
=== 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 0.417 0.25 ]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.25  0.75 ]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.7001 top1= 77.8409

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.467



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=1.558


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2463 top1= 93.7500

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.989



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=3.566



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2792 top1= 27.5040


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6423 top1= 41.1258


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.3922 top1= 42.2776

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1355 top1= 95.1705

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.055



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=3.912


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1239 top1= 95.7386

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.950



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=3.556


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1716 top1= 95.1705

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.890



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.267



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8492 top1= 45.1623


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4300 top1= 46.5345


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.1510 top1= 44.9519

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.0860 top1= 97.4432

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.871



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.162


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.0852 top1= 98.0114

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.879



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.174


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.0909 top1= 97.1591

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.895



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.233



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7488 top1= 49.9700


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8998 top1= 54.0865


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.0106 top1= 44.5513

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0650 top1= 98.5795

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.927



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.351


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.0629 top1= 97.7273

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.996



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.609


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.0661 top1= 97.7273

=== Log global consensus distance @ E4B20 ===
consensus_distance=1.051



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.832



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.5659 top1= 50.8914


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6787 top1= 57.9026


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5131 top1= 45.0020

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0557 top1= 98.0114

=== Log global consensus distance @ E5B0 ===
consensus_distance=1.125



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=4.094


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0481 top1= 98.5795

=== Log global consensus distance @ E5B10 ===
consensus_distance=1.226



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=4.490


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.0715 top1= 97.4432

=== Log global consensus distance @ E5B20 ===
consensus_distance=1.300



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=4.792



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.2994 top1= 51.7328


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4654 top1= 61.4583


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.9383 top1= 45.5429

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0431 top1= 98.2955

=== Log global consensus distance @ E6B0 ===
consensus_distance=1.382



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=5.109


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0531 top1= 99.1477

=== Log global consensus distance @ E6B10 ===
consensus_distance=1.521



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=5.651


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.0722 top1= 97.7273

=== Log global consensus distance @ E6B20 ===
consensus_distance=1.605



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=5.977



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7628 top1= 52.6542


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.3067 top1= 64.1426


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.2187 top1= 46.7748

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.0379 top1= 99.1477

=== Log global consensus distance @ E7B0 ===
consensus_distance=1.693



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=6.329


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0461 top1= 98.2955

=== Log global consensus distance @ E7B10 ===
consensus_distance=1.860



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=6.987


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.0681 top1= 98.0114

=== Log global consensus distance @ E7B20 ===
consensus_distance=1.963



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=7.393



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.3541 top1= 52.4239


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2863 top1= 65.7051


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.5206 top1= 45.9235

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0327 top1= 99.1477

=== Log global consensus distance @ E8B0 ===
consensus_distance=2.035



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=7.677


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0767 top1= 97.1591

=== Log global consensus distance @ E8B10 ===
consensus_distance=2.222



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=8.404


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.0548 top1= 98.0114

=== Log global consensus distance @ E8B20 ===
consensus_distance=2.379



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=9.026



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.6441 top1= 52.6743


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2988 top1= 64.4030


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.7913 top1= 46.5345

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0345 top1= 98.8636

=== Log global consensus distance @ E9B0 ===
consensus_distance=2.483



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=9.436


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0328 top1= 99.4318

=== Log global consensus distance @ E9B10 ===
consensus_distance=2.601



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=9.897


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.0597 top1= 98.2955

