
=== Start adding workers ===
=> Add worker SGDMWorker(index=0, momentum=0.0)
=> Add worker SGDMWorker(index=1, momentum=0.0)
=> Add worker SGDMWorker(index=2, momentum=0.0)
=> Add worker SGDMWorker(index=3, momentum=0.0)
=> Add worker SGDMWorker(index=4, momentum=0.0)
=> Add worker SGDMWorker(index=5, momentum=0.0)
=> Add worker SGDMWorker(index=6, momentum=0.0)
=> Add worker SGDMWorker(index=7, momentum=0.0)
=> Add worker SGDMWorker(index=8, momentum=0.0)
=> Add worker SGDMWorker(index=9, momentum=0.0)
=> Add worker SGDMWorker(index=10, momentum=0.0)
=> Add worker ByzantineWorker(index=11)
=> Add worker ByzantineWorker(index=12)

=== Start adding graph ===
TwoCliquesWithByzantine(m=5,b=2)

Train epoch 1
[E 1B0  |    416/60000 (  1%) ] Loss: 2.3051 top1=  8.5227

=== Peeking data label distribution E1B0 ===
Worker 0 has targets: tensor([9, 9, 2, 5, 8], device='cuda:0')
Worker 1 has targets: tensor([3, 4, 1, 1, 9], device='cuda:0')
Worker 2 has targets: tensor([5, 0, 6, 6, 2], device='cuda:0')
Worker 3 has targets: tensor([4, 6, 5, 0, 1], device='cuda:0')
Worker 4 has targets: tensor([7, 8, 5, 1, 0], device='cuda:0')
Worker 5 has targets: tensor([4, 9, 4, 4, 7], device='cuda:0')
Worker 6 has targets: tensor([9, 9, 7, 4, 9], device='cuda:0')
Worker 7 has targets: tensor([6, 3, 4, 0, 2], device='cuda:0')
Worker 8 has targets: tensor([8, 1, 1, 0, 6], device='cuda:0')
Worker 9 has targets: tensor([8, 3, 8, 7, 8], device='cuda:0')
Worker 10 has targets: tensor([7, 2, 7, 0, 7], device='cuda:0')
Worker 11 has targets: tensor([4, 5, 3, 6, 7], device='cuda:0')
Worker 12 has targets: tensor([8, 0, 3, 7, 2], device='cuda:0')



=== Log global consensus distance @ E1B0 ===
consensus_distance=0.000



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


[E 1B10 |   4576/60000 (  8%) ] Loss: 2.2958 top1= 11.6477

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.000



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000


[E 1B20 |   8736/60000 ( 15%) ] Loss: 2.2863 top1= 11.3636

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.001



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2894 top1= 11.3181


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2837 top1= 10.3165


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2836 top1= 10.1963

Train epoch 2
[E 2B0  |    416/60000 (  1%) ] Loss: 2.2697 top1= 14.2045

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 2B10 |   4576/60000 (  8%) ] Loss: 2.2900 top1= 15.3409

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.172



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=0.007


[E 2B20 |   8736/60000 ( 15%) ] Loss: 2.4452 top1= 15.9091

=== Log global consensus distance @ E2B20 ===
consensus_distance=2.506



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.099
clique2_consensus_distance=0.099



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3427 top1= 26.5425


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4483 top1= 19.1907


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.4513 top1= 19.2007

Train epoch 3
[E 3B0  |    416/60000 (  1%) ] Loss: 2.8497 top1= 16.7614

=== Log global consensus distance @ E3B0 ===
consensus_distance=9.386



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.476
clique2_consensus_distance=0.476


