
=== 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 0.167 0.5  ]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.5   0.5  ]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.8305 top1= 75.2841

=== Log global consensus distance @ E1B10 ===
consensus_distance=1.042



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=1.660


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2651 top1= 93.4659

=== Log global consensus distance @ E1B20 ===
consensus_distance=4.081



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.504



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.4734 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.4887 top1= 41.0857


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.5609 top1= 40.4447

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1559 top1= 95.1705

=== Log global consensus distance @ E2B0 ===
consensus_distance=7.722



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=6.174


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1332 top1= 96.0227

=== Log global consensus distance @ E2B10 ===
consensus_distance=11.938



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=7.194


[E 2B20 |   8064/60000 ( 13%) ] Loss: 1.1013 top1= 90.9091

=== Log global consensus distance @ E2B20 ===
consensus_distance=16.931



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=8.001



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.9602 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5612 top1= 43.9303


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.8503 top1= 43.2392

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.3824 top1= 96.3068

=== Log global consensus distance @ E3B0 ===
consensus_distance=24.452



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=8.990


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1711 top1= 96.5909

=== Log global consensus distance @ E3B10 ===
consensus_distance=35.441



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=9.954


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.2236 top1= 96.3068

=== Log global consensus distance @ E3B20 ===
consensus_distance=46.107



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=10.834



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.4276 top1= 18.9103


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8386 top1= 47.6963


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.7113 top1= 45.6731

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0699 top1= 98.2955

=== Log global consensus distance @ E4B0 ===
consensus_distance=56.545



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=11.820


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.0523 top1= 98.2955

=== Log global consensus distance @ E4B10 ===
consensus_distance=67.330



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=12.874


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.0881 top1= 97.4432

=== Log global consensus distance @ E4B20 ===
consensus_distance=78.746



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=13.862



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8757 top1= 18.9704


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.2628 top1= 48.8982


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.6465 top1= 45.9034

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1908 top1= 96.8750

=== Log global consensus distance @ E5B0 ===
consensus_distance=91.010



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=14.864


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0668 top1= 98.8636

=== Log global consensus distance @ E5B10 ===
consensus_distance=103.904



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=15.937


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.0766 top1= 97.4432

=== Log global consensus distance @ E5B20 ===
consensus_distance=117.090



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=17.027



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8405 top1= 18.9103


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.5829 top1= 48.9083


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.7547 top1= 45.7833

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0697 top1= 98.2955

=== Log global consensus distance @ E6B0 ===
consensus_distance=130.692



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=18.153


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0645 top1= 98.0114

=== Log global consensus distance @ E6B10 ===
consensus_distance=144.974



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=19.346


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.0990 top1= 97.1591

=== Log global consensus distance @ E6B20 ===
consensus_distance=159.812



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=20.388



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2625 top1= 18.7500


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6384 top1= 48.9583


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.8330 top1= 46.1338

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.0586 top1= 98.2955

=== Log global consensus distance @ E7B0 ===
consensus_distance=175.235



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=21.455


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1698 top1= 95.1705

=== Log global consensus distance @ E7B10 ===
consensus_distance=191.924



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=23.114


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.4870 top1= 97.4432

=== Log global consensus distance @ E7B20 ===
consensus_distance=210.017



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=24.850



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5153 top1= 18.8802


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.3192 top1= 49.0485


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.3852 top1= 44.7316

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0873 top1= 97.7273

=== Log global consensus distance @ E8B0 ===
consensus_distance=229.211



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=26.324


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0602 top1= 98.2955

=== Log global consensus distance @ E8B10 ===
consensus_distance=248.804



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=27.781


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.0721 top1= 98.2955

=== Log global consensus distance @ E8B20 ===
consensus_distance=268.314



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=29.072



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6242 top1= 18.6899


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.4384 top1= 48.7580


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5760 top1= 45.8834

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0920 top1= 96.8750

=== Log global consensus distance @ E9B0 ===
consensus_distance=288.116



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=29.878


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0711 top1= 97.4432

=== Log global consensus distance @ E9B10 ===
consensus_distance=308.610



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=30.858


