
=== 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 ByzantineWorker(index=11)

=== 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([9, 9, 9, 9, 9], device='cuda:0')



=== Log global consensus distance @ E1B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E1B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002



=== 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 0.479 0.188]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.188 0.812]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.7627 top1= 79.2614

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.514



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=1.548


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2497 top1= 94.3182

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.904



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.252



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0089 top1= 31.4603


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5393 top1= 41.5665


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.9842 top1= 42.9087

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1413 top1= 95.4545

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.878



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.187


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1408 top1= 95.7386

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.754



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.676


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1770 top1= 94.6023

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.656



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.262



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0372 top1= 35.5068


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7251 top1= 47.6963


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2742 top1= 41.7969

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1058 top1= 97.4432

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.613



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.085


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1200 top1= 96.0227

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.599



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.016


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1291 top1= 95.4545

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.586



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=1.967



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3139 top1= 31.9010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7855 top1= 51.0016


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0480 top1= 42.9688

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0994 top1= 97.7273

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.582



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=1.960


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1063 top1= 96.3068

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.595



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=2.012


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1285 top1= 95.7386

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.596



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.019



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6416 top1= 30.7192


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8753 top1= 51.2220


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0798 top1= 42.8285

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0944 top1= 96.8750

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.604



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=2.064


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1001 top1= 96.5909

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.626



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=2.148


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1255 top1= 95.4545

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.625



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.150



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7340 top1= 30.7692


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8223 top1= 51.1819


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1056 top1= 42.8385

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0935 top1= 97.1591

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.637



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.210


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0964 top1= 96.5909

=== Log global consensus distance @ E6B10 ===
consensus_distance=0.660



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.296


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1175 top1= 96.5909

=== Log global consensus distance @ E6B20 ===
consensus_distance=0.651



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.266



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7877 top1= 29.8778


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7762 top1= 51.1318


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0733 top1= 43.0188

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1019 top1= 96.3068

=== Log global consensus distance @ E7B0 ===
consensus_distance=0.655



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.289


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0830 top1= 97.7273

=== Log global consensus distance @ E7B10 ===
consensus_distance=0.676



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.367


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1166 top1= 96.3068

=== Log global consensus distance @ E7B20 ===
consensus_distance=0.658



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.297



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9405 top1= 28.6859


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8674 top1= 50.8313


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0209 top1= 43.0288

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0949 top1= 97.1591

=== Log global consensus distance @ E8B0 ===
consensus_distance=0.658



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.304


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0843 top1= 97.7273

=== Log global consensus distance @ E8B10 ===
consensus_distance=0.681



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.391


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1147 top1= 96.8750

=== Log global consensus distance @ E8B20 ===
consensus_distance=0.665



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.326



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0789 top1= 27.9748


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9139 top1= 51.1719


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9750 top1= 43.4095

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0885 top1= 98.0114

=== Log global consensus distance @ E9B0 ===
consensus_distance=0.666



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.340


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0837 top1= 98.0114

=== Log global consensus distance @ E9B10 ===
consensus_distance=0.688



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.418


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1146 top1= 96.5909

=== Log global consensus distance @ E9B20 ===
consensus_distance=0.674



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.365



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1446 top1= 27.7344


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9565 top1= 51.1018


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9615 top1= 43.3594

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0869 top1= 98.5795

=== Log global consensus distance @ E10B0 ===
consensus_distance=0.678



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.391


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0847 top1= 97.7273

=== Log global consensus distance @ E10B10 ===
consensus_distance=0.702



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.478


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1163 top1= 96.8750

=== Log global consensus distance @ E10B20 ===
consensus_distance=0.685



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.416



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1616 top1= 27.6843


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9627 top1= 50.8013


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9414 top1= 43.1591

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0877 top1= 98.8636

=== Log global consensus distance @ E11B0 ===
consensus_distance=0.693



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.455


