=5.285
clique2_consensus_distance=15.884


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0243 top1= 99.4318

=== Log global consensus distance @ E20B10 ===
consensus_distance=8.059



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=5.286
clique2_consensus_distance=15.904


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0785 top1= 98.0114

=== Log global consensus distance @ E20B20 ===
consensus_distance=8.079



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=5.303
clique2_consensus_distance=15.895



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4895 top1= 53.9263


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8613 top1= 31.6206


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5726 top1= 34.6955

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0310 top1= 99.4318

=== Log global consensus distance @ E21B0 ===
consensus_distance=8.088



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=5.299
clique2_consensus_distance=15.916


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0679 top1= 98.2955

=== Log global consensus distance @ E21B10 ===
consensus_distance=8.101



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=5.307
clique2_consensus_distance=15.924


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0389 top1= 98.8636

=== Log global consensus distance @ E21B20 ===
consensus_distance=8.113



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=5.309
clique2_consensus_distance=15.922



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4757 top1= 54.5573


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8061 top1= 32.1514


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.3049 top1= 35.0260

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0301 top1= 98.8636

=== Log global consensus distance @ E22B0 ===
consensus_distance=8.131



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=5.313
clique2_consensus_distance=15.945


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0298 top1= 98.8636

=== Log global consensus distance @ E22B10 ===
consensus_distance=8.140



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=5.315
clique2_consensus_distance=15.963


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.0602 top1= 98.5795

=== Log global consensus distance @ E22B20 ===
consensus_distance=8.150



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=5.323
clique2_consensus_distance=15.963



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4750 top1= 54.6074


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7175 top1= 32.7424


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4464 top1= 35.0761

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0333 top1= 99.1477

=== Log global consensus distance @ E23B0 ===
consensus_distance=8.159



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=5.318
clique2_consensus_distance=15.960


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0319 top1= 99.1477

=== Log global consensus distance @ E23B10 ===
consensus_distance=8.171



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=5.321
clique2_consensus_distance=15.970


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0731 top1= 98.8636

=== Log global consensus distance @ E23B20 ===
consensus_distance=8.185



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=5.328
clique2_consensus_distance=15.967



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4823 top1= 54.3770


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8077 top1= 32.0613


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4568 top1= 34.4852

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0391 top1= 98.2955

=== Log global consensus distance @ E24B0 ===
consensus_distance=8.204



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=5.331
clique2_consensus_distance=15.988


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0593 top1= 98.5795

=== Log global consensus distance @ E24B10 ===
consensus_distance=8.220



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=5.340
clique2_consensus_distance=15.989


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1027 top1= 98.2955

=== Log global consensus distance @ E24B20 ===
consensus_distance=8.231



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=5.342
clique2_consensus_distance=15.984



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4828 top1= 54.0665


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7932 top1= 32.1014


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5241 top1= 34.4050

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0368 top1= 98.2955

=== Log global consensus distance @ E25B0 ===
consensus_distance=8.252



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=5.345
clique2_consensus_distance=16.010


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0171 top1= 99.7159

=== Log global consensus distance @ E25B10 ===
consensus_distance=8.264



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=5.342
clique2_consensus_distance=16.018


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.0509 top1= 98.5795

=== Log global consensus distance @ E25B20 ===
consensus_distance=8.281



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=5.357
clique2_consensus_distance=16.007



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4904 top1= 54.0765


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8977 top1= 31.5304


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7191 top1= 35.0260

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0314 top1= 98.8636

=== Log global consensus distance @ E26B0 ===
consensus_distance=8.300



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=5.359
clique2_consensus_distance=16.028


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0412 top1= 98.8636

=== Log global consensus distance @ E26B10 ===
consensus_distance=8.315



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=5.363
clique2_consensus_distance=16.043


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0670 top1= 98.5795

=== Log global consensus distance @ E26B20 ===
consensus_distance=8.325



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=5.362
clique2_consensus_distance=16.038



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4724 top1= 55.0280


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6558 top1= 33.0629


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5728 top1= 35.0361

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0281 top1= 99.4318

=== Log global consensus distance @ E27B0 ===
consensus_distance=8.344



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=5.363
clique2_consensus_distance=16.051


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0189 top1= 99.7159

=== Log global consensus distance @ E27B10 ===
consensus_distance=8.349



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=5.363
clique2_consensus_distance=16.063


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0488 top1= 98.2955

=== Log global consensus distance @ E27B20 ===
consensus_distance=8.356



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=5.372
clique2_consensus_distance=16.066



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4637 top1= 55.1082


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7426 top1= 32.9127


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4500 top1= 35.1362

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0368 top1= 98.8636

=== Log global consensus distance @ E28B0 ===
consensus_distance=8.365



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=5.372
clique2_consensus_distance=16.078


