
=== 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 0.042 0.625]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.625 0.375]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.9035 top1= 71.5909

=== Log global consensus distance @ E1B10 ===
consensus_distance=1.205



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=1.696


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2809 top1= 93.7500

=== Log global consensus distance @ E1B20 ===
consensus_distance=5.105



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=4.575



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.7976 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.9110 top1= 40.7352


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.1914 top1= 41.0457

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 2.4214 top1= 89.2045

=== Log global consensus distance @ E2B0 ===
consensus_distance=11.189



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=6.176


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1892 top1= 94.3182

=== Log global consensus distance @ E2B10 ===
consensus_distance=24.692



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=7.050


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.2369 top1= 94.6023

=== Log global consensus distance @ E2B20 ===
consensus_distance=42.688



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=7.626



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3530 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.9904 top1= 43.6398


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.9431 top1= 45.1723

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1198 top1= 96.5909

=== Log global consensus distance @ E3B0 ===
consensus_distance=61.458



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=8.184


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1134 top1= 96.8750

=== Log global consensus distance @ E3B10 ===
consensus_distance=78.044



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=8.702


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1393 top1= 94.8864

=== Log global consensus distance @ E3B20 ===
consensus_distance=93.690



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=9.204



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2892 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0922 top1= 45.7532


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.9646 top1= 45.3025

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0895 top1= 97.4432

=== Log global consensus distance @ E4B0 ===
consensus_distance=109.613



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=9.795


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.0963 top1= 97.1591

=== Log global consensus distance @ E4B10 ===
consensus_distance=126.366



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=10.369


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1011 top1= 97.1591

=== Log global consensus distance @ E4B20 ===
consensus_distance=144.167



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=10.939



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3191 top1=  9.7356


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.3798 top1= 46.6647


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.0801 top1= 45.7732

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0856 top1= 97.4432

=== Log global consensus distance @ E5B0 ===
consensus_distance=163.179



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=11.590


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0891 top1= 97.4432

=== Log global consensus distance @ E5B10 ===
consensus_distance=185.565



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=12.238


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.0887 top1= 97.4432

=== Log global consensus distance @ E5B20 ===
consensus_distance=208.695



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=12.821



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3422 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6332 top1= 47.4860


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.3235 top1= 45.8534

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0758 top1= 98.2955

=== Log global consensus distance @ E6B0 ===
consensus_distance=232.072



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=13.476


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0724 top1= 98.0114

=== Log global consensus distance @ E6B10 ===
consensus_distance=256.060



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=14.121


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.0767 top1= 97.4432

=== Log global consensus distance @ E6B20 ===
consensus_distance=280.906



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=14.696



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3588 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.8336 top1= 48.1070


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.2441 top1= 45.5128

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.0726 top1= 98.0114

=== Log global consensus distance @ E7B0 ===
consensus_distance=306.942



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=15.436


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0751 top1= 97.7273

=== Log global consensus distance @ E7B10 ===
consensus_distance=334.092



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.240


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.0721 top1= 97.7273

=== Log global consensus distance @ E7B20 ===
consensus_distance=362.218



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=16.827



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3784 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.0263 top1= 48.8682


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5228 top1= 45.3225

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0822 top1= 97.7273

=== Log global consensus distance @ E8B0 ===
consensus_distance=391.489



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=17.493


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0703 top1= 98.0114

=== Log global consensus distance @ E8B10 ===
consensus_distance=421.989



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=18.399


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.0801 top1= 97.4432

=== Log global consensus distance @ E8B20 ===
consensus_distance=453.604



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=19.159



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4010 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.9287 top1= 48.7981


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.2833 top1= 45.0421

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0743 top1= 97.1591

=== Log global consensus distance @ E9B0 ===
consensus_distance=486.250



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=19.918


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0805 top1= 96.8750

=== Log global consensus distance @ E9B10 ===
consensus_distance=520.064



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=20.807


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1115 top1= 96.5909

=== Log global consensus distance @ E9B20 ===
consensus_distance=555.083



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=21.703



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4269 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6308 top1= 48.5477