[E 3B10 |   4576/60000 (  8%) ] Loss: 2.5905 top1= 19.0341

=== Log global consensus distance @ E3B10 ===
consensus_distance=9.601



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.492


[E 3B20 |   8736/60000 ( 15%) ] Loss: 3.2130 top1= 22.1591

=== Log global consensus distance @ E3B20 ===
consensus_distance=9.604



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.493



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.9160 top1= 37.2095


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9245 top1= 37.2696


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9214 top1= 37.6803

Train epoch 4
[E 4B0  |    416/60000 (  1%) ] Loss: 3.2284 top1= 19.3182

=== Log global consensus distance @ E4B0 ===
consensus_distance=9.605



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.493


[E 4B10 |   4576/60000 (  8%) ] Loss: 3.2716 top1= 26.1364

=== Log global consensus distance @ E4B10 ===
consensus_distance=9.605



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.493


[E 4B20 |   8736/60000 ( 15%) ] Loss: 3.9108 top1= 25.8523

=== Log global consensus distance @ E4B20 ===
consensus_distance=9.605



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.494



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.6773 top1= 43.8401


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6008 top1= 45.1823


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5894 top1= 44.8518

Train epoch 5
[E 5B0  |    416/60000 (  1%) ] Loss: 3.8527 top1= 26.4205

=== Log global consensus distance @ E5B0 ===
consensus_distance=9.605



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.494


[E 5B10 |   4576/60000 (  8%) ] Loss: 3.9355 top1= 28.6932

=== Log global consensus distance @ E5B10 ===
consensus_distance=9.606



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.495


[E 5B20 |   8736/60000 ( 15%) ] Loss: 4.4252 top1= 28.4091

=== Log global consensus distance @ E5B20 ===
consensus_distance=9.605



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.495



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7327 top1= 42.5781


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.5845 top1= 44.6514


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.6327 top1= 41.5865

Train epoch 6
[E 6B0  |    416/60000 (  1%) ] Loss: 4.2371 top1= 31.8182

=== Log global consensus distance @ E6B0 ===
consensus_distance=9.606



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.495


[E 6B10 |   4576/60000 (  8%) ] Loss: 4.3946 top1= 29.5455

=== Log global consensus distance @ E6B10 ===
consensus_distance=9.606



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.496


[E 6B20 |   8736/60000 ( 15%) ] Loss: 5.4038 top1= 30.9659

=== Log global consensus distance @ E6B20 ===
consensus_distance=9.605



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.496



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7616 top1= 47.3057


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.5835 top1= 47.5561


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.6056 top1= 46.2440

Train epoch 7
[E 7B0  |    416/60000 (  1%) ] Loss: 4.9746 top1= 32.1023

=== Log global consensus distance @ E7B0 ===
consensus_distance=9.606



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.497


[E 7B10 |   4576/60000 (  8%) ] Loss: 4.9431 top1= 33.2386

=== Log global consensus distance @ E7B10 ===
consensus_distance=9.606



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.498


[E 7B20 |   8736/60000 ( 15%) ] Loss: 6.2321 top1= 29.8295

=== Log global consensus distance @ E7B20 ===
consensus_distance=9.606



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.498



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7558 top1= 53.0950


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.5690 top1= 52.2837


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5103 top1= 53.4956

Train epoch 8
[E 8B0  |    416/60000 (  1%) ] Loss: 6.0391 top1= 35.5114

=== Log global consensus distance @ E8B0 ===
consensus_distance=9.606



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.498


[E 8B10 |   4576/60000 (  8%) ] Loss: 5.6822 top1= 33.5227

=== Log global consensus distance @ E8B10 ===
consensus_distance=9.607



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.500


[E 8B20 |   8736/60000 ( 15%) ] Loss: 7.7507 top1= 32.6705

=== Log global consensus distance @ E8B20 ===
consensus_distance=9.606



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.500



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0900 top1= 55.8894


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6145 top1= 56.8910


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.6798 top1= 54.4371

Train epoch 9
[E 9B0  |    416/60000 (  1%) ] Loss: 7.6807 top1= 34.3750

=== Log global consensus distance @ E9B0 ===
consensus_distance=9.607



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.501


[E 9B10 |   4576/60000 (  8%) ] Loss: 8.0159 top1= 32.1023