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.0597 top1= 98.0114

=== Log global consensus distance @ E9B20 ===
consensus_distance=329.584



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=31.681



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7186 top1= 17.6482


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.8989 top1= 49.4792


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5858 top1= 46.1839

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0652 top1= 98.0114

=== Log global consensus distance @ E10B0 ===
consensus_distance=351.144



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=32.412


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0639 top1= 97.4432

=== Log global consensus distance @ E10B10 ===
consensus_distance=373.445



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=33.329


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.0652 top1= 98.0114

=== Log global consensus distance @ E10B20 ===
consensus_distance=396.331



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=34.111



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7898 top1= 16.9872


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6443 top1= 49.5994


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.8560 top1= 45.4728

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0599 top1= 98.0114

=== Log global consensus distance @ E11B0 ===
consensus_distance=419.829



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=34.751


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0626 top1= 97.7273

=== Log global consensus distance @ E11B10 ===
consensus_distance=444.090



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=35.603


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.0525 top1= 98.2955

=== Log global consensus distance @ E11B20 ===
consensus_distance=468.948



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=36.311



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8472 top1= 15.8053


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.8198 top1= 49.4792


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.4481 top1= 45.5128

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0567 top1= 98.0114

=== Log global consensus distance @ E12B0 ===
consensus_distance=494.490



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=37.006


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0613 top1= 98.0114

=== Log global consensus distance @ E12B10 ===
consensus_distance=520.736



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=37.801


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.0540 top1= 98.2955

=== Log global consensus distance @ E12B20 ===
consensus_distance=547.591



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=38.495



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8907 top1= 13.9423


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.8392 top1= 49.6294


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.7357 top1= 45.9335

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0898 top1= 97.7273

=== Log global consensus distance @ E13B0 ===
consensus_distance=575.137



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=39.247


[E13B10 |   4224/60000 (  7%) ] Loss: 0.0763 top1= 96.8750

=== Log global consensus distance @ E13B10 ===
consensus_distance=603.387



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=40.120


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.0524 top1= 98.0114

=== Log global consensus distance @ E13B20 ===
consensus_distance=632.402



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=41.147



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9397 top1= 12.0092


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.9007 top1= 49.2588


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.3438 top1= 45.3726

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0728 top1= 97.1591

=== Log global consensus distance @ E14B0 ===
consensus_distance=661.996



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=42.002


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0689 top1= 97.1591

=== Log global consensus distance @ E14B10 ===
consensus_distance=692.332



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=42.969


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1005 top1= 96.8750

=== Log global consensus distance @ E14B20 ===
consensus_distance=723.196



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=43.645



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0305 top1= 11.0176


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.6358 top1= 49.5393


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7834 top1= 46.2139

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0727 top1= 97.1591

=== Log global consensus distance @ E15B0 ===
consensus_distance=754.737



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=44.367


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0826 top1= 96.8750

=== Log global consensus distance @ E15B10 ===
consensus_distance=786.946



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=45.076


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.0778 top1= 97.1591

=== Log global consensus distance @ E15B20 ===
consensus_distance=819.813



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=45.715



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1946 top1= 10.7472


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.2722 top1= 49.7296


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.7909 top1= 45.5028

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0654 top1= 97.1591

=== Log global consensus distance @ E16B0 ===
consensus_distance=853.381



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=46.490


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0946 top1= 96.3068

=== Log global consensus distance @ E16B10 ===
consensus_distance=887.727



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=47.562


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.0556 top1= 98.0114

=== Log global consensus distance @ E16B20 ===
consensus_distance=922.906



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=48.891



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3282 top1= 10.3566


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.1593 top1= 49.1386


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5750 top1= 46.1639

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0834 top1= 97.4432

=== Log global consensus distance @ E17B0 ===
consensus_distance=958.456



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=49.666


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0692 top1= 97.1591

=== Log global consensus distance @ E17B10 ===
consensus_distance=994.674



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=50.553


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1070 top1= 96.0227

=== Log global consensus distance @ E17B20 ===
consensus_distance=1031.714



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=51.669



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4447 top1= 10.0861