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.2685 top1= 44.8918

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0734 top1= 97.7273

=== Log global consensus distance @ E10B0 ===
consensus_distance=591.085



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=22.510


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0700 top1= 97.4432

=== Log global consensus distance @ E10B10 ===
consensus_distance=628.292



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=23.367


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.0821 top1= 97.7273

=== Log global consensus distance @ E10B20 ===
consensus_distance=666.625



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=24.240



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4562 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.4894 top1= 48.5978


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.4377 top1= 45.6230

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0706 top1= 97.7273

=== Log global consensus distance @ E11B0 ===
consensus_distance=706.223



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=25.274


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0763 top1= 97.4432

=== Log global consensus distance @ E11B10 ===
consensus_distance=746.753



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=25.988


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.0789 top1= 97.1591

=== Log global consensus distance @ E11B20 ===
consensus_distance=788.364



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=26.712



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4893 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.4797 top1= 49.2588


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.3159 top1= 46.0837

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0703 top1= 97.7273

=== Log global consensus distance @ E12B0 ===
consensus_distance=831.169



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=27.449


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0615 top1= 98.0114

=== Log global consensus distance @ E12B10 ===
consensus_distance=874.892



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=27.990


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.0625 top1= 98.0114

=== Log global consensus distance @ E12B20 ===
consensus_distance=919.771



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=28.487



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5259 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.4784 top1= 49.0685


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5378 top1= 46.1338

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0651 top1= 97.7273

=== Log global consensus distance @ E13B0 ===
consensus_distance=965.712



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=29.095


[E13B10 |   4224/60000 (  7%) ] Loss: 0.0666 top1= 97.4432

=== Log global consensus distance @ E13B10 ===
consensus_distance=1012.998



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=29.858


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.0528 top1= 98.2955

=== Log global consensus distance @ E13B20 ===
consensus_distance=1061.384



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=30.585



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5659 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.0612 top1= 49.2688


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.9995 top1= 46.5345

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0545 top1= 98.0114

=== Log global consensus distance @ E14B0 ===
consensus_distance=1110.673



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=31.042


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0605 top1= 97.4432

=== Log global consensus distance @ E14B10 ===
consensus_distance=1161.083



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=31.542


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.0508 top1= 98.5795

=== Log global consensus distance @ E14B20 ===
consensus_distance=1212.663



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=32.051



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6098 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.1758 top1= 49.0685


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.3269 top1= 46.1438

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0576 top1= 97.7273

=== Log global consensus distance @ E15B0 ===
consensus_distance=1265.249



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=32.482


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0624 top1= 97.7273

=== Log global consensus distance @ E15B10 ===
consensus_distance=1319.034



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=32.970


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.0537 top1= 98.5795

=== Log global consensus distance @ E15B20 ===
consensus_distance=1373.805



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=33.392



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6569 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.6150 top1= 48.8982


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.9166 top1= 45.5929

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0525 top1= 98.2955

=== Log global consensus distance @ E16B0 ===
consensus_distance=1429.955



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=34.000


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0588 top1= 98.0114

=== Log global consensus distance @ E16B10 ===
consensus_distance=1487.045



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=34.535


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.0503 top1= 98.5795

=== Log global consensus distance @ E16B20 ===
consensus_distance=1545.263



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=35.006



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7077 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.6442 top1= 48.7981


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.4754 top1= 46.4343

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0518 top1= 98.2955

=== Log global consensus distance @ E17B0 ===
consensus_distance=1604.698



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=35.639


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0626 top1= 97.7273

=== Log global consensus distance @ E17B10 ===
consensus_distance=1665.157



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=36.154


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.0505 top1= 98.2955

=== Log global consensus distance @ E17B20 ===
consensus_distance=1726.613



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=36.573



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7618 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.4969 top1= 48.1871


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.8306 top1= 46.6546

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0540 top1= 98.2955

=== Log global consensus distance @ E18B0 ===
consensus_distance=1789.381



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=37.187


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0591 top1= 98.0114

=== Log global consensus distance @ E18B10 ===
consensus_distance=1853.329



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=37.898


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.0576 top1= 98.2955

=== Log global consensus distance @ E18B20 ===
consensus_distance=1918.172



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=38.369



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8191 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.2972 top1= 48.7079