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0203 top1= 99.7159

=== Log global consensus distance @ E28B10 ===
consensus_distance=8.378



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=5.372
clique2_consensus_distance=16.091


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.0793 top1= 98.2955

=== Log global consensus distance @ E28B20 ===
consensus_distance=8.394



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=5.386
clique2_consensus_distance=16.082



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4808 top1= 54.2869


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9048 top1= 31.7107


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6030 top1= 34.9760

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0209 top1= 99.7159

=== Log global consensus distance @ E29B0 ===
consensus_distance=8.408



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=5.388
clique2_consensus_distance=16.082


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0198 top1= 99.4318

=== Log global consensus distance @ E29B10 ===
consensus_distance=8.422



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=5.384
clique2_consensus_distance=16.101


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.0839 top1= 98.5795

=== Log global consensus distance @ E29B20 ===
consensus_distance=8.437



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=5.394
clique2_consensus_distance=16.091



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4826 top1= 54.3369


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8153 top1= 32.1314


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6783 top1= 34.5653

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0221 top1= 98.8636

=== Log global consensus distance @ E30B0 ===
consensus_distance=8.455



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=5.392
clique2_consensus_distance=16.109


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0430 top1= 98.5795

=== Log global consensus distance @ E30B10 ===
consensus_distance=8.479



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=5.400
clique2_consensus_distance=16.135


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0624 top1= 98.2955

=== Log global consensus distance @ E30B20 ===
consensus_distance=8.490



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=5.405
clique2_consensus_distance=16.122



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4780 top1= 54.5172


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7827 top1= 32.4018


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6340 top1= 34.9659

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0122 top1= 99.4318

=== Log global consensus distance @ E31B0 ===
consensus_distance=8.507



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=5.402
clique2_consensus_distance=16.131


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0630 top1= 98.5795

=== Log global consensus distance @ E31B10 ===
consensus_distance=8.525



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=5.407
clique2_consensus_distance=16.147


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1069 top1= 97.7273

=== Log global consensus distance @ E31B20 ===
consensus_distance=8.541



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=5.415
clique2_consensus_distance=16.142



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4711 top1= 54.8678


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7543 top1= 32.5721


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6829 top1= 34.6955

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0239 top1= 99.1477

=== Log global consensus distance @ E32B0 ===
consensus_distance=8.557



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=5.412
clique2_consensus_distance=16.157


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0159 top1= 99.7159

=== Log global consensus distance @ E32B10 ===
consensus_distance=8.569



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=5.415
clique2_consensus_distance=16.170


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.0612 top1= 98.5795

=== Log global consensus distance @ E32B20 ===
consensus_distance=8.574



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=5.419
clique2_consensus_distance=16.160



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4658 top1= 54.9379


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8003 top1= 32.5421


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6673 top1= 35.0561

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0168 top1= 99.4318

=== Log global consensus distance @ E33B0 ===
consensus_distance=8.579



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=5.418
clique2_consensus_distance=16.173


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0204 top1= 99.7159

=== Log global consensus distance @ E33B10 ===
consensus_distance=8.589



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=5.419
clique2_consensus_distance=16.186


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.0606 top1= 98.5795

=== Log global consensus distance @ E33B20 ===
consensus_distance=8.607



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=5.432
clique2_consensus_distance=16.172



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4813 top1= 54.1667


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0523 top1= 31.0897


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6514 top1= 34.9058

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.0325 top1= 99.7159

=== Log global consensus distance @ E34B0 ===
consensus_distance=8.624



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=5.434
clique2_consensus_distance=16.191


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0496 top1= 98.5795

=== Log global consensus distance @ E34B10 ===
consensus_distance=8.635



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=5.434
clique2_consensus_distance=16.194


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1010 top1= 98.2955

=== Log global consensus distance @ E34B20 ===
consensus_distance=8.651



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=5.443
clique2_consensus_distance=16.187



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4739 top1= 54.6174


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7842 top1= 32.6422


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7143 top1= 34.4752

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.0236 top1= 99.1477

=== Log global consensus distance @ E35B0 ===
consensus_distance=8.668



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=5.437
clique2_consensus_distance=16.206


[E35B10 |   4224/60000 (  7%) ] Loss: 0.0372 top1= 98.8636

=== Log global consensus distance @ E35B10 ===
consensus_distance=8.686



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=5.440
clique2_consensus_distance=16.225


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.0424 top1= 99.1477

=== Log global consensus distance @ E35B20 ===
consensus_distance=8.705



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=5.452
clique2_consensus_distance=16.222



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4662 top1= 55.1482


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5610 top1= 34.1747


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7546 top1= 34.7656

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.0698 top1= 96.8750

=== Log global consensus distance @ E36B0 ===
consensus_distance=8.723



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=5.454
clique2_consensus_distance=16.229