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.7433 top1= 49.3590


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.3108 top1= 45.5429

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0554 top1= 98.0114

=== Log global consensus distance @ E18B0 ===
consensus_distance=1069.502



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=52.865


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0674 top1= 97.4432

=== Log global consensus distance @ E18B10 ===
consensus_distance=1107.795



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=53.862


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.0600 top1= 97.7273

=== Log global consensus distance @ E18B20 ===
consensus_distance=1146.835



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=54.985



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5642 top1= 10.1663


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.8242 top1= 49.4391


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.6739 top1= 45.5629

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0853 top1= 97.1591

=== Log global consensus distance @ E19B0 ===
consensus_distance=1186.561



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=56.092


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0680 top1= 96.5909

=== Log global consensus distance @ E19B10 ===
consensus_distance=1226.885



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=57.014


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0686 top1= 97.4432

=== Log global consensus distance @ E19B20 ===
consensus_distance=1267.858



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=57.900



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5772 top1=  9.9259


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.0174 top1= 49.8297


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.6936 top1= 45.2224

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0774 top1= 98.0114

=== Log global consensus distance @ E20B0 ===
consensus_distance=1309.420



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=58.703


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0563 top1= 97.7273

=== Log global consensus distance @ E20B10 ===
consensus_distance=1351.774



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=59.556


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0589 top1= 98.0114

=== Log global consensus distance @ E20B20 ===
consensus_distance=1394.589



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=60.121



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7558 top1=  9.8858


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.2544 top1= 49.7596


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.1000 top1= 46.5345

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0942 top1= 96.5909

=== Log global consensus distance @ E21B0 ===
consensus_distance=1438.279



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=61.044


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0635 top1= 97.4432

=== Log global consensus distance @ E21B10 ===
consensus_distance=1482.912



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=62.569


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0558 top1= 97.7273

=== Log global consensus distance @ E21B20 ===
consensus_distance=1527.943



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=63.615



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.9704 top1=  9.9159


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.3731 top1= 50.1703


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.6022 top1= 46.1238

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0713 top1= 97.4432

=== Log global consensus distance @ E22B0 ===
consensus_distance=1573.451



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=64.299


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0672 top1= 97.1591

=== Log global consensus distance @ E22B10 ===
consensus_distance=1619.671



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=64.966


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.0573 top1= 98.0114

=== Log global consensus distance @ E22B20 ===
consensus_distance=1666.741



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=65.982



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0915 top1=  9.9259


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.3891 top1= 49.5793


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.1036 top1= 46.7448

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0875 top1= 97.1591

=== Log global consensus distance @ E23B0 ===
consensus_distance=1714.371



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=66.944


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0921 top1= 96.0227

=== Log global consensus distance @ E23B10 ===
consensus_distance=1762.753



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=67.911


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0619 top1= 97.1591

=== Log global consensus distance @ E23B20 ===
consensus_distance=1811.914



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=69.057



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.2084 top1=  9.7857


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.1389 top1= 49.5292


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.7961 top1= 46.8950

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0649 top1= 97.7273

=== Log global consensus distance @ E24B0 ===
consensus_distance=1861.657



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=70.081


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0717 top1= 97.1591

=== Log global consensus distance @ E24B10 ===
consensus_distance=1911.896



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=70.824


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.0516 top1= 98.2955

=== Log global consensus distance @ E24B20 ===
consensus_distance=1962.688



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=71.216



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.2772 top1=  9.7756


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.4613 top1= 49.7496


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.9354 top1= 46.7248

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0496 top1= 98.0114

=== Log global consensus distance @ E25B0 ===
consensus_distance=2014.299



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=71.831


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0639 top1= 97.7273

=== Log global consensus distance @ E25B10 ===
consensus_distance=2066.474



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=72.467


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.0586 top1= 98.2955

=== Log global consensus distance @ E25B20 ===
consensus_distance=2119.463



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=73.287



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.4009 top1=  9.8458


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.6539 top1= 49.7796


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.9102 top1= 46.7748