=== Log global consensus distance @ E9B10 ===
consensus_distance=9.608



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.508


[E 9B20 |   8736/60000 ( 15%) ] Loss: 17.5454 top1= 30.3977

=== Log global consensus distance @ E9B20 ===
consensus_distance=9.579



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.507



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6476 top1= 56.5405


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9514 top1= 54.4772


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0063 top1= 53.8061

Train epoch 10
[E10B0  |    416/60000 (  1%) ] Loss: 10.1980 top1= 33.5227

=== Log global consensus distance @ E10B0 ===
consensus_distance=9.604



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.505


[E10B10 |   4576/60000 (  8%) ] Loss: 8.5203 top1= 34.3750

=== Log global consensus distance @ E10B10 ===
consensus_distance=9.609



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.507


[E10B20 |   8736/60000 ( 15%) ] Loss: 11.4004 top1= 31.5341

=== Log global consensus distance @ E10B20 ===
consensus_distance=9.608



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.504



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5093 top1= 59.3750


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4095 top1= 57.4720


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.3320 top1= 56.8810

Train epoch 11
[E11B0  |    416/60000 (  1%) ] Loss: 12.2124 top1= 35.2273

=== Log global consensus distance @ E11B0 ===
consensus_distance=9.609



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.505


[E11B10 |   4576/60000 (  8%) ] Loss: 10.7560 top1= 40.6250

=== Log global consensus distance @ E11B10 ===
consensus_distance=9.610



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.510


[E11B20 |   8736/60000 ( 15%) ] Loss: 16.1279 top1= 31.5341

=== Log global consensus distance @ E11B20 ===
consensus_distance=9.609



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.509



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.3165 top1= 61.5885


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3146 top1= 59.8458


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3602 top1= 59.6354

Train epoch 12
[E12B0  |    416/60000 (  1%) ] Loss: 16.6080 top1= 37.2159

=== Log global consensus distance @ E12B0 ===
consensus_distance=9.610



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.512


[E12B10 |   4576/60000 (  8%) ] Loss: 16.2608 top1= 41.7614

=== Log global consensus distance @ E12B10 ===
consensus_distance=9.612



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.516


[E12B20 |   8736/60000 ( 15%) ] Loss: 22.5697 top1= 39.4886

=== Log global consensus distance @ E12B20 ===
consensus_distance=9.610



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.515



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.3973 top1= 61.0577


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.3696 top1= 62.5501


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7268 top1= 60.3365

Train epoch 13
[E13B0  |    416/60000 (  1%) ] Loss: 25.8653 top1= 39.2045

=== Log global consensus distance @ E13B0 ===
consensus_distance=9.610



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.521


[E13B10 |   4576/60000 (  8%) ] Loss: 25.3214 top1= 42.0455

=== Log global consensus distance @ E13B10 ===
consensus_distance=9.611



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.526


[E13B20 |   8736/60000 ( 15%) ] Loss: 36.4473 top1= 39.7727

=== Log global consensus distance @ E13B20 ===
consensus_distance=9.610



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.533



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=15.3740 top1= 67.5982


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.2989 top1= 66.3061


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.8888 top1= 64.2528

Train epoch 14
[E14B0  |    416/60000 (  1%) ] Loss: 40.5618 top1= 46.0227

=== Log global consensus distance @ E14B0 ===
consensus_distance=9.613



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.549


[E14B10 |   4576/60000 (  8%) ] Loss: 45.1720 top1= 48.2955

=== Log global consensus distance @ E14B10 ===
consensus_distance=9.623



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.563


[E14B20 |   8736/60000 ( 15%) ] Loss: 64.7245 top1= 42.6136

=== Log global consensus distance @ E14B20 ===
consensus_distance=9.607



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.580



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=29.6373 top1= 65.3345


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=15.7397 top1= 67.5080


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=15.7451 top1= 66.6767

Train epoch 15
[E15B0  |    416/60000 (  1%) ] Loss: 76.5772 top1= 42.8977

=== Log global consensus distance @ E15B0 ===
consensus_distance=9.246



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.464
clique2_consensus_distance=0.593


