
=== 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: 0.7664 top1= 76.7045

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.745



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=1.607


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2865 top1= 92.8977

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.331



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=3.756



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3399 top1= 17.9287


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8880 top1= 40.5148


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.2975 top1= 37.6202

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1967 top1= 93.4659

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.351



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=4.079


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1592 top1= 95.1705

=== Log global consensus distance @ E2B10 ===
consensus_distance=1.266



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=3.755


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.2009 top1= 94.0341

=== Log global consensus distance @ E2B20 ===
consensus_distance=1.173



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=3.395



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7929 top1= 23.2372


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7870 top1= 46.9952


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5130 top1= 40.9155

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1291 top1= 98.0114

=== Log global consensus distance @ E3B0 ===
consensus_distance=1.151



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=3.321


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1534 top1= 95.7386

=== Log global consensus distance @ E3B10 ===
consensus_distance=1.165



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=3.393


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1611 top1= 96.0227

=== Log global consensus distance @ E3B20 ===
consensus_distance=1.177



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=3.463



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3196 top1= 20.5128


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9204 top1= 49.8898


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3521 top1= 42.9387

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1372 top1= 97.1591

=== Log global consensus distance @ E4B0 ===
consensus_distance=1.203



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=3.592


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1452 top1= 95.4545

=== Log global consensus distance @ E4B10 ===
consensus_distance=1.258



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=3.824


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1654 top1= 96.3068

=== Log global consensus distance @ E4B20 ===
consensus_distance=1.304



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=4.033



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7699 top1= 19.7917


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0222 top1= 49.9399


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1921 top1= 42.8586

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1419 top1= 97.7273

=== Log global consensus distance @ E5B0 ===
consensus_distance=1.359



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=4.293


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1460 top1= 96.0227

=== Log global consensus distance @ E5B10 ===
consensus_distance=1.434



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=4.613


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1724 top1= 95.4545

=== Log global consensus distance @ E5B20 ===
consensus_distance=1.487



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=4.852



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3556 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0906 top1= 49.6394


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9387 top1= 42.9888

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1483 top1= 97.7273

=== Log global consensus distance @ E6B0 ===
consensus_distance=1.558



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=5.171


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1404 top1= 96.5909

=== Log global consensus distance @ E6B10 ===
consensus_distance=1.638



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=5.516


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1766 top1= 95.7386

=== Log global consensus distance @ E6B20 ===
consensus_distance=1.695



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=5.774



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.2386 top1= 19.2007


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0915 top1= 48.9083


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7559 top1= 42.5881

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1521 top1= 96.5909

=== Log global consensus distance @ E7B0 ===
consensus_distance=1.774



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=6.127


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1393 top1= 96.8750

=== Log global consensus distance @ E7B10 ===
consensus_distance=1.876



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=6.563


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1801 top1= 95.7386

=== Log global consensus distance @ E7B20 ===
consensus_distance=1.939



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=6.845



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.5269 top1= 19.3009


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9545 top1= 47.8165


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5903 top1= 42.1374

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.1590 top1= 97.4432

=== Log global consensus distance @ E8B0 ===
consensus_distance=2.021



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=7.207


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.1460 top1= 97.1591

=== Log global consensus distance @ E8B10 ===
consensus_distance=2.118



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=7.622


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1834 top1= 95.7386

=== Log global consensus distance @ E8B20 ===
consensus_distance=2.178



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=7.893



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.8819 top1= 19.3309


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8031 top1= 46.5044


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4635 top1= 41.9071

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.1635 top1= 97.7273

=== Log global consensus distance @ E9B0 ===
consensus_distance=2.239



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=8.168


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.1505 top1= 96.5909

=== Log global consensus distance @ E9B10 ===
consensus_distance=2.332



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=8.561


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1843 top1= 95.4545

=== Log global consensus distance @ E9B20 ===
consensus_distance=2.391



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=8.828



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.8497 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7639 top1= 45.0921