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0577 top1= 98.0114

=== Log global consensus distance @ E26B0 ===
consensus_distance=2173.061



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=73.904


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0691 top1= 97.4432

=== Log global consensus distance @ E26B10 ===
consensus_distance=2227.357



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=74.644


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0511 top1= 98.5795

=== Log global consensus distance @ E26B20 ===
consensus_distance=2282.330



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=75.437



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.5258 top1=  9.8057


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.9615 top1= 49.9399


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.1174 top1= 46.9050

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0485 top1= 98.2955

=== Log global consensus distance @ E27B0 ===
consensus_distance=2337.936



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=76.149


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0691 top1= 97.4432

=== Log global consensus distance @ E27B10 ===
consensus_distance=2394.198



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=76.838


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0585 top1= 97.7273

=== Log global consensus distance @ E27B20 ===
consensus_distance=2450.945



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=77.264



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.5797 top1=  9.8257


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.7047 top1= 49.4591


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.7624 top1= 46.3642

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0610 top1= 97.7273

=== Log global consensus distance @ E28B0 ===
consensus_distance=2508.781



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=78.438


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0533 top1= 97.4432

=== Log global consensus distance @ E28B10 ===
consensus_distance=2567.282



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=79.493


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.0461 top1= 98.2955

=== Log global consensus distance @ E28B20 ===
consensus_distance=2626.416



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=80.601



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.6532 top1=  9.7857


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.8874 top1= 50.0100


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.5357 top1= 46.1238

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0702 top1= 98.0114

=== Log global consensus distance @ E29B0 ===
consensus_distance=2686.000



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=81.476


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0656 top1= 97.7273

=== Log global consensus distance @ E29B10 ===
consensus_distance=2746.467



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=82.643


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.0655 top1= 98.2955

=== Log global consensus distance @ E29B20 ===
consensus_distance=2807.209



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=83.053



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.6919 top1=  9.7857


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.8209 top1= 50.0000


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=12.0203 top1= 46.6246

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0612 top1= 97.7273

=== Log global consensus distance @ E30B0 ===
consensus_distance=2868.794



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=83.744


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0589 top1= 97.4432

=== Log global consensus distance @ E30B10 ===
consensus_distance=2931.174



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=84.529


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0464 top1= 98.0114

=== Log global consensus distance @ E30B20 ===
consensus_distance=2994.068



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=85.118



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8582 top1=  9.8157


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=14.1191 top1= 49.0986


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.2644 top1= 45.5529

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0663 top1= 97.1591

=== Log global consensus distance @ E31B0 ===
consensus_distance=3057.987



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=86.558


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0560 top1= 97.7273

=== Log global consensus distance @ E31B10 ===
consensus_distance=3122.365



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=87.689


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.0432 top1= 98.5795

=== Log global consensus distance @ E31B20 ===
consensus_distance=3187.555



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=89.145



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.9632 top1=  9.8057


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.3129 top1= 49.2788


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.5414 top1= 45.9936

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0792 top1= 96.5909

=== Log global consensus distance @ E32B0 ===
consensus_distance=3253.260



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=90.272


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0704 top1= 97.1591

=== Log global consensus distance @ E32B10 ===
consensus_distance=3319.617



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=91.295


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1113 top1= 96.8750

=== Log global consensus distance @ E32B20 ===
consensus_distance=3386.628



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=92.372



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.0904 top1=  9.8257


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.7029 top1= 50.0801


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.7374 top1= 46.7147

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0943 top1= 96.8750

=== Log global consensus distance @ E33B0 ===
consensus_distance=3454.665



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=94.362


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0719 top1= 96.8750

=== Log global consensus distance @ E33B10 ===
consensus_distance=3523.781



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=97.682


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1189 top1= 96.5909

=== Log global consensus distance @ E33B20 ===
consensus_distance=3593.348



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=100.245



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.1680 top1=  9.7556


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.6437 top1= 49.5793


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.2012 top1= 45.9235

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.3162 top1= 96.5909

=== Log global consensus distance @ E34B0 ===
consensus_distance=3663.889



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.058
clique2_consensus_distance=103.579