[E15B10 |   4576/60000 (  8%) ] Loss: 60.8348 top1= 46.0227

=== Log global consensus distance @ E15B10 ===
consensus_distance=9.619



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.614


[E15B20 |   8736/60000 ( 15%) ] Loss: 73.3220 top1= 43.4659

=== Log global consensus distance @ E15B20 ===
consensus_distance=9.619



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=0.619



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=30.2673 top1= 67.7384


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=16.2151 top1= 70.6430


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=16.2908 top1= 67.2977

Train epoch 16
[E16B0  |    416/60000 (  1%) ] Loss: 64.9220 top1= 47.7273

=== Log global consensus distance @ E16B0 ===
consensus_distance=9.649



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.662


[E16B10 |   4576/60000 (  8%) ] Loss: 79.1282 top1= 50.0000

=== Log global consensus distance @ E16B10 ===
consensus_distance=9.637



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.493
clique2_consensus_distance=0.666


[E16B20 |   8736/60000 ( 15%) ] Loss: 100.7715 top1= 51.7045

=== Log global consensus distance @ E16B20 ===
consensus_distance=9.663



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.494
clique2_consensus_distance=0.729



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=50.7125 top1= 72.6663


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=23.8698 top1= 75.2905


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=25.2139 top1= 74.1587

Train epoch 17
[E17B0  |    416/60000 (  1%) ] Loss: 99.1110 top1= 54.5455

=== Log global consensus distance @ E17B0 ===
consensus_distance=9.677



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.495
clique2_consensus_distance=0.802


[E17B10 |   4576/60000 (  8%) ] Loss: 129.3058 top1= 56.5341

=== Log global consensus distance @ E17B10 ===
consensus_distance=9.572



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.490
clique2_consensus_distance=0.869


[E17B20 |   8736/60000 ( 15%) ] Loss: 164.5524 top1= 56.5341

=== Log global consensus distance @ E17B20 ===
consensus_distance=9.636



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.489
clique2_consensus_distance=1.005



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=83.5452 top1= 75.3806


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=38.5401 top1= 79.0966


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=39.8864 top1= 78.1751

Train epoch 18
[E18B0  |    416/60000 (  1%) ] Loss: 165.7914 top1= 59.3750

=== Log global consensus distance @ E18B0 ===
consensus_distance=9.707



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.497
clique2_consensus_distance=1.236


[E18B10 |   4576/60000 (  8%) ] Loss: 182.5654 top1= 58.8068

=== Log global consensus distance @ E18B10 ===
consensus_distance=9.748



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.492
clique2_consensus_distance=1.501


[E18B20 |   8736/60000 ( 15%) ] Loss: 285.8250 top1= 60.5114

=== Log global consensus distance @ E18B20 ===
consensus_distance=9.616



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.478
clique2_consensus_distance=1.780



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=148.6751 top1= 76.5024


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=63.4073 top1= 80.6991


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=66.3011 top1= 80.4888

Train epoch 19
[E19B0  |    416/60000 (  1%) ] Loss: 296.5673 top1= 59.0909

=== Log global consensus distance @ E19B0 ===
consensus_distance=9.738



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.502
clique2_consensus_distance=2.399


[E19B10 |   4576/60000 (  8%) ] Loss: 289.2943 top1= 65.9091

=== Log global consensus distance @ E19B10 ===
consensus_distance=9.919



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.490
clique2_consensus_distance=2.728


[E19B20 |   8736/60000 ( 15%) ] Loss: 422.1085 top1= 63.0682

=== Log global consensus distance @ E19B20 ===
consensus_distance=9.760



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.497
clique2_consensus_distance=3.321



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=277.0243 top1= 77.9147


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=85.6737 top1= 81.8610


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=93.1093 top1= 80.9495

Train epoch 20
[E20B0  |    416/60000 (  1%) ] Loss: 383.9982 top1= 62.5000

=== Log global consensus distance @ E20B0 ===
consensus_distance=9.793



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.483
clique2_consensus_distance=3.979


[E20B10 |   4576/60000 (  8%) ] Loss: 368.4913 top1= 67.8977

=== Log global consensus distance @ E20B10 ===
consensus_distance=9.814



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.484
clique2_consensus_distance=4.409


[E20B20 |   8736/60000 ( 15%) ] Loss: 454.1121 top1= 66.7614

=== Log global consensus distance @ E20B20 ===
consensus_distance=10.371



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.483
clique2_consensus_distance=5.036