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5270 top1= 41.2159

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.1660 top1= 97.1591

=== Log global consensus distance @ E10B0 ===
consensus_distance=2.437



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=9.046


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1594 top1= 96.0227

=== Log global consensus distance @ E10B10 ===
consensus_distance=2.510



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=9.357


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1961 top1= 95.4545

=== Log global consensus distance @ E10B20 ===
consensus_distance=2.555



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=9.561



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.8939 top1= 19.1907


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8176 top1= 42.3978


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6435 top1= 40.2444

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.1730 top1= 97.4432

=== Log global consensus distance @ E11B0 ===
consensus_distance=2.590



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=9.723


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1686 top1= 96.3068

=== Log global consensus distance @ E11B10 ===
consensus_distance=2.637



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=9.919


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1946 top1= 95.4545

=== Log global consensus distance @ E11B20 ===
consensus_distance=2.664



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=10.046



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.5027 top1= 19.1607


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9291 top1= 40.7151


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7868 top1= 38.8922

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.1717 top1= 97.7273

=== Log global consensus distance @ E12B0 ===
consensus_distance=2.681



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.131


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1688 top1= 96.5909

=== Log global consensus distance @ E12B10 ===
consensus_distance=2.711



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.249


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1907 top1= 95.7386

=== Log global consensus distance @ E12B20 ===
consensus_distance=2.732



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=10.343



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.8466 top1= 19.1306


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9861 top1= 40.4647


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9178 top1= 38.2812

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.1718 top1= 97.1591

=== Log global consensus distance @ E13B0 ===
consensus_distance=2.738



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.376


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1712 top1= 96.5909

=== Log global consensus distance @ E13B10 ===
consensus_distance=2.751



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.423


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1894 top1= 95.7386

=== Log global consensus distance @ E13B20 ===
consensus_distance=2.762



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=10.477



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.0626 top1= 19.0505


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0466 top1= 40.2444


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0937 top1= 37.6603

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.1756 top1= 96.3068

=== Log global consensus distance @ E14B0 ===
consensus_distance=2.741



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.387


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1739 top1= 96.0227

=== Log global consensus distance @ E14B10 ===
consensus_distance=2.737



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.358


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1827 top1= 96.0227

=== Log global consensus distance @ E14B20 ===
consensus_distance=2.730



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.341



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.3861 top1= 18.9403


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0564 top1= 40.1943


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2852 top1= 38.0709

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.1780 top1= 96.0227

=== Log global consensus distance @ E15B0 ===
consensus_distance=2.699



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=10.206


[E15B10 |   4224/60000 (  7%) ] Loss: 0.1660 top1= 96.3068

=== Log global consensus distance @ E15B10 ===
consensus_distance=2.683



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=10.134


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1852 top1= 96.0227

=== Log global consensus distance @ E15B20 ===
consensus_distance=2.659



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=10.036



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.8346 top1= 18.6498


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0467 top1= 40.2043


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5315 top1= 38.2512

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.1853 top1= 96.5909

=== Log global consensus distance @ E16B0 ===
consensus_distance=2.617



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.850


[E16B10 |   4224/60000 (  7%) ] Loss: 0.1588 top1= 96.3068

=== Log global consensus distance @ E16B10 ===
consensus_distance=2.590



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.729


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1904 top1= 95.7386

=== Log global consensus distance @ E16B20 ===
consensus_distance=2.546



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.549



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6631 top1= 18.4595


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0231 top1= 40.3946


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7608 top1= 39.4832

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.1929 top1= 96.3068

=== Log global consensus distance @ E17B0 ===
consensus_distance=2.494



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.317


[E17B10 |   4224/60000 (  7%) ] Loss: 0.1607 top1= 96.0227

=== Log global consensus distance @ E17B10 ===
consensus_distance=2.486



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.286


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1835 top1= 96.0227

=== Log global consensus distance @ E17B20 ===
consensus_distance=2.460



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.187



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5140 top1= 18.0689


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1463 top1= 40.3345


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8528 top1= 39.0925

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.1914 top1= 95.4545

=== Log global consensus distance @ E18B0 ===
consensus_distance=2.419