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0856 top1= 97.7273

=== Log global consensus distance @ E11B10 ===
consensus_distance=0.717



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.546


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1224 top1= 96.0227

=== Log global consensus distance @ E11B20 ===
consensus_distance=0.701



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.484



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1548 top1= 27.5841


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9642 top1= 50.3806


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8612 top1= 43.2993

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0881 top1= 98.8636

=== Log global consensus distance @ E12B0 ===
consensus_distance=0.708



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.520


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0924 top1= 97.1591

=== Log global consensus distance @ E12B10 ===
consensus_distance=0.730



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.602


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1245 top1= 95.7386

=== Log global consensus distance @ E12B20 ===
consensus_distance=0.717



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.554



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1326 top1= 27.6042


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8496 top1= 50.5208


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8356 top1= 43.2192

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0864 top1= 98.5795

=== Log global consensus distance @ E13B0 ===
consensus_distance=0.727



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.605


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1079 top1= 96.3068

=== Log global consensus distance @ E13B10 ===
consensus_distance=0.749



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.691


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1197 top1= 96.5909

=== Log global consensus distance @ E13B20 ===
consensus_distance=0.737



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.643



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0456 top1= 28.1250


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7310 top1= 50.5609


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8159 top1= 43.2692

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0958 top1= 98.5795

=== Log global consensus distance @ E14B0 ===
consensus_distance=0.740



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.664


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0832 top1= 97.7273

=== Log global consensus distance @ E14B10 ===
consensus_distance=0.757



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.727


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1188 top1= 96.5909

=== Log global consensus distance @ E14B20 ===
consensus_distance=0.736



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.641



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1738 top1= 27.5240


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8447 top1= 50.6210


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7999 top1= 43.2292

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0902 top1= 98.5795

=== Log global consensus distance @ E15B0 ===
consensus_distance=0.734



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.640


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0849 top1= 97.7273

=== Log global consensus distance @ E15B10 ===
consensus_distance=0.759



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.734


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1193 top1= 96.5909

=== Log global consensus distance @ E15B20 ===
consensus_distance=0.744



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.673



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2862 top1= 26.8630


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8991 top1= 50.8914


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7532 top1= 43.2993

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0834 top1= 99.4318

=== Log global consensus distance @ E16B0 ===
consensus_distance=0.745



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.686


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0856 top1= 97.7273

=== Log global consensus distance @ E16B10 ===
consensus_distance=0.770



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.780


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1163 top1= 96.3068

=== Log global consensus distance @ E16B20 ===
consensus_distance=0.757



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.732



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3864 top1= 26.4123


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9361 top1= 50.4708


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7127 top1= 43.2392

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0840 top1= 99.4318

=== Log global consensus distance @ E17B0 ===
consensus_distance=0.762



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.761


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0849 top1= 98.0114

=== Log global consensus distance @ E17B10 ===
consensus_distance=0.784



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.843


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1193 top1= 96.0227

=== Log global consensus distance @ E17B20 ===
consensus_distance=0.771



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.796



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5202 top1= 25.6811


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9391 top1= 50.1002


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6835 top1= 43.3694

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0836 top1= 99.1477

=== Log global consensus distance @ E18B0 ===
consensus_distance=0.780



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.841


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0889 top1= 97.7273

=== Log global consensus distance @ E18B10 ===
consensus_distance=0.801



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.919


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1181 top1= 96.3068

=== Log global consensus distance @ E18B20 ===
consensus_distance=0.789



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.873



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6214 top1= 25.2204


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9134 top1= 50.0200


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6833 top1= 43.1290

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0843 top1= 99.1477

=== Log global consensus distance @ E19B0 ===
consensus_distance=0.801



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.934


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0920 top1= 97.1591

=== Log global consensus distance @ E19B10 ===
consensus_distance=0.822



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.012


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1247 top1= 95.7386

=== Log global consensus distance @ E19B20 ===
consensus_distance=0.810



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.967



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7674 top1= 24.4491


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8624 top1= 49.7796


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6631 top1= 43.2392

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0859 top1= 98.8636

=== Log global consensus distance @ E20B0 ===
consensus_distance=0.824



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.034


[E20B10 |   4224/60000 (  7%) ] Loss: 0.1060 top1= 96.5909

=== Log global consensus distance @ E20B10 ===
consensus_distance=0.847



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.122


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1199 top1= 96.0227

=== Log global consensus distance @ E20B20 ===
consensus_distance=0.836



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.082



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.8380 top1= 24.2288


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7658 top1= 50.4006


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6752 top1= 43.2993

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0851 top1= 99.1477

=== Log global consensus distance @ E21B0 ===
consensus_distance=0.851



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.155


[E21B10 |   4224/60000 (  7%) ] Loss: 0.1055 top1= 96.8750

=== Log global consensus distance @ E21B10 ===
consensus_distance=0.874



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.243


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.1275 top1= 96.0227