=== Log global consensus distance @ E9B20 ===
consensus_distance=2.678



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=10.200



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.6455 top1= 53.2953


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4661 top1= 63.0108


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=12.0850 top1= 48.0369

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0331 top1= 99.4318

=== Log global consensus distance @ E10B0 ===
consensus_distance=2.746



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=10.469


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0330 top1= 99.1477

=== Log global consensus distance @ E10B10 ===
consensus_distance=2.897



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=11.062


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.0341 top1= 98.8636

=== Log global consensus distance @ E10B20 ===
consensus_distance=2.978



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=11.380



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.5938 top1= 53.5357


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6174 top1= 60.8774


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.7227 top1= 47.3257

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0293 top1= 99.1477

=== Log global consensus distance @ E11B0 ===
consensus_distance=3.058



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=11.697


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0243 top1=100.0000

=== Log global consensus distance @ E11B10 ===
consensus_distance=3.210



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=12.297


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.0339 top1= 98.8636

=== Log global consensus distance @ E11B20 ===
consensus_distance=3.289



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=12.606



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.4153 top1= 53.7360


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6501 top1= 61.4383


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=15.2060 top1= 47.5962

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0374 top1= 99.1477

=== Log global consensus distance @ E12B0 ===
consensus_distance=3.362



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=12.896


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0372 top1= 98.8636

=== Log global consensus distance @ E12B10 ===
consensus_distance=3.500



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=13.439


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.0478 top1= 98.8636

=== Log global consensus distance @ E12B20 ===
consensus_distance=3.629



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=13.948



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0061 top1= 54.0064


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4761 top1= 62.7504


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=16.7822 top1= 47.8265

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0225 top1= 99.7159

=== Log global consensus distance @ E13B0 ===
consensus_distance=3.685



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=14.170


[E13B10 |   4224/60000 (  7%) ] Loss: 0.0841 top1= 96.8750

=== Log global consensus distance @ E13B10 ===
consensus_distance=3.855



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=14.840


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.0379 top1= 98.8636

=== Log global consensus distance @ E13B20 ===
consensus_distance=3.996



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.398



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1478 top1= 54.3369


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6438 top1= 57.5421


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=18.5661 top1= 48.3574

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0294 top1= 99.7159

=== Log global consensus distance @ E14B0 ===
consensus_distance=4.053



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.625


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0237 top1= 99.7159

=== Log global consensus distance @ E14B10 ===
consensus_distance=4.103



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.822


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.0340 top1= 99.1477

=== Log global consensus distance @ E14B20 ===
consensus_distance=4.132



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.934



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.3370 top1= 54.3269


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8110 top1= 55.7392


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=20.5320 top1= 48.7881

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0184 top1=100.0000

=== Log global consensus distance @ E15B0 ===
consensus_distance=4.120



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.889


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0287 top1= 99.4318

=== Log global consensus distance @ E15B10 ===
consensus_distance=4.139



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.961


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.0383 top1= 99.1477

=== Log global consensus distance @ E15B20 ===
consensus_distance=4.185



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.143



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.7383 top1= 54.2568


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0663 top1= 54.1667


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=22.5562 top1= 49.3189

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0175 top1=100.0000

=== Log global consensus distance @ E16B0 ===
consensus_distance=4.212



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.253


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0242 top1= 99.7159

=== Log global consensus distance @ E16B10 ===
consensus_distance=4.223



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.294


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.0227 top1= 99.4318

=== Log global consensus distance @ E16B20 ===
consensus_distance=4.249



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.398



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.4622 top1= 54.1166


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0150 top1= 55.5689


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=24.6620 top1= 49.4291

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0255 top1= 99.4318

=== Log global consensus distance @ E17B0 ===
consensus_distance=4.247



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.392


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0225 top1= 99.4318

=== Log global consensus distance @ E17B10 ===
consensus_distance=4.281



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.525


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.0311 top1= 99.1477

=== Log global consensus distance @ E17B20 ===
consensus_distance=4.287



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.545



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=16.1986 top1= 54.1867


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0705 top1= 53.9163