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.003


[E18B10 |   4224/60000 (  7%) ] Loss: 0.1580 top1= 96.3068

=== Log global consensus distance @ E18B10 ===
consensus_distance=2.411



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.969


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1824 top1= 96.5909

=== Log global consensus distance @ E18B20 ===
consensus_distance=2.394



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.907



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5423 top1= 17.4479


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2413 top1= 40.1042


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7748 top1= 39.1026

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.1743 top1= 96.8750

=== Log global consensus distance @ E19B0 ===
consensus_distance=2.358



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.741


[E19B10 |   4224/60000 (  7%) ] Loss: 0.1579 top1= 95.4545

=== Log global consensus distance @ E19B10 ===
consensus_distance=2.347



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.695


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1856 top1= 95.7386

=== Log global consensus distance @ E19B20 ===
consensus_distance=2.339



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.664



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6653 top1= 17.1374


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2912 top1= 40.0040


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5996 top1= 38.8822

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.1728 top1= 96.5909

=== Log global consensus distance @ E20B0 ===
consensus_distance=2.297



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.473


[E20B10 |   4224/60000 (  7%) ] Loss: 0.1639 top1= 96.0227

=== Log global consensus distance @ E20B10 ===
consensus_distance=2.277



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.380


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1941 top1= 95.7386

=== Log global consensus distance @ E20B20 ===
consensus_distance=2.278



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.388



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6467 top1= 17.0573


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2298 top1= 39.8738


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5138 top1= 39.3930

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.1630 top1= 96.5909

=== Log global consensus distance @ E21B0 ===
consensus_distance=2.249



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.255


[E21B10 |   4224/60000 (  7%) ] Loss: 0.1598 top1= 96.0227

=== Log global consensus distance @ E21B10 ===
consensus_distance=2.240



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.208


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.1862 top1= 96.3068

=== Log global consensus distance @ E21B20 ===
consensus_distance=2.250



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.256



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.8960 top1= 17.0373


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2023 top1= 39.9339


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4569 top1= 40.2043

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.1656 top1= 97.1591

=== Log global consensus distance @ E22B0 ===
consensus_distance=2.222



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.136


[E22B10 |   4224/60000 (  7%) ] Loss: 0.1601 top1= 96.0227

=== Log global consensus distance @ E22B10 ===
consensus_distance=2.222



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.136


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.1864 top1= 95.4545

=== Log global consensus distance @ E22B20 ===
consensus_distance=2.245



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.237



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.8216 top1= 16.5565


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3270 top1= 40.1342


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4002 top1= 39.3930

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.1621 top1= 96.8750

=== Log global consensus distance @ E23B0 ===
consensus_distance=2.228



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.141


[E23B10 |   4224/60000 (  7%) ] Loss: 0.1644 top1= 96.5909

=== Log global consensus distance @ E23B10 ===
consensus_distance=2.244



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.192


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1969 top1= 95.1705

=== Log global consensus distance @ E23B20 ===
consensus_distance=2.284



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.366



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6587 top1= 18.0489


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3021 top1= 40.3746


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1244 top1= 39.3029

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.1722 top1= 96.5909

=== Log global consensus distance @ E24B0 ===
consensus_distance=2.273



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.337


[E24B10 |   4224/60000 (  7%) ] Loss: 0.1930 top1= 95.1705

=== Log global consensus distance @ E24B10 ===
consensus_distance=2.306



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=8.478


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1793 top1= 95.7386

=== Log global consensus distance @ E24B20 ===
consensus_distance=2.339



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.617



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.0833 top1= 18.9503


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4234 top1= 40.6951


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0190 top1= 39.4531

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.1618 top1= 97.1591

=== Log global consensus distance @ E25B0 ===
consensus_distance=2.349



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=8.669


[E25B10 |   4224/60000 (  7%) ] Loss: 0.1815 top1= 95.4545

=== Log global consensus distance @ E25B10 ===
consensus_distance=2.412



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=8.952


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1901 top1= 95.4545

=== Log global consensus distance @ E25B20 ===
consensus_distance=2.458



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.149



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.2210 top1= 19.1206


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5054 top1= 40.7752


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8909 top1= 38.9924

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.1637 top1= 97.1591

=== Log global consensus distance @ E26B0 ===
consensus_distance=2.483



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.267


[E26B10 |   4224/60000 (  7%) ] Loss: 0.1708 top1= 96.0227

=== Log global consensus distance @ E26B10 ===
consensus_distance=2.551



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.562


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1915 top1= 94.8864