[E36B10 |   4224/60000 (  7%) ] Loss: 0.0196 top1= 99.7159

=== Log global consensus distance @ E36B10 ===
consensus_distance=8.737



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=5.448
clique2_consensus_distance=16.245


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.0783 top1= 98.0114

=== Log global consensus distance @ E36B20 ===
consensus_distance=8.754



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=5.464
clique2_consensus_distance=16.238



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4784 top1= 54.2568


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9766 top1= 31.6206


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7220 top1= 34.7356

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.0259 top1= 99.7159

=== Log global consensus distance @ E37B0 ===
consensus_distance=8.770



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=5.462
clique2_consensus_distance=16.255


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0277 top1= 99.1477

=== Log global consensus distance @ E37B10 ===
consensus_distance=8.783



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=5.458
clique2_consensus_distance=16.264


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.0584 top1= 98.5795

=== Log global consensus distance @ E37B20 ===
consensus_distance=8.789



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=5.467
clique2_consensus_distance=16.265



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4607 top1= 54.9079


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8610 top1= 32.4219


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7090 top1= 34.8658

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.0220 top1= 99.1477

=== Log global consensus distance @ E38B0 ===
consensus_distance=8.790



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=5.463
clique2_consensus_distance=16.269


[E38B10 |   4224/60000 (  7%) ] Loss: 0.0372 top1= 98.5795

=== Log global consensus distance @ E38B10 ===
consensus_distance=8.793



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=5.462
clique2_consensus_distance=16.285


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.0493 top1= 98.2955

=== Log global consensus distance @ E38B20 ===
consensus_distance=8.810



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=5.475
clique2_consensus_distance=16.283



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4699 top1= 54.5573


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0268 top1= 31.3902


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6335 top1= 35.0160

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.0237 top1= 99.7159

=== Log global consensus distance @ E39B0 ===
consensus_distance=8.828



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=5.482
clique2_consensus_distance=16.288


[E39B10 |   4224/60000 (  7%) ] Loss: 0.0563 top1= 98.5795

=== Log global consensus distance @ E39B10 ===
consensus_distance=8.840



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=5.475
clique2_consensus_distance=16.292


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.0709 top1= 98.2955

=== Log global consensus distance @ E39B20 ===
consensus_distance=8.857



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=5.482
clique2_consensus_distance=16.292



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4828 top1= 54.2067


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0111 top1= 31.5304


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8279 top1= 34.4752

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.0259 top1= 99.7159

=== Log global consensus distance @ E40B0 ===
consensus_distance=8.872



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=5.483
clique2_consensus_distance=16.298


[E40B10 |   4224/60000 (  7%) ] Loss: 0.0748 top1= 97.7273

=== Log global consensus distance @ E40B10 ===
consensus_distance=8.888



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=5.484
clique2_consensus_distance=16.312


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1030 top1= 98.0114

=== Log global consensus distance @ E40B20 ===
consensus_distance=8.902



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=5.489
clique2_consensus_distance=16.307



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4694 top1= 54.6775


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8092 top1= 32.5521


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7789 top1= 34.6655

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.0151 top1= 99.4318

=== Log global consensus distance @ E41B0 ===
consensus_distance=8.920



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=5.488
clique2_consensus_distance=16.323


[E41B10 |   4224/60000 (  7%) ] Loss: 0.0200 top1= 99.4318

=== Log global consensus distance @ E41B10 ===
consensus_distance=8.935



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=5.490
clique2_consensus_distance=16.330


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1675 top1= 97.4432

=== Log global consensus distance @ E41B20 ===
consensus_distance=8.953



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=5.505
clique2_consensus_distance=16.321



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4785 top1= 54.1967


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0343 top1= 31.3101


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8535 top1= 34.8658

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.0330 top1= 99.4318

=== Log global consensus distance @ E42B0 ===
consensus_distance=8.967



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=5.498
clique2_consensus_distance=16.336


[E42B10 |   4224/60000 (  7%) ] Loss: 0.0332 top1= 98.5795

=== Log global consensus distance @ E42B10 ===
consensus_distance=8.983



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=5.501
clique2_consensus_distance=16.353


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.0457 top1= 98.2955

=== Log global consensus distance @ E42B20 ===
consensus_distance=8.993



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=5.506
clique2_consensus_distance=16.341



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4578 top1= 55.0781


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8816 top1= 32.5521


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7522 top1= 34.8958

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.0244 top1= 98.8636

=== Log global consensus distance @ E43B0 ===
consensus_distance=8.993



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=5.505
clique2_consensus_distance=16.351


[E43B10 |   4224/60000 (  7%) ] Loss: 0.0149 top1= 99.7159

=== Log global consensus distance @ E43B10 ===
consensus_distance=8.996



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=5.503
clique2_consensus_distance=16.374