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5926 top1= 45.8033

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0516 top1= 98.2955

=== Log global consensus distance @ E19B0 ===
consensus_distance=1984.249



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=38.942


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0634 top1= 97.7273

=== Log global consensus distance @ E19B10 ===
consensus_distance=2051.382



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=39.500


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0485 top1= 98.5795

=== Log global consensus distance @ E19B20 ===
consensus_distance=2119.524



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=39.954



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8797 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.3477 top1= 48.5477


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.2145 top1= 45.1623

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0580 top1= 97.7273

=== Log global consensus distance @ E20B0 ===
consensus_distance=2188.975



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=40.731


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0601 top1= 98.0114

=== Log global consensus distance @ E20B10 ===
consensus_distance=2259.569



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=41.426


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0499 top1= 98.2955

=== Log global consensus distance @ E20B20 ===
consensus_distance=2331.183



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=41.994



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9434 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.7410 top1= 47.7063


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.2284 top1= 46.7248

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0649 top1= 97.7273

=== Log global consensus distance @ E21B0 ===
consensus_distance=2403.828



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=42.580


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0651 top1= 97.4432

=== Log global consensus distance @ E21B10 ===
consensus_distance=2477.692



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=43.227


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0527 top1= 98.2955

=== Log global consensus distance @ E21B20 ===
consensus_distance=2552.779



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=43.900



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0096 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.5456 top1= 48.2372


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.0712 top1= 45.5429

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0628 top1= 97.7273

=== Log global consensus distance @ E22B0 ===
consensus_distance=2628.789



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=44.616


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0572 top1= 97.7273

=== Log global consensus distance @ E22B10 ===
consensus_distance=2706.145



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=45.476


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.0915 top1= 97.4432

=== Log global consensus distance @ E22B20 ===
consensus_distance=2784.507



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=46.267



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0784 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.1379 top1= 48.0168


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.6130 top1= 45.4127

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0790 top1= 97.4432

=== Log global consensus distance @ E23B0 ===
consensus_distance=2863.909



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=47.128


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0983 top1= 96.5909

=== Log global consensus distance @ E23B10 ===
consensus_distance=2944.770



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=48.189


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0507 top1= 98.5795

=== Log global consensus distance @ E23B20 ===
consensus_distance=3026.558



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=49.005



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1495 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.3274 top1= 45.8534


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.7831 top1= 45.8133

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.1020 top1= 96.5909

=== Log global consensus distance @ E24B0 ===
consensus_distance=3109.229



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=49.718


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0683 top1= 97.4432

=== Log global consensus distance @ E24B10 ===
consensus_distance=3193.082



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=50.426


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.0794 top1= 96.8750

=== Log global consensus distance @ E24B20 ===
consensus_distance=3278.298



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=51.629



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2219 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.8678 top1= 44.0104


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.2974 top1= 46.4143

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0884 top1= 96.5909

=== Log global consensus distance @ E25B0 ===
consensus_distance=3364.511



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=55.021


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0899 top1= 96.5909

=== Log global consensus distance @ E25B10 ===
consensus_distance=3451.910



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=58.097


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1492 top1= 95.4545

=== Log global consensus distance @ E25B20 ===
consensus_distance=3540.780



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=60.742



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2954 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.4448 top1= 49.0885


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.2337 top1= 46.2440

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0926 top1= 96.5909

=== Log global consensus distance @ E26B0 ===
consensus_distance=3630.477



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=62.457


[E26B10 |   4224/60000 (  7%) ] Loss: 0.1251 top1= 95.7386

=== Log global consensus distance @ E26B10 ===
consensus_distance=3721.354



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=63.918


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0647 top1= 97.7273

=== Log global consensus distance @ E26B20 ===
consensus_distance=3812.855



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=64.696



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3748 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.5659 top1= 48.2873