=== Log global consensus distance @ E26B20 ===
consensus_distance=2.586



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.715



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.0615 top1= 19.1807


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5546 top1= 41.1358


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8642 top1= 38.6318

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.1645 top1= 97.4432

=== Log global consensus distance @ E27B0 ===
consensus_distance=2.623



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.885


[E27B10 |   4224/60000 (  7%) ] Loss: 0.1717 top1= 96.3068

=== Log global consensus distance @ E27B10 ===
consensus_distance=2.672



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=10.092


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1912 top1= 95.7386

=== Log global consensus distance @ E27B20 ===
consensus_distance=2.713



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=10.269



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.3380 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5661 top1= 41.4163


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7838 top1= 38.0809

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.1705 top1= 97.4432

=== Log global consensus distance @ E28B0 ===
consensus_distance=2.751



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=10.448


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1786 top1= 95.7386

=== Log global consensus distance @ E28B10 ===
consensus_distance=2.802



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=10.662


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1929 top1= 95.7386

=== Log global consensus distance @ E28B20 ===
consensus_distance=2.867



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=10.944



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.5038 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5945 top1= 41.6066


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6856 top1= 37.7905

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.1710 top1= 96.5909

=== Log global consensus distance @ E29B0 ===
consensus_distance=2.899



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=11.096


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1814 top1= 96.0227

=== Log global consensus distance @ E29B10 ===
consensus_distance=2.958



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=11.340


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1963 top1= 95.4545

=== Log global consensus distance @ E29B20 ===
consensus_distance=3.025



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=11.631



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9369 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4881 top1= 41.8169


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6497 top1= 37.6703

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.1772 top1= 96.5909

=== Log global consensus distance @ E30B0 ===
consensus_distance=3.048



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=11.747


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1847 top1= 96.3068

=== Log global consensus distance @ E30B10 ===
consensus_distance=3.095



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=11.931


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1970 top1= 95.1705

=== Log global consensus distance @ E30B20 ===
consensus_distance=3.145



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.146



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0044 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2644 top1= 42.6382


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6667 top1= 37.6502

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1769 top1= 96.3068

=== Log global consensus distance @ E31B0 ===
consensus_distance=3.146



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.157


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1807 top1= 95.7386

=== Log global consensus distance @ E31B10 ===
consensus_distance=3.178



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=12.272


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.2007 top1= 95.7386

=== Log global consensus distance @ E31B20 ===
consensus_distance=3.211



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=12.428



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.2450 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2685 top1= 44.0004


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9270 top1= 37.7304

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1767 top1= 96.8750

=== Log global consensus distance @ E32B0 ===
consensus_distance=3.189



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=12.337


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1852 top1= 96.0227

=== Log global consensus distance @ E32B10 ===
consensus_distance=3.220



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=12.460


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.2116 top1= 96.3068

=== Log global consensus distance @ E32B20 ===
consensus_distance=3.229



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=12.513



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.8823 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5311 top1= 44.4111


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2024 top1= 37.7103

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1762 top1= 97.1591

=== Log global consensus distance @ E33B0 ===
consensus_distance=3.203



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.406


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1891 top1= 96.0227

=== Log global consensus distance @ E33B10 ===
consensus_distance=3.211



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.429


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.2126 top1= 95.7386

=== Log global consensus distance @ E33B20 ===
consensus_distance=3.227



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.515



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.6561 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7532 top1= 44.4010


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5396 top1= 37.6002

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.1892 top1= 96.5909

=== Log global consensus distance @ E34B0 ===
consensus_distance=3.212



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.467


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1990 top1= 94.8864

=== Log global consensus distance @ E34B10 ===
consensus_distance=3.232



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.547


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.2158 top1= 95.1705

=== Log global consensus distance @ E34B20 ===
consensus_distance=3.244



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.619



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.1860 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.9282 top1= 43.5196


