
=== 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: 0.7876 top1= 78.1250

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.614



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=1.581


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2928 top1= 92.6136

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.085



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.458



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2570 top1= 26.4924


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1506 top1= 41.5565


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8866 top1= 40.1643

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1420 top1= 95.1705

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.066



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=3.522


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1494 top1= 95.4545

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.940



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.039


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.2027 top1= 93.7500

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.833



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.606



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0980 top1= 35.7572


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6800 top1= 46.0737


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3288 top1= 42.0773

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1207 top1= 96.5909

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.793



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.448


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1383 top1= 96.3068

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.795



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.456


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1496 top1= 95.1705

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.794



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.464



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5114 top1= 29.5573


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8161 top1= 49.5292


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2813 top1= 42.0873

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1154 top1= 97.4432

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.806



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=2.527


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1214 top1= 96.0227

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.840



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.663


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1496 top1= 95.7386

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.859



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.760



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9370 top1= 27.0032


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9271 top1= 49.5994


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3657 top1= 42.0773

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1172 top1= 96.8750

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.891



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=2.904


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1210 top1= 96.5909

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.931



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.065


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1513 top1= 95.1705

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.948



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.150



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2408 top1= 24.3389


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9818 top1= 49.3690


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3910 top1= 42.4079

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1152 top1= 98.0114

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.974



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.269


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1247 top1= 96.5909

=== Log global consensus distance @ E6B10 ===
consensus_distance=1.006



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.397


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1528 top1= 95.1705

=== Log global consensus distance @ E6B20 ===
consensus_distance=1.017



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.454



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4986 top1= 22.1554


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9622 top1= 49.1587


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3072 top1= 42.6482

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1151 top1= 98.5795

=== Log global consensus distance @ E7B0 ===
consensus_distance=1.037



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.550


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1222 top1= 96.8750

=== Log global consensus distance @ E7B10 ===
consensus_distance=1.065



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.656


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1523 top1= 96.3068

=== Log global consensus distance @ E7B20 ===
consensus_distance=1.070



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=3.689



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6946 top1= 21.0938


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9391 top1= 48.7079


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2473 top1= 42.6783

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.1191 top1= 98.0114

=== Log global consensus distance @ E8B0 ===
consensus_distance=1.090



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.784


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.1241 top1= 96.8750

=== Log global consensus distance @ E8B10 ===
consensus_distance=1.120



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=3.899


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1500 top1= 96.3068

=== Log global consensus distance @ E8B20 ===
consensus_distance=1.127



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=3.937



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.9062 top1= 20.5829


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8957 top1= 48.2873


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1638 top1= 42.5982

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.1215 top1= 98.2955

=== Log global consensus distance @ E9B0 ===
consensus_distance=1.145



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=4.026


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.1263 top1= 96.8750

=== Log global consensus distance @ E9B10 ===
consensus_distance=1.177



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=4.148


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1519 top1= 96.3068

=== Log global consensus distance @ E9B20 ===
consensus_distance=1.186



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=4.194



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.1508 top1= 20.2724


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8322 top1= 47.8966


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0615 top1= 42.5481

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.1247 top1= 98.0114

=== Log global consensus distance @ E10B0 ===
consensus_distance=1.205



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=4.289


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1257 top1= 96.8750

=== Log global consensus distance @ E10B10 ===
consensus_distance=1.240



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=4.426


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1485 top1= 96.3068

=== Log global consensus distance @ E10B20 ===
consensus_distance=1.257



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=4.507



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.4129 top1= 19.7616


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7842 top1= 47.7264


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9519 top1= 42.4079

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.1274 top1= 98.0114

=== Log global consensus distance @ E11B0 ===
consensus_distance=1.276



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=4.601


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1267 top1= 96.8750

=== Log global consensus distance @ E11B10 ===
consensus_distance=1.311



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=4.740


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1508 top1= 96.3068

=== Log global consensus distance @ E11B20 ===
consensus_distance=1.335



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=4.852



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8005 top1= 19.4812


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7462 top1= 47.2256


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8334 top1= 42.6783

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.1290 top1= 98.2955

=== Log global consensus distance @ E12B0 ===
consensus_distance=1.357



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=4.957


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1258 top1= 96.8750

=== Log global consensus distance @ E12B10 ===
consensus_distance=1.396



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=5.113


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1509 top1= 96.3068

=== Log global consensus distance @ E12B20 ===
consensus_distance=1.428



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=5.259



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.3702 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7408 top1= 46.5745