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=26.7663 top1= 49.5693

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0280 top1=100.0000

=== Log global consensus distance @ E18B0 ===
consensus_distance=4.276



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.506


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0318 top1= 99.1477

=== Log global consensus distance @ E18B10 ===
consensus_distance=4.297



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.590


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.0350 top1= 98.8636

=== Log global consensus distance @ E18B20 ===
consensus_distance=4.383



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.929



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=15.9683 top1= 54.5673


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6655 top1= 47.1755


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=28.8671 top1= 50.1603

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0315 top1= 99.1477

=== Log global consensus distance @ E19B0 ===
consensus_distance=4.522



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.479


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0376 top1= 99.4318

=== Log global consensus distance @ E19B10 ===
consensus_distance=4.487



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.341


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0242 top1= 99.4318

=== Log global consensus distance @ E19B20 ===
consensus_distance=4.483



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.324



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.8590 top1= 54.5573


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8749 top1= 55.5589


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=31.1796 top1= 50.3906

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0246 top1= 99.4318

=== Log global consensus distance @ E20B0 ===
consensus_distance=4.504



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.409


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0358 top1= 99.1477

=== Log global consensus distance @ E20B10 ===
consensus_distance=4.513



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.444


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0320 top1= 99.4318

=== Log global consensus distance @ E20B20 ===
consensus_distance=4.541



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.554



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=20.4924 top1= 54.4471


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9216 top1= 54.4972


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=33.5681 top1= 50.7412

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0288 top1=100.0000

=== Log global consensus distance @ E21B0 ===
consensus_distance=4.527



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.497


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0451 top1= 98.5795

=== Log global consensus distance @ E21B10 ===
consensus_distance=4.546



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.574


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0233 top1= 99.4318

=== Log global consensus distance @ E21B20 ===
consensus_distance=4.568



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.658



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=22.1060 top1= 54.3069


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1540 top1= 52.7544


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=35.9348 top1= 51.0016

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0442 top1= 98.8636

=== Log global consensus distance @ E22B0 ===
consensus_distance=4.576



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.691


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0230 top1= 99.7159

=== Log global consensus distance @ E22B10 ===
consensus_distance=4.615



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.847


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.0184 top1= 99.1477

=== Log global consensus distance @ E22B20 ===
consensus_distance=4.653



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.996



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=24.0571 top1= 53.9563


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9466 top1= 57.5521


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=38.4344 top1= 51.4022

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0383 top1= 98.8636

=== Log global consensus distance @ E23B0 ===
consensus_distance=4.644



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.959


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0234 top1= 99.4318

=== Log global consensus distance @ E23B10 ===
consensus_distance=4.730



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=18.302


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0258 top1= 99.4318

=== Log global consensus distance @ E23B20 ===
consensus_distance=4.777



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=18.489



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=25.0162 top1= 54.1466


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9674 top1= 55.5489


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=41.1277 top1= 51.5625

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0449 top1= 98.2955

=== Log global consensus distance @ E24B0 ===
consensus_distance=4.723



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=18.273


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0429 top1= 98.8636

=== Log global consensus distance @ E24B10 ===
consensus_distance=4.805



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=18.599


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.0462 top1= 98.5795

=== Log global consensus distance @ E24B20 ===
consensus_distance=4.891



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=18.938



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=25.6815 top1= 53.4155


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3243 top1= 53.7159


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=43.4953 top1= 52.0433

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0834 top1= 97.7273

=== Log global consensus distance @ E25B0 ===
consensus_distance=4.913



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=18.984


[E25B10 |   4224/60000 (  7%) ] Loss: 0.2105 top1= 97.4432

=== Log global consensus distance @ E25B10 ===
consensus_distance=5.096



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.520


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.2132 top1= 98.0114

=== Log global consensus distance @ E25B20 ===
consensus_distance=5.134



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.622



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=17.6470 top1= 53.7660


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2532 top1= 52.1935


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=28.2975 top1= 46.3642

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0359 top1= 99.1477

=== Log global consensus distance @ E26B0 ===
consensus_distance=4.996