[E34B10 |   4224/60000 (  7%) ] Loss: 0.2046 top1= 94.8864

=== Log global consensus distance @ E34B10 ===
consensus_distance=3736.450



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=112.274


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1678 top1= 96.3068

=== Log global consensus distance @ E34B20 ===
consensus_distance=3809.250



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=122.522



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.3276 top1=  9.7756


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.1588 top1= 46.0136


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.9278 top1= 46.5845

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.3282 top1= 93.1818

=== Log global consensus distance @ E35B0 ===
consensus_distance=3882.500



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=130.057


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1181 top1= 96.5909

=== Log global consensus distance @ E35B10 ===
consensus_distance=3956.320



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=135.096


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.3757 top1= 94.8864

=== Log global consensus distance @ E35B20 ===
consensus_distance=4030.228



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=137.985



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5427 top1=  9.8057


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.6365 top1= 48.8882


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.6716 top1= 46.3942

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.2160 top1= 92.3295

=== Log global consensus distance @ E36B0 ===
consensus_distance=4104.358



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=140.348


[E36B10 |   4224/60000 (  7%) ] Loss: 0.2036 top1= 95.7386

=== Log global consensus distance @ E36B10 ===
consensus_distance=4179.904



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=144.598


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1354 top1= 96.8750

=== Log global consensus distance @ E36B20 ===
consensus_distance=4255.450



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=146.993



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5123 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.5788 top1= 49.1587


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=12.6975 top1= 46.8750

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1039 top1= 96.0227

=== Log global consensus distance @ E37B0 ===
consensus_distance=4331.206



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=148.040


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0909 top1= 97.1591

=== Log global consensus distance @ E37B10 ===
consensus_distance=4407.476



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=148.854


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1467 top1= 96.8750

=== Log global consensus distance @ E37B20 ===
consensus_distance=4484.449



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=149.616



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7747 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.4113 top1= 49.4491


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.7123 top1= 46.5645

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1521 top1= 96.8750

=== Log global consensus distance @ E38B0 ===
consensus_distance=4562.519



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=151.266


[E38B10 |   4224/60000 (  7%) ] Loss: 0.0874 top1= 96.5909

=== Log global consensus distance @ E38B10 ===
consensus_distance=4640.953



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=152.320


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.0648 top1= 98.0114

=== Log global consensus distance @ E38B20 ===
consensus_distance=4719.870



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=153.096



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9075 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.9008 top1= 49.0885


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=12.8298 top1= 46.6647

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1128 top1= 96.8750

=== Log global consensus distance @ E39B0 ===
consensus_distance=4799.360



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=153.596


[E39B10 |   4224/60000 (  7%) ] Loss: 0.2920 top1= 96.8750

=== Log global consensus distance @ E39B10 ===
consensus_distance=4879.914



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=154.623


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.3047 top1= 96.8750

=== Log global consensus distance @ E39B20 ===
consensus_distance=4961.315



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=156.489



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9811 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=10.7432 top1= 49.1186


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.3455 top1= 45.5529

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1456 top1= 96.0227

=== Log global consensus distance @ E40B0 ===
consensus_distance=5043.936



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=159.592


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1028 top1= 96.0227

=== Log global consensus distance @ E40B10 ===
consensus_distance=5126.143



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=160.198


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.0653 top1= 97.7273

=== Log global consensus distance @ E40B20 ===
consensus_distance=5208.507



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=159.720



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1735 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.3837 top1= 49.2488


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=15.3278 top1= 45.5829

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.6276 top1= 97.1591

=== Log global consensus distance @ E41B0 ===
consensus_distance=5292.212



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=160.505


[E41B10 |   4224/60000 (  7%) ] Loss: 0.2214 top1= 95.7386

=== Log global consensus distance @ E41B10 ===
consensus_distance=5378.528



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=165.570


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1817 top1= 94.8864

=== Log global consensus distance @ E41B20 ===
consensus_distance=5463.733



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=167.563



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.2448 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.4348 top1= 49.5693


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.0840 top1= 45.7332

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1466 top1= 96.0227

=== Log global consensus distance @ E42B0 ===
consensus_distance=5549.637



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=169.112


[E42B10 |   4224/60000 (  7%) ] Loss: 0.0976 top1= 97.1591

=== Log global consensus distance @ E42B10 ===
consensus_distance=5635.807



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=169.755


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1022 top1= 97.4432

=== Log global consensus distance @ E42B20 ===
consensus_distance=5722.472



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=169.822



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.3158 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=13.7455 top1= 49.1887