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=285.9264 top1= 81.7007


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=124.0504 top1= 83.8742


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=130.3552 top1= 82.5220

Train epoch 21
[E21B0  |    416/60000 (  1%) ] Loss: 442.3289 top1= 64.4886

=== Log global consensus distance @ E21B0 ===
consensus_distance=10.689



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.501
clique2_consensus_distance=5.567


[E21B10 |   4576/60000 (  8%) ] Loss: 452.3387 top1= 67.8977

=== Log global consensus distance @ E21B10 ===
consensus_distance=10.482



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.488
clique2_consensus_distance=5.999


[E21B20 |   8736/60000 ( 15%) ] Loss: 639.8041 top1= 67.0455

=== Log global consensus distance @ E21B20 ===
consensus_distance=10.070



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.462
clique2_consensus_distance=6.649



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=337.8872 top1= 83.2933


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=154.0000 top1= 85.6370


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=167.1098 top1= 84.2147

Train epoch 22
[E22B0  |    416/60000 (  1%) ] Loss: 607.8633 top1= 65.3409

=== Log global consensus distance @ E22B0 ===
consensus_distance=10.595



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.500
clique2_consensus_distance=7.173


[E22B10 |   4576/60000 (  8%) ] Loss: 500.6697 top1= 70.1705

=== Log global consensus distance @ E22B10 ===
consensus_distance=11.254



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.517
clique2_consensus_distance=7.413


[E22B20 |   8736/60000 ( 15%) ] Loss: 711.8311 top1= 70.4545

=== Log global consensus distance @ E22B20 ===
consensus_distance=11.443



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.518
clique2_consensus_distance=8.060



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=476.7271 top1= 84.4351


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=207.2895 top1= 86.3181


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=223.0275 top1= 85.5469

Train epoch 23
[E23B0  |    416/60000 (  1%) ] Loss: 761.5210 top1= 69.0341

=== Log global consensus distance @ E23B0 ===
consensus_distance=11.406



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.549
clique2_consensus_distance=8.971


[E23B10 |   4576/60000 (  8%) ] Loss: 695.3214 top1= 72.1591

=== Log global consensus distance @ E23B10 ===
consensus_distance=11.441



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.513
clique2_consensus_distance=9.312


[E23B20 |   8736/60000 ( 15%) ] Loss: 958.3599 top1= 69.6023

=== Log global consensus distance @ E23B20 ===
consensus_distance=10.984



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.539
clique2_consensus_distance=10.229



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=515.0270 top1= 85.3966


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=226.1405 top1= 86.9591


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=246.4462 top1= 86.1679

Train epoch 24
[E24B0  |    416/60000 (  1%) ] Loss: 824.6050 top1= 70.7386

=== Log global consensus distance @ E24B0 ===
consensus_distance=11.978



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.521
clique2_consensus_distance=10.998


[E24B10 |   4576/60000 (  8%) ] Loss: 724.9204 top1= 73.0114

=== Log global consensus distance @ E24B10 ===
consensus_distance=11.883



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.519
clique2_consensus_distance=10.671


[E24B20 |   8736/60000 ( 15%) ] Loss: 916.8670 top1= 70.4545

=== Log global consensus distance @ E24B20 ===
consensus_distance=11.801



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.556
clique2_consensus_distance=11.086



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=597.4072 top1= 85.2163


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=263.7868 top1= 86.3482


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=294.2520 top1= 85.9976

Train epoch 25
[E25B0  |    416/60000 (  1%) ] Loss: 1004.2560 top1= 70.7386

=== Log global consensus distance @ E25B0 ===
consensus_distance=12.005



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.545
clique2_consensus_distance=11.665


[E25B10 |   4576/60000 (  8%) ] Loss: 816.9432 top1= 72.7273

=== Log global consensus distance @ E25B10 ===
consensus_distance=12.182



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.526
clique2_consensus_distance=11.773


[E25B20 |   8736/60000 ( 15%) ] Loss: 1036.9708 top1= 73.2955

=== Log global consensus distance @ E25B20 ===
consensus_distance=12.178



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.561
clique2_consensus_distance=12.049