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.220


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0638 top1= 97.4432

=== Log global consensus distance @ E26B10 ===
consensus_distance=4.989



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.293


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0638 top1= 98.2955

=== Log global consensus distance @ E26B20 ===
consensus_distance=4.978



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.277



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=17.4260 top1= 53.8261


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2002 top1= 53.3253


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=25.8814 top1= 46.2540

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0292 top1= 99.4318

=== Log global consensus distance @ E27B0 ===
consensus_distance=5.040



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.522


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0486 top1= 98.0114

=== Log global consensus distance @ E27B10 ===
consensus_distance=5.166



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=20.020


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0436 top1= 98.0114

=== Log global consensus distance @ E27B20 ===
consensus_distance=5.140



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.912



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=17.3248 top1= 54.1967


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3741 top1= 52.7444


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=25.6907 top1= 48.9583

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0511 top1= 98.5795

=== Log global consensus distance @ E28B0 ===
consensus_distance=5.293



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=20.521


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0721 top1= 98.0114

=== Log global consensus distance @ E28B10 ===
consensus_distance=5.407



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=20.980


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.0296 top1= 99.1477

=== Log global consensus distance @ E28B20 ===
consensus_distance=5.390



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=20.909



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=16.9041 top1= 54.4972


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2832 top1= 52.9848


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=28.3542 top1= 47.8666

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0251 top1= 99.7159

=== Log global consensus distance @ E29B0 ===
consensus_distance=5.466



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=21.218


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0230 top1= 99.1477

=== Log global consensus distance @ E29B10 ===
consensus_distance=5.528



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=21.463


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.0184 top1= 99.4318

=== Log global consensus distance @ E29B20 ===
consensus_distance=5.547



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=21.533



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.2088 top1= 54.5072


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0121 top1= 54.2668


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=30.0568 top1= 51.2620

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0387 top1= 98.5795

=== Log global consensus distance @ E30B0 ===
consensus_distance=5.542



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=21.518


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0335 top1= 99.1477

=== Log global consensus distance @ E30B10 ===
consensus_distance=5.586



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=21.687


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0320 top1= 98.5795

=== Log global consensus distance @ E30B20 ===
consensus_distance=5.665



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=22.002



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=19.9662 top1= 54.3670


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0544 top1= 55.0681


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=32.2551 top1= 49.5292

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0406 top1= 98.5795

=== Log global consensus distance @ E31B0 ===
consensus_distance=5.689



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=22.090


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0380 top1= 98.8636

=== Log global consensus distance @ E31B10 ===
consensus_distance=5.840



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=22.698


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.0350 top1= 98.8636

=== Log global consensus distance @ E31B20 ===
consensus_distance=5.948



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=23.128



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=19.5080 top1= 54.2067


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2527 top1= 53.6659


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=34.0137 top1= 53.1550

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0250 top1= 99.4318

=== Log global consensus distance @ E32B0 ===
consensus_distance=6.040



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=23.475


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0226 top1= 98.8636

=== Log global consensus distance @ E32B10 ===
consensus_distance=6.136



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=23.867


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.0232 top1= 99.1477

=== Log global consensus distance @ E32B20 ===
consensus_distance=6.151



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=23.934



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=20.6982 top1= 54.3069


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5557 top1= 53.7660


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=35.6341 top1= 52.9347

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0220 top1= 99.4318

=== Log global consensus distance @ E33B0 ===
consensus_distance=6.250



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=24.324


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0293 top1= 99.1477

=== Log global consensus distance @ E33B10 ===
consensus_distance=6.282



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=24.455


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.0302 top1= 99.4318

=== Log global consensus distance @ E33B20 ===
consensus_distance=6.312



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=24.575



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=22.3536 top1= 54.0765


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6618 top1= 52.4239


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=38.7761 top1= 53.6759

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.0235 top1= 99.4318

=== Log global consensus distance @ E34B0 ===
consensus_distance=6.379



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=24.838


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0322 top1= 98.8636

=== Log global consensus distance @ E34B10 ===
consensus_distance=6.429