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.0634 top1= 98.5795

=== Log global consensus distance @ E43B20 ===
consensus_distance=9.000



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=5.514
clique2_consensus_distance=16.361



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4583 top1= 54.9179


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7964 top1= 32.8225


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6969 top1= 34.7356

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.0215 top1= 99.4318

=== Log global consensus distance @ E44B0 ===
consensus_distance=9.015



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=5.514
clique2_consensus_distance=16.364


[E44B10 |   4224/60000 (  7%) ] Loss: 0.0813 top1= 98.2955

=== Log global consensus distance @ E44B10 ===
consensus_distance=9.033



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=5.517
clique2_consensus_distance=16.376


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.0657 top1= 98.2955

=== Log global consensus distance @ E44B20 ===
consensus_distance=9.047



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=5.526
clique2_consensus_distance=16.368



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4643 top1= 54.6374


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9917 top1= 31.7408


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6439 top1= 34.6955

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.0196 top1= 99.7159

=== Log global consensus distance @ E45B0 ===
consensus_distance=9.066



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=5.524
clique2_consensus_distance=16.384


[E45B10 |   4224/60000 (  7%) ] Loss: 0.0740 top1= 98.2955

=== Log global consensus distance @ E45B10 ===
consensus_distance=9.075



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=5.522
clique2_consensus_distance=16.386


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.0845 top1= 98.2955

=== Log global consensus distance @ E45B20 ===
consensus_distance=9.091



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=5.530
clique2_consensus_distance=16.383



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4612 top1= 54.7877


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8450 top1= 32.5821


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7349 top1= 34.6955

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.0182 top1= 99.4318

=== Log global consensus distance @ E46B0 ===
consensus_distance=9.105



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=5.527
clique2_consensus_distance=16.401


[E46B10 |   4224/60000 (  7%) ] Loss: 0.0210 top1= 99.7159

=== Log global consensus distance @ E46B10 ===
consensus_distance=9.118



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=5.524
clique2_consensus_distance=16.415


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.0820 top1= 98.2955

=== Log global consensus distance @ E46B20 ===
consensus_distance=9.138



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=5.540
clique2_consensus_distance=16.406



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4668 top1= 54.5072


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0300 top1= 31.6006


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7375 top1= 34.7756

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0325 top1= 99.1477

=== Log global consensus distance @ E47B0 ===
consensus_distance=9.150



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=5.536
clique2_consensus_distance=16.426


[E47B10 |   4224/60000 (  7%) ] Loss: 0.0708 top1= 98.2955

=== Log global consensus distance @ E47B10 ===
consensus_distance=9.164



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=5.544
clique2_consensus_distance=16.427


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.0369 top1= 98.8636

=== Log global consensus distance @ E47B20 ===
consensus_distance=9.176



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=5.544
clique2_consensus_distance=16.423



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4520 top1= 55.1382


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9459 top1= 32.3618


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6559 top1= 34.9159

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.0257 top1= 98.8636

=== Log global consensus distance @ E48B0 ===
consensus_distance=9.191



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=5.546
clique2_consensus_distance=16.442


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0274 top1= 99.4318

=== Log global consensus distance @ E48B10 ===
consensus_distance=9.194



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=5.544
clique2_consensus_distance=16.452


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0637 top1= 98.5795

=== Log global consensus distance @ E48B20 ===
consensus_distance=9.199



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=5.549
clique2_consensus_distance=16.453



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4542 top1= 54.9980


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8266 top1= 32.9026


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7386 top1= 34.8257

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0299 top1= 99.1477

=== Log global consensus distance @ E49B0 ===
consensus_distance=9.207



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=5.548
clique2_consensus_distance=16.448


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0279 top1= 99.4318

=== Log global consensus distance @ E49B10 ===
consensus_distance=9.224



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=5.549
clique2_consensus_distance=16.460


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.0662 top1= 98.5795

=== Log global consensus distance @ E49B20 ===
consensus_distance=9.240



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=5.557
clique2_consensus_distance=16.454



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4607 top1= 54.7075


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9372 top1= 32.3518


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7205 top1= 34.4251

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0457 top1= 98.0114

=== Log global consensus distance @ E50B0 ===
consensus_distance=9.255



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=5.558
clique2_consensus_distance=16.471


[E50B10 |   4224/60000 (  7%) ] Loss: 0.0663 top1= 98.2955

=== Log global consensus distance @ E50B10 ===
consensus_distance=9.269



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=5.565
clique2_consensus_distance=16.470


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.0984 top1= 98.0114

=== Log global consensus distance @ E50B20 ===
consensus_distance=9.280



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=5.567
clique2_consensus_distance=16.464



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4634 top1= 54.3670


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9693 top1= 32.0913


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7231 top1= 34.3550