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7132 top1= 42.7284

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.1298 top1= 98.2955

=== Log global consensus distance @ E13B0 ===
consensus_distance=1.454



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=5.386


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1261 top1= 96.8750

=== Log global consensus distance @ E13B10 ===
consensus_distance=1.502



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=5.583


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1537 top1= 96.0227

=== Log global consensus distance @ E13B20 ===
consensus_distance=1.537



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=5.742



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1115 top1= 19.3409


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7592 top1= 45.8634


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6407 top1= 42.4579

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.1296 top1= 97.7273

=== Log global consensus distance @ E14B0 ===
consensus_distance=1.568



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=5.888


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1271 top1= 96.8750

=== Log global consensus distance @ E14B10 ===
consensus_distance=1.614



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=6.078


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1547 top1= 96.3068

=== Log global consensus distance @ E14B20 ===
consensus_distance=1.649



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=6.238



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.9164 top1= 19.3309


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7795 top1= 44.8818


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6132 top1= 41.9571

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.1329 top1= 98.0114

=== Log global consensus distance @ E15B0 ===
consensus_distance=1.677



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=6.368


[E15B10 |   4224/60000 (  7%) ] Loss: 0.1291 top1= 96.8750

=== Log global consensus distance @ E15B10 ===
consensus_distance=1.721



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=6.547


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1532 top1= 96.3068

=== Log global consensus distance @ E15B20 ===
consensus_distance=1.758



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=6.700



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.6421 top1= 19.3309


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7505 top1= 44.4712


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6210 top1= 41.7668

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.1351 top1= 98.2955

=== Log global consensus distance @ E16B0 ===
consensus_distance=1.790



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=6.823


[E16B10 |   4224/60000 (  7%) ] Loss: 0.1278 top1= 96.5909

=== Log global consensus distance @ E16B10 ===
consensus_distance=1.864



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=7.076


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1388 top1= 97.1591

=== Log global consensus distance @ E16B20 ===
consensus_distance=1.959



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=7.362



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.4622 top1= 19.3209


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7223 top1= 44.2508


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9684 top1= 43.2292

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.1250 top1= 98.2955

=== Log global consensus distance @ E17B0 ===
consensus_distance=2.107



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=7.795


[E17B10 |   4224/60000 (  7%) ] Loss: 0.1164 top1= 97.1591

=== Log global consensus distance @ E17B10 ===
consensus_distance=2.351



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=8.564


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1218 top1= 97.4432

=== Log global consensus distance @ E17B20 ===
consensus_distance=2.617



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=9.459



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.6363 top1= 19.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6410 top1= 44.5212