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.4759 top1= 46.5545

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0795 top1= 96.8750

=== Log global consensus distance @ E27B0 ===
consensus_distance=3905.529



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=65.447


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0760 top1= 97.4432

=== Log global consensus distance @ E27B10 ===
consensus_distance=3999.355



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=66.045


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0908 top1= 97.4432

=== Log global consensus distance @ E27B20 ===
consensus_distance=4094.024



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=66.654



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4604 top1=  9.6554


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.0293 top1= 49.0685


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8860 top1= 47.1454

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0665 top1= 97.7273

=== Log global consensus distance @ E28B0 ===
consensus_distance=4190.192



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=67.448


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0600 top1= 98.0114

=== Log global consensus distance @ E28B10 ===
consensus_distance=4287.381



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=68.213


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.0538 top1= 98.0114

=== Log global consensus distance @ E28B20 ===
consensus_distance=4385.423



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=68.637



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5377 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.4838 top1= 47.1655


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7696 top1= 47.0553

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0766 top1= 97.4432

=== Log global consensus distance @ E29B0 ===
consensus_distance=4484.556



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=69.025


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0629 top1= 97.4432

=== Log global consensus distance @ E29B10 ===
consensus_distance=4584.999



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=69.638


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.0474 top1= 98.2955

=== Log global consensus distance @ E29B20 ===
consensus_distance=4686.440



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=70.143



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6228 top1=  9.7055


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.3863 top1= 49.1186


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7167 top1= 46.7949

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0569 top1= 98.0114

=== Log global consensus distance @ E30B0 ===
consensus_distance=4788.774



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=70.434


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0636 top1= 97.7273

=== Log global consensus distance @ E30B10 ===
consensus_distance=4892.477



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=70.910


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0688 top1= 97.7273

=== Log global consensus distance @ E30B20 ===
consensus_distance=4997.344



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=71.467



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7049 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.3312 top1= 47.8666