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=709.0208 top1= 84.9259


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=297.5270 top1= 86.4583


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=331.3745 top1= 86.0978

Train epoch 26
[E26B0  |    416/60000 (  1%) ] Loss: 1080.9498 top1= 71.0227

=== Log global consensus distance @ E26B0 ===
consensus_distance=12.275



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.536
clique2_consensus_distance=12.356


[E26B10 |   4576/60000 (  8%) ] Loss: 897.3270 top1= 73.8636

=== Log global consensus distance @ E26B10 ===
consensus_distance=12.226



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.538
clique2_consensus_distance=12.456


[E26B20 |   8736/60000 ( 15%) ] Loss: 1106.4488 top1= 71.8750

=== Log global consensus distance @ E26B20 ===
consensus_distance=13.048



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.563
clique2_consensus_distance=13.046



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=798.0532 top1= 84.6154


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=328.8046 top1= 86.5084


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=358.0213 top1= 85.9675

Train epoch 27
[E27B0  |    416/60000 (  1%) ] Loss: 1154.0468 top1= 74.1477

=== Log global consensus distance @ E27B0 ===
consensus_distance=13.039



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.568
clique2_consensus_distance=13.512


[E27B10 |   4576/60000 (  8%) ] Loss: 959.5363 top1= 75.2841

=== Log global consensus distance @ E27B10 ===
consensus_distance=12.651



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.538
clique2_consensus_distance=13.100


[E27B20 |   8736/60000 ( 15%) ] Loss: 1093.4285 top1= 73.2955

=== Log global consensus distance @ E27B20 ===
consensus_distance=12.357



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.534
clique2_consensus_distance=13.193



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=816.8120 top1= 85.9175


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=348.9026 top1= 87.3297


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=371.6454 top1= 86.4083

Train epoch 28
[E28B0  |    416/60000 (  1%) ] Loss: 1199.9881 top1= 74.7159

=== Log global consensus distance @ E28B0 ===
consensus_distance=13.269



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.576
clique2_consensus_distance=14.028


[E28B10 |   4576/60000 (  8%) ] Loss: 933.2293 top1= 76.7045

=== Log global consensus distance @ E28B10 ===
consensus_distance=13.637



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.593
clique2_consensus_distance=14.248


[E28B20 |   8736/60000 ( 15%) ] Loss: 1201.0638 top1= 74.4318

=== Log global consensus distance @ E28B20 ===
consensus_distance=12.909



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.562
clique2_consensus_distance=14.231



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=868.8540 top1= 84.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=394.7748 top1= 87.2496


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=427.1609 top1= 86.4683

Train epoch 29
[E29B0  |    416/60000 (  1%) ] Loss: 1302.3775 top1= 74.1477

=== Log global consensus distance @ E29B0 ===
consensus_distance=12.845



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.536
clique2_consensus_distance=15.283


[E29B10 |   4576/60000 (  8%) ] Loss: 913.8420 top1= 76.1364

=== Log global consensus distance @ E29B10 ===
consensus_distance=13.050



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.548
clique2_consensus_distance=15.162


[E29B20 |   8736/60000 ( 15%) ] Loss: 1093.5130 top1= 76.4205

=== Log global consensus distance @ E29B20 ===
consensus_distance=12.783



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.550
clique2_consensus_distance=14.633



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=857.6860 top1= 85.3866


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=359.7307 top1= 87.2095


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=403.9603 top1= 87.0393

Train epoch 30
[E30B0  |    416/60000 (  1%) ] Loss: 1299.4408 top1= 74.4318

=== Log global consensus distance @ E30B0 ===
consensus_distance=13.145



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.576
clique2_consensus_distance=15.232


[E30B10 |   4576/60000 (  8%) ] Loss: 948.0412 top1= 75.8523

=== Log global consensus distance @ E30B10 ===
consensus_distance=13.378



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.554
clique2_consensus_distance=15.512


[E30B20 |   8736/60000 ( 15%) ] Loss: 1085.7356 top1= 75.8523

=== Log global consensus distance @ E30B20 ===
consensus_distance=13.229



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.572
clique2_consensus_distance=14.795