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4241 top1= 45.0220

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.1002 top1= 99.4318

=== Log global consensus distance @ E18B0 ===
consensus_distance=2.871



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=10.351


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0992 top1= 96.8750

=== Log global consensus distance @ E18B10 ===
consensus_distance=3.174



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=11.466


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1046 top1= 98.0114

=== Log global consensus distance @ E18B20 ===
consensus_distance=3.446



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=12.488



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.3193 top1= 25.2704


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5327 top1= 46.5545


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.4888 top1= 45.0821

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0818 top1= 98.5795

=== Log global consensus distance @ E19B0 ===
consensus_distance=3.660



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=13.277


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0962 top1= 97.1591

=== Log global consensus distance @ E19B10 ===
consensus_distance=3.857



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=14.032


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0804 top1= 98.0114

=== Log global consensus distance @ E19B20 ===
consensus_distance=3.967



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=14.440



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6898 top1= 39.9539


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1081 top1= 49.3389


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.4532 top1= 45.6831

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0650 top1= 99.1477

=== Log global consensus distance @ E20B0 ===
consensus_distance=4.016



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=14.662


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0713 top1= 98.0114

=== Log global consensus distance @ E20B10 ===
consensus_distance=4.069



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=14.867


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0753 top1= 97.7273

=== Log global consensus distance @ E20B20 ===
consensus_distance=4.052



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=14.784



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.0896 top1= 48.3073


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8777 top1= 54.2668


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.8197 top1= 45.6831

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0702 top1= 98.2955

=== Log global consensus distance @ E21B0 ===
consensus_distance=4.030



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=14.677


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0677 top1= 97.4432

=== Log global consensus distance @ E21B10 ===
consensus_distance=3.970



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=14.425


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0665 top1= 98.2955

=== Log global consensus distance @ E21B20 ===
consensus_distance=3.844



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=13.947



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7474 top1= 49.3790


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8673 top1= 57.7023


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=10.6313 top1= 46.1939

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0690 top1= 98.2955

=== Log global consensus distance @ E22B0 ===
consensus_distance=3.748



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=13.587


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0678 top1= 97.7273

=== Log global consensus distance @ E22B10 ===
consensus_distance=3.661



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=13.211


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.0608 top1= 98.0114

=== Log global consensus distance @ E22B20 ===
consensus_distance=3.544



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=12.790



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7700 top1= 48.6879


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9576 top1= 58.0028


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=11.6809 top1= 46.7348

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0574 top1= 98.5795

=== Log global consensus distance @ E23B0 ===
consensus_distance=3.470



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=12.504


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0741 top1= 97.7273

=== Log global consensus distance @ E23B10 ===
consensus_distance=3.480



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=12.532


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0589 top1= 98.0114

=== Log global consensus distance @ E23B20 ===
consensus_distance=3.497



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=12.599



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.4872 top1= 46.7448


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2298 top1= 58.3834


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.3122 top1= 47.3257

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0618 top1= 98.2955

=== Log global consensus distance @ E24B0 ===
consensus_distance=3.498



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=12.609


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0719 top1= 98.0114

=== Log global consensus distance @ E24B10 ===
consensus_distance=3.593



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=12.969


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.0864 top1= 97.1591

=== Log global consensus distance @ E24B20 ===
consensus_distance=3.669



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=13.259



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6939 top1= 46.5545


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2802 top1= 60.2464


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=16.0865 top1= 47.3157

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0452 top1= 97.7273

=== Log global consensus distance @ E25B0 ===
consensus_distance=3.715



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=13.440


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0676 top1= 98.2955

=== Log global consensus distance @ E25B10 ===
consensus_distance=3.827



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=13.878


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.0510 top1= 98.5795

=== Log global consensus distance @ E25B20 ===
consensus_distance=3.938



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=14.310



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.9471 top1= 45.7232


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.3827 top1= 59.1947


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=20.0734 top1= 46.5445

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0723 top1= 97.1591

=== Log global consensus distance @ E26B0 ===
consensus_distance=4.045



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=14.723


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0661 top1= 98.8636

=== Log global consensus distance @ E26B10 ===
consensus_distance=4.173



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=15.217


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0862 top1= 97.7273

=== Log global consensus distance @ E26B20 ===
consensus_distance=4.259



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=15.540



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.9704 top1= 46.1338


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9909 top1= 60.4067


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=24.1634 top1= 47.1254

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0584 top1= 98.5795

=== Log global consensus distance @ E27B0 ===
consensus_distance=4.459



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=16.321


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0591 top1= 98.8636

=== Log global consensus distance @ E27B10 ===
consensus_distance=4.553



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=16.692