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.3332 top1= 46.7248

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0741 top1= 97.1591

=== Log global consensus distance @ E31B0 ===
consensus_distance=5102.962



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=71.751


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0690 top1= 97.4432

=== Log global consensus distance @ E31B10 ===
consensus_distance=5209.992



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=72.307


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.0537 top1= 98.2955

=== Log global consensus distance @ E31B20 ===
consensus_distance=5318.116



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=72.855



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7998 top1=  9.4151


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.8645 top1= 49.3189


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.4630 top1= 46.9151

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0530 top1= 98.0114

=== Log global consensus distance @ E32B0 ===
consensus_distance=5427.283



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=73.284


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0704 top1= 97.4432

=== Log global consensus distance @ E32B10 ===
consensus_distance=5537.550



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=73.731


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.0448 top1= 98.5795

=== Log global consensus distance @ E32B20 ===
consensus_distance=5648.954



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=74.159



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.8807 top1=  9.6955


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.1999 top1= 49.1787


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.4259 top1= 46.9151

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0476 top1= 98.2955

=== Log global consensus distance @ E33B0 ===
consensus_distance=5761.406



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=74.574


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0518 top1= 98.0114

=== Log global consensus distance @ E33B10 ===
consensus_distance=5874.948



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=74.908


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.0556 top1= 98.0114

=== Log global consensus distance @ E33B20 ===
consensus_distance=5989.572



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=75.209



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.9736 top1=  9.5553


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.7995 top1= 48.9183


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.1030 top1= 46.9251

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.0490 top1= 98.2955

=== Log global consensus distance @ E34B0 ===
consensus_distance=6105.242



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=75.515


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0520 top1= 98.0114

=== Log global consensus distance @ E34B10 ===
consensus_distance=6222.112



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=75.814


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.0427 top1= 98.5795

=== Log global consensus distance @ E34B20 ===
consensus_distance=6340.044



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=76.144



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0663 top1=  9.4251


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.7168 top1= 47.8165


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.1513 top1= 46.8750

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.0516 top1= 98.0114

=== Log global consensus distance @ E35B0 ===
consensus_distance=6459.054



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=76.448


[E35B10 |   4224/60000 (  7%) ] Loss: 0.0539 top1= 97.7273

=== Log global consensus distance @ E35B10 ===
consensus_distance=6579.316



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=76.786


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.0419 top1= 98.5795

=== Log global consensus distance @ E35B20 ===
consensus_distance=6700.673



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=77.221



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.1660 top1=  9.0946


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.1325 top1= 47.8165


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.1426 top1= 46.8550

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.0460 top1= 98.2955

=== Log global consensus distance @ E36B0 ===
consensus_distance=6822.919



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=77.408


[E36B10 |   4224/60000 (  7%) ] Loss: 0.0499 top1= 98.0114

=== Log global consensus distance @ E36B10 ===
consensus_distance=6946.432



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=77.726


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.0488 top1= 98.2955

=== Log global consensus distance @ E36B20 ===
consensus_distance=7071.029



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=78.037



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.2369 top1=  9.7155


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.1867 top1= 49.5593


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.1598 top1= 46.8149

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.0470 top1= 98.2955

=== Log global consensus distance @ E37B0 ===
consensus_distance=7196.637



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=78.299


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0507 top1= 98.0114

=== Log global consensus distance @ E37B10 ===
consensus_distance=7323.449



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=78.627


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.0421 top1= 98.5795

=== Log global consensus distance @ E37B20 ===
consensus_distance=7451.300



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=78.853



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3339 top1=  9.5954


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.6024 top1= 49.5393


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.2798 top1= 46.6947

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.0461 top1= 98.2955

=== Log global consensus distance @ E38B0 ===
consensus_distance=7580.216



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=79.062


[E38B10 |   4224/60000 (  7%) ] Loss: 0.0498 top1= 98.0114

=== Log global consensus distance @ E38B10 ===
consensus_distance=7710.328



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=79.331


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.0424 top1= 98.5795

=== Log global consensus distance @ E38B20 ===
consensus_distance=7841.498



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=79.570



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.4232 top1=  9.6755


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.9431 top1= 49.2288


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.5391 top1= 46.6847

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.0470 top1= 98.2955

=== Log global consensus distance @ E39B0 ===
consensus_distance=7973.758



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=79.830


[E39B10 |   4224/60000 (  7%) ] Loss: 0.0500 top1= 98.0114

=== Log global consensus distance @ E39B10 ===
consensus_distance=8107.167



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=80.088


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.0422 top1= 98.5795

=== Log global consensus distance @ E39B20 ===
consensus_distance=8241.689



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=80.359



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.5180 top1=  9.6554


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.1040 top1= 49.3690


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.7672 top1= 46.4543

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.0465 top1= 98.2955

=== Log global consensus distance @ E40B0 ===
consensus_distance=8377.203



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=80.536


[E40B10 |   4224/60000 (  7%) ] Loss: 0.0516 top1= 98.0114

=== Log global consensus distance @ E40B10 ===
consensus_distance=8513.900



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=80.781


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.0423 top1= 98.5795

=== Log global consensus distance @ E40B20 ===
consensus_distance=8651.761



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=81.061



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.6126 top1=  9.6454


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.0926 top1= 48.7580