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=862.8487 top1= 85.5569


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=364.4440 top1= 87.4099


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=428.0882 top1= 86.9792

Train epoch 31
[E31B0  |    416/60000 (  1%) ] Loss: 1417.7481 top1= 73.8636

=== Log global consensus distance @ E31B0 ===
consensus_distance=13.453



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.594
clique2_consensus_distance=15.624


[E31B10 |   4576/60000 (  8%) ] Loss: 1025.3315 top1= 74.1477

=== Log global consensus distance @ E31B10 ===
consensus_distance=13.858



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.584
clique2_consensus_distance=16.114


[E31B20 |   8736/60000 ( 15%) ] Loss: 1198.2438 top1= 75.2841

=== Log global consensus distance @ E31B20 ===
consensus_distance=13.952



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.577
clique2_consensus_distance=16.027



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=880.6495 top1= 86.4583


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=374.9643 top1= 87.4900


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=445.8687 top1= 87.1494

Train epoch 32
[E32B0  |    416/60000 (  1%) ] Loss: 1435.5281 top1= 75.8523

=== Log global consensus distance @ E32B0 ===
consensus_distance=14.034



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.581
clique2_consensus_distance=17.391


[E32B10 |   4576/60000 (  8%) ] Loss: 1130.3225 top1= 74.4318

=== Log global consensus distance @ E32B10 ===
consensus_distance=14.453



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.617
clique2_consensus_distance=18.526


[E32B20 |   8736/60000 ( 15%) ] Loss: 1274.3427 top1= 76.7045

=== Log global consensus distance @ E32B20 ===
consensus_distance=14.531



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.588
clique2_consensus_distance=18.098



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=936.1186 top1= 85.4167


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=372.3011 top1= 87.5401


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=472.4074 top1= 86.9892

Train epoch 33
[E33B0  |    416/60000 (  1%) ] Loss: 1505.0139 top1= 73.0114

=== Log global consensus distance @ E33B0 ===
consensus_distance=14.288



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.597
clique2_consensus_distance=19.925


[E33B10 |   4576/60000 (  8%) ] Loss: 1151.3208 top1= 74.4318

=== Log global consensus distance @ E33B10 ===
consensus_distance=14.097



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.598
clique2_consensus_distance=20.058


[E33B20 |   8736/60000 ( 15%) ] Loss: 1254.7806 top1= 76.7045

=== Log global consensus distance @ E33B20 ===
consensus_distance=14.268



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.592
clique2_consensus_distance=18.872



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=895.8194 top1= 86.7588


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=399.9161 top1= 87.7704


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=464.8356 top1= 87.5901

Train epoch 34
[E34B0  |    416/60000 (  1%) ] Loss: 1462.0862 top1= 74.4318

=== Log global consensus distance @ E34B0 ===
consensus_distance=14.688



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.582
clique2_consensus_distance=21.418


[E34B10 |   4576/60000 (  8%) ] Loss: 1124.4556 top1= 76.9886

=== Log global consensus distance @ E34B10 ===
consensus_distance=15.120



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.620
clique2_consensus_distance=21.612


[E34B20 |   8736/60000 ( 15%) ] Loss: 1358.2570 top1= 77.2727

=== Log global consensus distance @ E34B20 ===
consensus_distance=15.791



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.619
clique2_consensus_distance=21.282



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=947.1361 top1= 87.3297


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=418.0135 top1= 88.5216


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=518.4564 top1= 88.0509

Train epoch 35
[E35B0  |    416/60000 (  1%) ] Loss: 1572.7623 top1= 74.4318

=== Log global consensus distance @ E35B0 ===
consensus_distance=16.480



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.635
clique2_consensus_distance=24.148


[E35B10 |   4576/60000 (  8%) ] Loss: 1204.8561 top1= 75.2841

=== Log global consensus distance @ E35B10 ===
consensus_distance=17.154



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.626
clique2_consensus_distance=24.683


[E35B20 |   8736/60000 ( 15%) ] Loss: 1504.3650 top1= 78.1250

=== Log global consensus distance @ E35B20 ===
consensus_distance=17.894



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.628
clique2_consensus_distance=24.932