=== Log global consensus distance @ E21B20 ===
consensus_distance=0.861



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.193



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.9747 top1= 23.7580


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7487 top1= 49.9499


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6304 top1= 43.3994

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0950 top1= 98.5795

=== Log global consensus distance @ E22B0 ===
consensus_distance=0.870



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.235


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0888 top1= 97.4432

=== Log global consensus distance @ E22B10 ===
consensus_distance=0.892



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.323


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.1214 top1= 96.5909

=== Log global consensus distance @ E22B20 ===
consensus_distance=0.877



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.265



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3397 top1= 22.7264


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8314 top1= 50.1803


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6219 top1= 43.3894

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0879 top1= 99.7159

=== Log global consensus distance @ E23B0 ===
consensus_distance=0.887



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.312


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0892 top1= 97.4432

=== Log global consensus distance @ E23B10 ===
consensus_distance=0.915



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.423


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1247 top1= 96.0227

=== Log global consensus distance @ E23B20 ===
consensus_distance=0.906



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.391



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.7262 top1= 21.9351


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8824 top1= 50.5609


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5699 top1= 43.6398

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0873 top1= 99.4318

=== Log global consensus distance @ E24B0 ===
consensus_distance=0.921



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.460


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0893 top1= 97.4432

=== Log global consensus distance @ E24B10 ===
consensus_distance=0.948



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.569


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1164 top1= 96.3068

=== Log global consensus distance @ E24B20 ===
consensus_distance=0.943



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.555



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.2378 top1= 20.9736


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8966 top1= 50.0901


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5579 top1= 43.4796

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0871 top1= 98.8636

=== Log global consensus distance @ E25B0 ===
consensus_distance=0.962



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.642


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0914 top1= 97.7273

=== Log global consensus distance @ E25B10 ===
consensus_distance=0.990



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.756


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1236 top1= 95.7386

=== Log global consensus distance @ E25B20 ===
consensus_distance=0.982



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.730



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7823 top1= 20.2224


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8761 top1= 50.1102


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5126 top1= 43.9103

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0899 top1= 98.8636

=== Log global consensus distance @ E26B0 ===
consensus_distance=1.002



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.820


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0942 top1= 97.1591

=== Log global consensus distance @ E26B10 ===
consensus_distance=1.037



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.963


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1217 top1= 96.0227

=== Log global consensus distance @ E26B20 ===
consensus_distance=1.029



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.938



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.3304 top1= 19.6615


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8790 top1= 49.7897


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4567 top1= 43.8702

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0929 top1= 98.8636

=== Log global consensus distance @ E27B0 ===
consensus_distance=1.049



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.031


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0964 top1= 97.1591

=== Log global consensus distance @ E27B10 ===
consensus_distance=1.088



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.191


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1283 top1= 96.0227

=== Log global consensus distance @ E27B20 ===
consensus_distance=1.080



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.163



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.8044 top1= 19.4712


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8641 top1= 49.6995


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4355 top1= 44.1607

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0924 top1= 98.8636

=== Log global consensus distance @ E28B0 ===
consensus_distance=1.103



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.267


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1013 top1= 97.1591

=== Log global consensus distance @ E28B10 ===
consensus_distance=1.134



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.393


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1302 top1= 96.0227

=== Log global consensus distance @ E28B20 ===
consensus_distance=1.130



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.382



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.2863 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8453 top1= 49.3490


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4159 top1= 44.1607

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0942 top1= 98.8636

=== Log global consensus distance @ E29B0 ===
consensus_distance=1.154



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.494


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1108 top1= 96.8750

=== Log global consensus distance @ E29B10 ===
consensus_distance=1.189



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.634


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1316 top1= 95.7386

=== Log global consensus distance @ E29B20 ===
consensus_distance=1.183



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.618



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.6652 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7889 top1= 49.5092


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4033 top1= 44.2208

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0922 top1= 99.1477

=== Log global consensus distance @ E30B0 ===
consensus_distance=1.205



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.720


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1307 top1= 96.5909

=== Log global consensus distance @ E30B10 ===
consensus_distance=1.234



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.836


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1297 top1= 96.5909

=== Log global consensus distance @ E30B20 ===
consensus_distance=1.234



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.844



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.9297 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7003 top1= 49.4091


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3511 top1= 44.0505

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1031 top1= 97.7273

=== Log global consensus distance @ E31B0 ===
consensus_distance=1.252



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.926


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1065 top1= 97.1591

=== Log global consensus distance @ E31B10 ===
consensus_distance=1.274



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.014


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1244 top1= 97.1591

=== Log global consensus distance @ E31B20 ===
consensus_distance=1.272



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.011



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.5029 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7236 top1= 49.7696