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=25.037


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.0149 top1= 99.4318

=== Log global consensus distance @ E34B20 ===
consensus_distance=6.552



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=25.527



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=24.0259 top1= 54.5172


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6277 top1= 53.5457


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=42.2211 top1= 51.4323

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.0317 top1= 99.1477

=== Log global consensus distance @ E35B0 ===
consensus_distance=6.662



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=25.963


[E35B10 |   4224/60000 (  7%) ] Loss: 0.0299 top1= 98.8636

=== Log global consensus distance @ E35B10 ===
consensus_distance=6.728



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=26.222


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.0248 top1= 99.7159

=== Log global consensus distance @ E35B20 ===
consensus_distance=6.824



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=26.605



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=25.3844 top1= 54.5573


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3875 top1= 54.2869


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=45.2492 top1= 51.8730

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.0314 top1= 99.1477

=== Log global consensus distance @ E36B0 ===
consensus_distance=6.960



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=27.148


[E36B10 |   4224/60000 (  7%) ] Loss: 0.0262 top1= 98.8636

=== Log global consensus distance @ E36B10 ===
consensus_distance=7.157



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=27.929


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.0289 top1= 98.8636

=== Log global consensus distance @ E36B20 ===
consensus_distance=7.351



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=28.700



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=26.4917 top1= 54.7075


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3001 top1= 53.3353


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=48.9884 top1= 52.5341

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.0185 top1=100.0000

=== Log global consensus distance @ E37B0 ===
consensus_distance=7.389



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=28.848


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0227 top1= 99.1477

=== Log global consensus distance @ E37B10 ===
consensus_distance=7.589



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=29.644


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.0508 top1= 98.5795

=== Log global consensus distance @ E37B20 ===
consensus_distance=7.717



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=30.156



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=28.2894 top1= 54.8077


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0024 top1= 54.0565


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=53.2919 top1= 52.5741

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.0518 top1= 98.5795

=== Log global consensus distance @ E38B0 ===
consensus_distance=7.815



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=30.544


[E38B10 |   4224/60000 (  7%) ] Loss: 0.0467 top1= 98.5795

=== Log global consensus distance @ E38B10 ===
consensus_distance=7.952



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=31.088


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.0308 top1= 99.1477

=== Log global consensus distance @ E38B20 ===
consensus_distance=8.033



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=31.410



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=30.1773 top1= 54.6575


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6708 top1= 51.3922


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=57.8390 top1= 52.7945

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.0172 top1= 99.4318

=== Log global consensus distance @ E39B0 ===
consensus_distance=8.204



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=32.091


[E39B10 |   4224/60000 (  7%) ] Loss: 0.0371 top1= 99.1477

=== Log global consensus distance @ E39B10 ===
consensus_distance=8.415



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=32.928


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.0582 top1= 98.8636

=== Log global consensus distance @ E39B20 ===
consensus_distance=8.569



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=33.538



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=31.1948 top1= 54.7676


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1824 top1= 54.3470


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=62.8305 top1= 52.8245

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.0166 top1= 99.7159

=== Log global consensus distance @ E40B0 ===
consensus_distance=8.723



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=34.152


[E40B10 |   4224/60000 (  7%) ] Loss: 0.0431 top1= 98.2955

=== Log global consensus distance @ E40B10 ===
consensus_distance=8.941



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=35.020


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.0244 top1= 99.1477

=== Log global consensus distance @ E40B20 ===
consensus_distance=9.070



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=35.532



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=33.6513 top1= 54.6274


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1713 top1= 54.1867


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=68.1623 top1= 53.2151

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.0479 top1= 98.5795

=== Log global consensus distance @ E41B0 ===
consensus_distance=9.202



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=36.060


[E41B10 |   4224/60000 (  7%) ] Loss: 0.0292 top1= 99.1477

=== Log global consensus distance @ E41B10 ===
consensus_distance=9.340



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=36.606


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.0273 top1= 99.1477

=== Log global consensus distance @ E41B20 ===
consensus_distance=9.430



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=36.960



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=36.0956 top1= 54.5373


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3422 top1= 54.6975


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=72.4057 top1= 51.7628

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.0123 top1= 99.7159

=== Log global consensus distance @ E42B0 ===
consensus_distance=9.580



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=37.559


[E42B10 |   4224/60000 (  7%) ] Loss: 0.0412 top1= 98.5795

=== Log global consensus distance @ E42B10 ===
consensus_distance=9.730



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=38.123


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.0396 top1= 98.8636

=== Log global consensus distance @ E42B20 ===
consensus_distance=9.911



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=38.848