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.3467 top1= 46.4243

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.0473 top1= 98.2955

=== Log global consensus distance @ E41B0 ===
consensus_distance=8790.713



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=81.391


[E41B10 |   4224/60000 (  7%) ] Loss: 0.0510 top1= 98.0114

=== Log global consensus distance @ E41B10 ===
consensus_distance=8930.817



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=81.733


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.0419 top1= 98.5795

=== Log global consensus distance @ E41B20 ===
consensus_distance=9072.062



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=82.092



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.7105 top1=  9.5853


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.6682 top1= 48.8682


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4983 top1= 45.2724

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1147 top1= 97.1591

=== Log global consensus distance @ E42B0 ===
consensus_distance=9214.259



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=82.383


[E42B10 |   4224/60000 (  7%) ] Loss: 0.0540 top1= 98.0114

=== Log global consensus distance @ E42B10 ===
consensus_distance=9358.219



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=83.566


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.0726 top1= 98.2955

=== Log global consensus distance @ E42B20 ===
consensus_distance=9503.014



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=84.420



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8020 top1=  9.6254


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.4896 top1= 48.9784


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.6226 top1= 46.8950

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.0516 top1= 98.2955

=== Log global consensus distance @ E43B0 ===
consensus_distance=9649.023



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=85.381


[E43B10 |   4224/60000 (  7%) ] Loss: 0.0657 top1= 97.1591

=== Log global consensus distance @ E43B10 ===
consensus_distance=9796.062



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=86.190


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.0572 top1= 97.7273

=== Log global consensus distance @ E43B20 ===
consensus_distance=9944.152



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=86.949



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.9005 top1=  9.6154


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.1190 top1= 49.3690


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.0770 top1= 45.1122

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.0573 top1= 98.0114

=== Log global consensus distance @ E44B0 ===
consensus_distance=10093.368



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=87.729


[E44B10 |   4224/60000 (  7%) ] Loss: 0.0703 top1= 97.7273

=== Log global consensus distance @ E44B10 ===
consensus_distance=10243.912



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=88.876


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.0597 top1= 97.7273

=== Log global consensus distance @ E44B20 ===
consensus_distance=10395.314



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=89.642



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.9917 top1=  9.6655


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.1726 top1= 47.5561


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.2481 top1= 46.6346

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.0938 top1= 96.5909

=== Log global consensus distance @ E45B0 ===
consensus_distance=10547.868



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=90.542


[E45B10 |   4224/60000 (  7%) ] Loss: 0.0664 top1= 97.1591

=== Log global consensus distance @ E45B10 ===
consensus_distance=10702.040



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=91.905


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.0487 top1= 98.2955

=== Log global consensus distance @ E45B20 ===
consensus_distance=10856.888



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=92.956



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.0695 top1=  9.7256


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=13.3731 top1= 47.7163


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.2759 top1= 46.5144

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.0763 top1= 97.4432

=== Log global consensus distance @ E46B0 ===
consensus_distance=11012.933



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=94.062


[E46B10 |   4224/60000 (  7%) ] Loss: 0.0595 top1= 97.7273

=== Log global consensus distance @ E46B10 ===
consensus_distance=11169.886



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=94.805


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.0845 top1= 97.7273

=== Log global consensus distance @ E46B20 ===
consensus_distance=11328.236



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=96.012



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.1759 top1=  9.7256


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.5757 top1= 48.4175


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.1939 top1= 47.0152

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0927 top1= 96.3068

=== Log global consensus distance @ E47B0 ===
consensus_distance=11487.396



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=96.798


[E47B10 |   4224/60000 (  7%) ] Loss: 0.0887 top1= 96.5909

=== Log global consensus distance @ E47B10 ===
consensus_distance=11647.758



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=97.897


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.0722 top1= 97.7273

=== Log global consensus distance @ E47B20 ===
consensus_distance=11809.898



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=99.861



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.2724 top1=  9.7155


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.0081 top1= 48.6679


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.0208 top1= 46.8950

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.1099 top1= 97.1591

=== Log global consensus distance @ E48B0 ===
consensus_distance=11972.391



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=100.957


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0875 top1= 96.3068

=== Log global consensus distance @ E48B10 ===
consensus_distance=12136.187



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=102.035


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0832 top1= 97.7273

=== Log global consensus distance @ E48B20 ===
consensus_distance=12301.439



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=103.475



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.4140 top1=  9.3149


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.0682 top1= 48.6178


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.1226 top1= 46.8450

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0899 top1= 96.8750

=== Log global consensus distance @ E49B0 ===
consensus_distance=12467.089



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=104.163


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0674 top1= 97.1591

=== Log global consensus distance @ E49B10 ===
consensus_distance=12633.912



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=105.144


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.0624 top1= 97.7273

=== Log global consensus distance @ E49B20 ===
consensus_distance=12802.396



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=106.530



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.4770 top1=  9.5753


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.2045 top1= 47.7764


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.3688 top1= 46.5044

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0595 top1= 98.0114

=== Log global consensus distance @ E50B0 ===
consensus_distance=12971.821



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=107.627


[E50B10 |   4224/60000 (  7%) ] Loss: 0.0762 top1= 97.4432

=== Log global consensus distance @ E50B10 ===
consensus_distance=13142.100



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=108.409


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.0619 top1= 98.0114

=== Log global consensus distance @ E50B20 ===
consensus_distance=13313.534



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=109.177



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6139 top1=  9.3450


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.3028 top1= 50.0000


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.9924 top1= 46.8650