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3127 top1= 44.0805

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1042 top1= 98.5795

=== Log global consensus distance @ E32B0 ===
consensus_distance=1.284



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.068


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1011 top1= 97.1591

=== Log global consensus distance @ E32B10 ===
consensus_distance=1.315



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.195


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1284 top1= 96.8750

=== Log global consensus distance @ E32B20 ===
consensus_distance=1.309



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.177



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0331 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7676 top1= 50.0300


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2585 top1= 44.0905

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1048 top1= 98.5795

=== Log global consensus distance @ E33B0 ===
consensus_distance=1.325



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.252


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0993 top1= 97.7273

=== Log global consensus distance @ E33B10 ===
consensus_distance=1.362



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.402


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1259 top1= 96.5909

=== Log global consensus distance @ E33B20 ===
consensus_distance=1.356



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.385



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.4220 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7871 top1= 49.8798


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2219 top1= 44.0805

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.1062 top1= 98.2955

=== Log global consensus distance @ E34B0 ===
consensus_distance=1.375



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.470


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1034 top1= 97.7273

=== Log global consensus distance @ E34B10 ===
consensus_distance=1.407



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.601


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1265 top1= 96.8750

=== Log global consensus distance @ E34B20 ===
consensus_distance=1.403



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.594



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.7461 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7783 top1= 49.4792


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2516 top1= 43.9804

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.1051 top1= 98.5795

=== Log global consensus distance @ E35B0 ===
consensus_distance=1.418



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.661


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1045 top1= 97.7273

=== Log global consensus distance @ E35B10 ===
consensus_distance=1.449



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.788


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.1280 top1= 96.8750

=== Log global consensus distance @ E35B20 ===
consensus_distance=1.440



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.757



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9692 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7634 top1= 49.3790


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2566 top1= 44.0204

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.1074 top1= 98.5795

=== Log global consensus distance @ E36B0 ===
consensus_distance=1.449



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.801


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1059 top1= 97.7273

=== Log global consensus distance @ E36B10 ===
consensus_distance=1.479



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.919


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1267 top1= 96.8750

=== Log global consensus distance @ E36B20 ===
consensus_distance=1.467



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.878



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0764 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7565 top1= 49.1386


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2595 top1= 43.9804

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1094 top1= 98.5795

=== Log global consensus distance @ E37B0 ===
consensus_distance=1.478



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.931


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1080 top1= 97.7273

=== Log global consensus distance @ E37B10 ===
consensus_distance=1.505



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=6.039


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1265 top1= 96.8750

=== Log global consensus distance @ E37B20 ===
consensus_distance=1.492



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.988



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0460 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7513 top1= 48.9383


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2487 top1= 43.9603

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1103 top1= 98.2955

=== Log global consensus distance @ E38B0 ===
consensus_distance=1.501



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.031


[E38B10 |   4224/60000 (  7%) ] Loss: 0.1107 top1= 97.4432

=== Log global consensus distance @ E38B10 ===
consensus_distance=1.519



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.102


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1308 top1= 96.8750

=== Log global consensus distance @ E38B20 ===
consensus_distance=1.505



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.045



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.8978 top1= 19.4211


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7246 top1= 48.8582


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2385 top1= 43.8902

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1104 top1= 98.2955

=== Log global consensus distance @ E39B0 ===
consensus_distance=1.512



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.079


[E39B10 |   4224/60000 (  7%) ] Loss: 0.1112 top1= 97.4432

=== Log global consensus distance @ E39B10 ===
consensus_distance=1.527



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.137


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.1298 top1= 96.5909

=== Log global consensus distance @ E39B20 ===
consensus_distance=1.514



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.083



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.7025 top1= 19.4411


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7040 top1= 48.5877


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2505 top1= 43.9002

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1097 top1= 98.2955

=== Log global consensus distance @ E40B0 ===
consensus_distance=1.511



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.075


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1119 top1= 97.4432

=== Log global consensus distance @ E40B10 ===
consensus_distance=1.522



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.114


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1305 top1= 96.8750

=== Log global consensus distance @ E40B20 ===
consensus_distance=1.503



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.036



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.4725 top1= 19.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6910 top1= 48.3474


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2737 top1= 43.6398

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.1123 top1= 98.2955

=== Log global consensus distance @ E41B0 ===
consensus_distance=1.496



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.009


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1133 top1= 97.4432

=== Log global consensus distance @ E41B10 ===
consensus_distance=1.507



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.048


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1299 top1= 96.5909

=== Log global consensus distance @ E41B20 ===
consensus_distance=1.481



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.939



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0534 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7052 top1= 48.1270