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=29.8707 top1= 54.0465


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3322 top1= 53.8962


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=61.7372 top1= 51.0116

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.0541 top1= 98.5795

=== Log global consensus distance @ E43B0 ===
consensus_distance=10.036



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=39.344


[E43B10 |   4224/60000 (  7%) ] Loss: 0.0759 top1= 97.4432

=== Log global consensus distance @ E43B10 ===
consensus_distance=10.173



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=39.879


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.0385 top1= 98.5795

=== Log global consensus distance @ E43B20 ===
consensus_distance=10.346



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=40.601



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=27.5205 top1= 53.7861


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0495 top1= 53.7360


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=50.8865 top1= 50.5509

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.0342 top1= 99.4318

=== Log global consensus distance @ E44B0 ===
consensus_distance=10.417



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=40.889


[E44B10 |   4224/60000 (  7%) ] Loss: 0.0360 top1= 99.4318

=== Log global consensus distance @ E44B10 ===
consensus_distance=10.582



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=41.536


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.0617 top1= 98.5795

=== Log global consensus distance @ E44B20 ===
consensus_distance=10.713



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=42.065



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=27.4584 top1= 53.7660


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5979 top1= 50.7712


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=50.8217 top1= 51.3722

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.0317 top1= 98.8636

=== Log global consensus distance @ E45B0 ===
consensus_distance=10.838



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=42.571


[E45B10 |   4224/60000 (  7%) ] Loss: 0.0255 top1= 99.1477

=== Log global consensus distance @ E45B10 ===
consensus_distance=11.086



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=43.565


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.0330 top1= 98.5795

=== Log global consensus distance @ E45B20 ===
consensus_distance=11.247



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=44.203



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=29.8404 top1= 54.3770


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2524 top1= 54.0765


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=51.7327 top1= 47.5661

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.0483 top1= 98.2955

=== Log global consensus distance @ E46B0 ===
consensus_distance=11.291



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=44.380


[E46B10 |   4224/60000 (  7%) ] Loss: 0.0578 top1= 98.0114

=== Log global consensus distance @ E46B10 ===
consensus_distance=11.476



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=45.120


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.0365 top1= 98.8636

=== Log global consensus distance @ E46B20 ===
consensus_distance=11.806



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=46.425



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=32.0556 top1= 54.4872


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4346 top1= 54.5773


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=55.2575 top1= 51.3522

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0334 top1= 99.1477

=== Log global consensus distance @ E47B0 ===
consensus_distance=11.908



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=46.830


[E47B10 |   4224/60000 (  7%) ] Loss: 0.0310 top1= 99.1477

=== Log global consensus distance @ E47B10 ===
consensus_distance=12.034



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=47.340


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.0323 top1= 99.1477

=== Log global consensus distance @ E47B20 ===
consensus_distance=12.191



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=47.964



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=34.0549 top1= 54.4271


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6619 top1= 52.9748


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=58.9798 top1= 50.7111

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.0271 top1= 99.4318

=== Log global consensus distance @ E48B0 ===
consensus_distance=12.291



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=48.367


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0348 top1= 98.8636

=== Log global consensus distance @ E48B10 ===
consensus_distance=12.459



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=49.034


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0418 top1= 99.1477

=== Log global consensus distance @ E48B20 ===
consensus_distance=12.624



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=49.694



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=35.4638 top1= 54.2268


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4377 top1= 52.2236


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=61.3909 top1= 52.4840

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0350 top1= 98.8636

=== Log global consensus distance @ E49B0 ===
consensus_distance=12.811



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=50.438


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0303 top1= 99.4318

=== Log global consensus distance @ E49B10 ===
consensus_distance=13.048



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=51.384


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.0321 top1= 99.1477

=== Log global consensus distance @ E49B20 ===
consensus_distance=13.238



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=52.144



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=37.6577 top1= 54.3169


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2780 top1= 49.6194


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=65.2841 top1= 51.8830

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0219 top1= 99.4318

=== Log global consensus distance @ E50B0 ===
consensus_distance=13.317



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=52.459


[E50B10 |   4224/60000 (  7%) ] Loss: 0.0255 top1= 98.8636

=== Log global consensus distance @ E50B10 ===
consensus_distance=13.482



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=53.113


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.0326 top1= 98.8636

=== Log global consensus distance @ E50B20 ===
consensus_distance=13.785



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=54.325



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=40.1879 top1= 53.7059


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8500 top1= 51.6026


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=68.3600 top1= 52.6042