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1122.8915 top1= 87.1895


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=451.5805 top1= 88.6218


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=564.3467 top1= 88.7119

Train epoch 36
[E36B0  |    416/60000 (  1%) ] Loss: 1739.8311 top1= 75.8523

=== Log global consensus distance @ E36B0 ===
consensus_distance=19.666



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.638
clique2_consensus_distance=28.680


[E36B10 |   4576/60000 (  8%) ] Loss: 1315.2871 top1= 77.5568

=== Log global consensus distance @ E36B10 ===
consensus_distance=19.339



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.625
clique2_consensus_distance=30.070


[E36B20 |   8736/60000 ( 15%) ] Loss: 1530.9980 top1= 79.2614

=== Log global consensus distance @ E36B20 ===
consensus_distance=19.201



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.621
clique2_consensus_distance=30.122



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1100.2686 top1= 87.7304


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=465.6648 top1= 88.8522


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=593.2404 top1= 88.6518

Train epoch 37
[E37B0  |    416/60000 (  1%) ] Loss: 1667.6700 top1= 76.7045

=== Log global consensus distance @ E37B0 ===
consensus_distance=19.900



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=31.833


[E37B10 |   4576/60000 (  8%) ] Loss: 1392.3890 top1= 78.4091

=== Log global consensus distance @ E37B10 ===
consensus_distance=20.565



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.624
clique2_consensus_distance=33.779


[E37B20 |   8736/60000 ( 15%) ] Loss: 1554.1561 top1= 79.5455

=== Log global consensus distance @ E37B20 ===
consensus_distance=21.222



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.629
clique2_consensus_distance=34.414



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1165.7877 top1= 87.7003


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=457.4926 top1= 88.9022


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=636.4455 top1= 88.5317

Train epoch 38
[E38B0  |    416/60000 (  1%) ] Loss: 1684.5677 top1= 78.1250

=== Log global consensus distance @ E38B0 ===
consensus_distance=22.841



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.642
clique2_consensus_distance=37.414


[E38B10 |   4576/60000 (  8%) ] Loss: 1348.5627 top1= 77.8409

=== Log global consensus distance @ E38B10 ===
consensus_distance=21.560



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.624
clique2_consensus_distance=38.858


[E38B20 |   8736/60000 ( 15%) ] Loss: 1547.7667 top1= 79.8295

=== Log global consensus distance @ E38B20 ===
consensus_distance=22.131



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.629
clique2_consensus_distance=38.222



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1130.1513 top1= 88.0208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=439.8064 top1= 89.1627


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=671.0913 top1= 89.0024

Train epoch 39
[E39B0  |    416/60000 (  1%) ] Loss: 1677.4970 top1= 76.4205

=== Log global consensus distance @ E39B0 ===
consensus_distance=23.912



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=41.827


[E39B10 |   4576/60000 (  8%) ] Loss: 1393.3875 top1= 77.8409

=== Log global consensus distance @ E39B10 ===
consensus_distance=26.168



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.629
clique2_consensus_distance=44.699


[E39B20 |   8736/60000 ( 15%) ] Loss: 1579.6990 top1= 79.2614

=== Log global consensus distance @ E39B20 ===
consensus_distance=27.356



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.624
clique2_consensus_distance=46.917



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1323.4490 top1= 87.8606


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=444.0963 top1= 89.4531


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=744.5692 top1= 89.1627

Train epoch 40
[E40B0  |    416/60000 (  1%) ] Loss: 1545.4851 top1= 78.9773

=== Log global consensus distance @ E40B0 ===
consensus_distance=30.678



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.635
clique2_consensus_distance=54.009


[E40B10 |   4576/60000 (  8%) ] Loss: 1378.7139 top1= 80.1136

=== Log global consensus distance @ E40B10 ===
consensus_distance=32.593



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.627
clique2_consensus_distance=58.496


[E40B20 |   8736/60000 ( 15%) ] Loss: 1567.9997 top1= 81.5341

=== Log global consensus distance @ E40B20 ===
consensus_distance=32.701



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.616
clique2_consensus_distance=62.276



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1427.0929 top1= 87.8105


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=455.9071 top1= 89.5132


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=828.5146 top1= 89.0625