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6929 top1= 37.4399

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.2063 top1= 96.3068

=== Log global consensus distance @ E35B0 ===
consensus_distance=3.245



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=12.643


[E35B10 |   4224/60000 (  7%) ] Loss: 0.2350 top1= 93.1818

=== Log global consensus distance @ E35B10 ===
consensus_distance=3.300



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.874


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.2318 top1= 95.4545

=== Log global consensus distance @ E35B20 ===
consensus_distance=3.327



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.999



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.6521 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.9557 top1= 43.6999


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7785 top1= 37.2897

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.2092 top1= 95.7386

=== Log global consensus distance @ E36B0 ===
consensus_distance=3.355



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.136


[E36B10 |   4224/60000 (  7%) ] Loss: 0.2245 top1= 94.0341

=== Log global consensus distance @ E36B10 ===
consensus_distance=3.388



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.266


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.2562 top1= 95.1705

=== Log global consensus distance @ E36B20 ===
consensus_distance=3.402



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.332



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.6753 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8438 top1= 43.8301


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7546 top1= 37.5801

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.2032 top1= 96.5909

=== Log global consensus distance @ E37B0 ===
consensus_distance=3.428



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.472


[E37B10 |   4224/60000 (  7%) ] Loss: 0.2240 top1= 94.3182

=== Log global consensus distance @ E37B10 ===
consensus_distance=3.439



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.504


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.2769 top1= 94.6023

=== Log global consensus distance @ E37B20 ===
consensus_distance=3.447



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.537



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.3912 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8500 top1= 42.9087


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7542 top1= 37.5701

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.2294 top1= 94.8864

=== Log global consensus distance @ E38B0 ===
consensus_distance=3.475



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.698


[E38B10 |   4224/60000 (  7%) ] Loss: 0.2233 top1= 95.1705

=== Log global consensus distance @ E38B10 ===
consensus_distance=3.467



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.633


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.2442 top1= 95.4545

=== Log global consensus distance @ E38B20 ===
consensus_distance=3.470



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.651



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=13.8563 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6644 top1= 42.6883


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6614 top1= 37.4599

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.2274 top1= 95.1705

=== Log global consensus distance @ E39B0 ===
consensus_distance=3.471



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.686


[E39B10 |   4224/60000 (  7%) ] Loss: 0.2379 top1= 94.0341

=== Log global consensus distance @ E39B10 ===
consensus_distance=3.449



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=13.552


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.2461 top1= 95.1705

=== Log global consensus distance @ E39B20 ===
consensus_distance=3.458



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.587



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=13.6352 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3764 top1= 43.3894


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3757 top1= 38.0509

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.2564 top1= 92.8977

=== Log global consensus distance @ E40B0 ===
consensus_distance=3.432



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.505


[E40B10 |   4224/60000 (  7%) ] Loss: 0.2335 top1= 94.0341

=== Log global consensus distance @ E40B10 ===
consensus_distance=3.431



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=13.459


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.2399 top1= 94.8864

=== Log global consensus distance @ E40B20 ===
consensus_distance=3.442



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.516



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.0400 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6193 top1= 42.5581


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4051 top1= 37.8305

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.2590 top1= 93.7500

=== Log global consensus distance @ E41B0 ===
consensus_distance=3.402



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.370


[E41B10 |   4224/60000 (  7%) ] Loss: 0.2235 top1= 94.6023

=== Log global consensus distance @ E41B10 ===
consensus_distance=3.391



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.286


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.2403 top1= 94.6023

=== Log global consensus distance @ E41B20 ===
consensus_distance=3.402



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.346



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.5763 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5507 top1= 42.8586


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3814 top1= 37.7204

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.2537 top1= 93.4659

=== Log global consensus distance @ E42B0 ===
consensus_distance=3.367



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.228


[E42B10 |   4224/60000 (  7%) ] Loss: 0.2353 top1= 93.7500

=== Log global consensus distance @ E42B10 ===
consensus_distance=3.388



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.293


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.2408 top1= 94.8864

=== Log global consensus distance @ E42B20 ===
consensus_distance=3.381



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.281



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.8033 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6373 top1= 42.6482