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3153 top1= 43.5998

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1116 top1= 98.2955

=== Log global consensus distance @ E42B0 ===
consensus_distance=1.475



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.917


[E42B10 |   4224/60000 (  7%) ] Loss: 0.1155 top1= 97.4432

=== Log global consensus distance @ E42B10 ===
consensus_distance=1.475



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.905


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1292 top1= 96.5909

=== Log global consensus distance @ E42B20 ===
consensus_distance=1.456



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.829



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.6167 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6780 top1= 47.9968


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3421 top1= 43.5296

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.1135 top1= 98.2955

=== Log global consensus distance @ E43B0 ===
consensus_distance=1.439



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.759


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1152 top1= 97.4432

=== Log global consensus distance @ E43B10 ===
consensus_distance=1.434



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.727


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1290 top1= 96.5909

=== Log global consensus distance @ E43B20 ===
consensus_distance=1.402



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.594



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.0507 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7260 top1= 47.1855


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3732 top1= 43.3994

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1124 top1= 98.2955

=== Log global consensus distance @ E44B0 ===
consensus_distance=1.393



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.555


[E44B10 |   4224/60000 (  7%) ] Loss: 0.1155 top1= 97.4432

=== Log global consensus distance @ E44B10 ===
consensus_distance=1.383



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.498


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1288 top1= 96.8750

=== Log global consensus distance @ E44B20 ===
consensus_distance=1.349



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.358



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.5504 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7497 top1= 46.8049


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4217 top1= 43.4495

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.1108 top1= 98.2955

=== Log global consensus distance @ E45B0 ===
consensus_distance=1.340



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.327


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1169 top1= 97.4432

=== Log global consensus distance @ E45B10 ===
consensus_distance=1.328



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.258


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1265 top1= 97.4432

=== Log global consensus distance @ E45B20 ===
consensus_distance=1.294



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.114



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.0521 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7279 top1= 46.8450


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4469 top1= 43.3494

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.1110 top1= 98.2955

=== Log global consensus distance @ E46B0 ===
consensus_distance=1.284



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.080


[E46B10 |   4224/60000 (  7%) ] Loss: 0.1167 top1= 97.1591

=== Log global consensus distance @ E46B10 ===
consensus_distance=1.275



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.025


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.1265 top1= 97.1591

=== Log global consensus distance @ E46B20 ===
consensus_distance=1.239



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.870



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.4735 top1= 19.3409


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7527 top1= 46.2640


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4790 top1= 43.3193

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.1110 top1= 98.2955

=== Log global consensus distance @ E47B0 ===
consensus_distance=1.235



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.865


[E47B10 |   4224/60000 (  7%) ] Loss: 0.1159 top1= 97.1591

=== Log global consensus distance @ E47B10 ===
consensus_distance=1.226



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.808


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.1258 top1= 97.4432

=== Log global consensus distance @ E47B20 ===
consensus_distance=1.189



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.652



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9613 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7623 top1= 45.7131


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5151 top1= 43.3994

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.1085 top1= 98.2955

=== Log global consensus distance @ E48B0 ===
consensus_distance=1.188



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.658


[E48B10 |   4224/60000 (  7%) ] Loss: 0.1156 top1= 97.4432

=== Log global consensus distance @ E48B10 ===
consensus_distance=1.177



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.592


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.1240 top1= 97.7273

=== Log global consensus distance @ E48B20 ===
consensus_distance=1.145



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.457



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5839 top1= 19.4611


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7248 top1= 46.0537


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5265 top1= 43.3894

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.1092 top1= 98.2955

=== Log global consensus distance @ E49B0 ===
consensus_distance=1.136



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.426


[E49B10 |   4224/60000 (  7%) ] Loss: 0.1153 top1= 97.4432

=== Log global consensus distance @ E49B10 ===
consensus_distance=1.135



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.402


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.1230 top1= 97.7273

=== Log global consensus distance @ E49B20 ===
consensus_distance=1.099



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.252



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.0486 top1= 19.7516


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8097 top1= 44.7516


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5365 top1= 43.3694

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.1094 top1= 98.2955

=== Log global consensus distance @ E50B0 ===
consensus_distance=1.094



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.241


[E50B10 |   4224/60000 (  7%) ] Loss: 0.1163 top1= 97.1591

=== Log global consensus distance @ E50B10 ===
consensus_distance=1.089



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.198


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1215 top1= 97.4432

=== Log global consensus distance @ E50B20 ===
consensus_distance=1.060



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.078



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.6557 top1= 20.1522


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7727 top1= 44.7316


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5439 top1= 43.4095