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.8411 top1= 46.4643

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.0932 top1= 96.5909

=== Log global consensus distance @ E43B0 ===
consensus_distance=5809.613



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=169.579


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1494 top1= 96.3068

=== Log global consensus distance @ E43B10 ===
consensus_distance=5897.866



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=170.274


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1041 top1= 97.4432

=== Log global consensus distance @ E43B20 ===
consensus_distance=5986.812



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=170.819



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.4097 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=16.4293 top1= 49.7997


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=12.1217 top1= 46.8950

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.0916 top1= 97.1591

=== Log global consensus distance @ E44B0 ===
consensus_distance=6076.395



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=171.504


[E44B10 |   4224/60000 (  7%) ] Loss: 0.0890 top1= 97.4432

=== Log global consensus distance @ E44B10 ===
consensus_distance=6166.490



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=171.961


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.0903 top1= 97.7273

=== Log global consensus distance @ E44B20 ===
consensus_distance=6257.407



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=172.507



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.5737 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=15.0386 top1= 49.1386


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=12.3487 top1= 46.6246

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.0854 top1= 97.1591

=== Log global consensus distance @ E45B0 ===
consensus_distance=6349.009



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=173.459


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1029 top1= 96.8750

=== Log global consensus distance @ E45B10 ===
consensus_distance=6441.115



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=173.893


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.0691 top1= 98.0114

=== Log global consensus distance @ E45B20 ===
consensus_distance=6533.956



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=174.380



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7098 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=14.1668 top1= 49.3490


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.6767 top1= 46.8450

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.0636 top1= 97.7273

=== Log global consensus distance @ E46B0 ===
consensus_distance=6627.266



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=174.637


[E46B10 |   4224/60000 (  7%) ] Loss: 0.0778 top1= 97.1591

=== Log global consensus distance @ E46B10 ===
consensus_distance=6721.198



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=174.575


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.0521 top1= 98.2955

=== Log global consensus distance @ E46B20 ===
consensus_distance=6815.835



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=174.794



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.8339 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=14.0882 top1= 50.1903


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.6168 top1= 46.6847

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0575 top1= 98.0114

=== Log global consensus distance @ E47B0 ===
consensus_distance=6911.154



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=175.053


[E47B10 |   4224/60000 (  7%) ] Loss: 0.0801 top1= 97.4432

=== Log global consensus distance @ E47B10 ===
consensus_distance=7007.382



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=175.638


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.0568 top1= 98.2955

=== Log global consensus distance @ E47B20 ===
consensus_distance=7104.351



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=176.243



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.0294 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=18.3900 top1= 49.5192


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=15.5868 top1= 46.4744

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.0480 top1= 98.2955

=== Log global consensus distance @ E48B0 ===
consensus_distance=7201.911



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=176.652


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0850 top1= 97.4432

=== Log global consensus distance @ E48B10 ===
consensus_distance=7299.929



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=176.812


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0674 top1= 97.7273

=== Log global consensus distance @ E48B20 ===
consensus_distance=7398.732



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=177.302



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.1384 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=16.2074 top1= 49.6795


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=14.8878 top1= 47.0653

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0457 top1= 98.2955

=== Log global consensus distance @ E49B0 ===
consensus_distance=7498.107



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=177.632


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0783 top1= 97.1591

=== Log global consensus distance @ E49B10 ===
consensus_distance=7598.029



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=177.970


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.0872 top1= 96.8750

=== Log global consensus distance @ E49B20 ===
consensus_distance=7698.683



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=178.778



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.2971 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=14.9510 top1= 48.9183


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=16.0254 top1= 45.7833

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0691 top1= 97.4432

=== Log global consensus distance @ E50B0 ===
consensus_distance=7801.028



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=181.116


[E50B10 |   4224/60000 (  7%) ] Loss: 0.1700 top1= 96.3068

=== Log global consensus distance @ E50B10 ===
consensus_distance=7903.414



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=181.866


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.0743 top1= 97.7273

=== Log global consensus distance @ E50B20 ===
consensus_distance=8006.357



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=182.800



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.4170 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=16.0967 top1= 48.5978


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=15.6999 top1= 46.4243