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4823 top1= 37.8305

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.2575 top1= 94.3182

=== Log global consensus distance @ E43B0 ===
consensus_distance=3.365



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.231


[E43B10 |   4224/60000 (  7%) ] Loss: 0.2261 top1= 93.7500

=== Log global consensus distance @ E43B10 ===
consensus_distance=3.372



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.239


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.2664 top1= 93.7500

=== Log global consensus distance @ E43B20 ===
consensus_distance=3.394



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=13.346



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.6253 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7878 top1= 42.0773


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6268 top1= 37.4099

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.2296 top1= 94.8864

=== Log global consensus distance @ E44B0 ===
consensus_distance=3.356



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.221


[E44B10 |   4224/60000 (  7%) ] Loss: 0.2215 top1= 94.8864

=== Log global consensus distance @ E44B10 ===
consensus_distance=3.386



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.314


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.2533 top1= 94.3182

=== Log global consensus distance @ E44B20 ===
consensus_distance=3.392



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.351



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.5064 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.9369 top1= 42.4880


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3990 top1= 38.8121

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.2387 top1= 94.6023

=== Log global consensus distance @ E45B0 ===
consensus_distance=3.361



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=13.253


[E45B10 |   4224/60000 (  7%) ] Loss: 0.2204 top1= 94.8864

=== Log global consensus distance @ E45B10 ===
consensus_distance=3.381



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.306


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.2466 top1= 94.0341

=== Log global consensus distance @ E45B20 ===
consensus_distance=3.390



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.349



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.0004 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0066 top1= 42.2776


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3446 top1= 39.1526

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.2409 top1= 94.8864

=== Log global consensus distance @ E46B0 ===
consensus_distance=3.349



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=13.218


[E46B10 |   4224/60000 (  7%) ] Loss: 0.2138 top1= 95.1705

=== Log global consensus distance @ E46B10 ===
consensus_distance=3.374



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.288


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.2398 top1= 94.0341

=== Log global consensus distance @ E46B20 ===
consensus_distance=3.375



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.289



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=13.6534 top1= 19.3409


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0667 top1= 42.3077


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2265 top1= 39.2228

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.2420 top1= 93.7500

=== Log global consensus distance @ E47B0 ===
consensus_distance=3.332



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=13.134


[E47B10 |   4224/60000 (  7%) ] Loss: 0.2143 top1= 95.7386

=== Log global consensus distance @ E47B10 ===
consensus_distance=3.344



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.151


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.2299 top1= 95.1705

=== Log global consensus distance @ E47B20 ===
consensus_distance=3.335



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.114



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=13.1828 top1= 19.3409


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.1760 top1= 41.8269


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1929 top1= 39.5032

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.2430 top1= 94.6023

=== Log global consensus distance @ E48B0 ===
consensus_distance=3.296



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=12.991


[E48B10 |   4224/60000 (  7%) ] Loss: 0.2151 top1= 95.7386

=== Log global consensus distance @ E48B10 ===
consensus_distance=3.306



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.992


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.2369 top1= 94.8864

=== Log global consensus distance @ E48B20 ===
consensus_distance=3.309



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=13.011



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.9104 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0927 top1= 42.2776


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2485 top1= 38.8221

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.2610 top1= 94.8864

=== Log global consensus distance @ E49B0 ===
consensus_distance=3.266



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=12.865


[E49B10 |   4224/60000 (  7%) ] Loss: 0.2203 top1= 94.3182

=== Log global consensus distance @ E49B10 ===
consensus_distance=3.294



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.936


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.2303 top1= 95.4545

=== Log global consensus distance @ E49B20 ===
consensus_distance=3.269



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=12.832



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.7281 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0949 top1= 42.5982


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1042 top1= 38.6619

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.2219 top1= 95.7386

=== Log global consensus distance @ E50B0 ===
consensus_distance=3.224



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=12.676


[E50B10 |   4224/60000 (  7%) ] Loss: 0.2236 top1= 95.1705

=== Log global consensus distance @ E50B10 ===
consensus_distance=3.260



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.790


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.2292 top1= 95.1705

=== Log global consensus distance @ E50B20 ===
consensus_distance=3.245



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=12.730



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.5078 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0517 top1= 42.1875


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0421 top1= 39.4231