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0834 top1= 98.0114

=== Log global consensus distance @ E27B20 ===
consensus_distance=4.620



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=16.948



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.1072 top1= 46.2440


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1981 top1= 58.0429


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=28.7624 top1= 47.5962

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0519 top1= 98.5795

=== Log global consensus distance @ E28B0 ===
consensus_distance=4.789



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=17.610


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0433 top1= 99.1477

=== Log global consensus distance @ E28B10 ===
consensus_distance=4.935



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=18.175


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.0580 top1= 97.7273

=== Log global consensus distance @ E28B20 ===
consensus_distance=5.005



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=18.442



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=16.6600 top1= 46.9752


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2206 top1= 56.8109


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=36.3818 top1= 46.5545

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0286 top1= 99.4318

=== Log global consensus distance @ E29B0 ===
consensus_distance=5.142



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=18.980


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0457 top1= 98.5795

=== Log global consensus distance @ E29B10 ===
consensus_distance=5.278



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=19.512


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.0445 top1= 98.5795

=== Log global consensus distance @ E29B20 ===
consensus_distance=5.362



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=19.829



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=19.7721 top1= 48.3974


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5273 top1= 54.2568


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=44.4104 top1= 46.6647

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0286 top1= 99.4318

=== Log global consensus distance @ E30B0 ===
consensus_distance=5.457



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=20.208


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0501 top1= 98.8636

=== Log global consensus distance @ E30B10 ===
consensus_distance=5.500



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=20.342


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0346 top1= 98.8636

=== Log global consensus distance @ E30B20 ===
consensus_distance=5.560



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=20.588



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=20.8314 top1= 50.8013


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5302 top1= 52.7143


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=47.6170 top1= 47.2556

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0537 top1= 98.8636

=== Log global consensus distance @ E31B0 ===
consensus_distance=5.544



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=20.530


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0561 top1= 98.5795

=== Log global consensus distance @ E31B10 ===
consensus_distance=5.654



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=20.952


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.0945 top1= 98.0114

=== Log global consensus distance @ E31B20 ===
consensus_distance=5.621



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=20.826



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=25.1054 top1= 49.1587


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7086 top1= 51.0417


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=56.5376 top1= 45.3325

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0348 top1= 98.5795

=== Log global consensus distance @ E32B0 ===
consensus_distance=5.804



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=21.544


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1085 top1= 98.0114

=== Log global consensus distance @ E32B10 ===
consensus_distance=5.906



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=21.945


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.0715 top1= 98.2955

=== Log global consensus distance @ E32B20 ===
consensus_distance=6.063



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=22.581



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=27.8077 top1= 49.4091


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9790 top1= 50.2003


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=57.4492 top1= 45.0120

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0614 top1= 97.7273

=== Log global consensus distance @ E33B0 ===
consensus_distance=6.425



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=24.001


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0700 top1= 98.0114

=== Log global consensus distance @ E33B10 ===
consensus_distance=6.624



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=24.738


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.0580 top1= 98.5795

=== Log global consensus distance @ E33B20 ===
consensus_distance=6.700



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=25.060



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=32.2651 top1= 50.6210


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9934 top1= 49.8397


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=57.9384 top1= 46.0437

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.0359 top1= 98.8636

=== Log global consensus distance @ E34B0 ===
consensus_distance=6.898



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=25.848


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0710 top1= 98.2955

=== Log global consensus distance @ E34B10 ===
consensus_distance=7.005



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=26.258


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.0873 top1= 98.0114

=== Log global consensus distance @ E34B20 ===
consensus_distance=7.096



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=26.613



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=35.4039 top1= 50.9515


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5334 top1= 48.7280


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=58.5036 top1= 46.7448

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.0545 top1= 98.8636

=== Log global consensus distance @ E35B0 ===
consensus_distance=7.369



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=27.674


[E35B10 |   4224/60000 (  7%) ] Loss: 0.0579 top1= 98.2955

=== Log global consensus distance @ E35B10 ===
consensus_distance=7.416



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=27.853


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.0570 top1= 98.2955

=== Log global consensus distance @ E35B20 ===
consensus_distance=7.407



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=27.829



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=32.5216 top1= 51.2320


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.1769 top1= 45.1322


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=48.9081 top1= 47.2155

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.0865 top1= 98.0114

=== Log global consensus distance @ E36B0 ===
consensus_distance=7.613



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=28.637


[E36B10 |   4224/60000 (  7%) ] Loss: 0.0691 top1= 98.5795

=== Log global consensus distance @ E36B10 ===
consensus_distance=7.722



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=29.060


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.0597 top1= 98.8636

=== Log global consensus distance @ E36B20 ===
consensus_distance=7.839



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=29.510



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=38.6743 top1= 51.4123


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3130 top1= 47.6863


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=62.1640 top1= 46.8650

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.0561 top1= 98.2955

=== Log global consensus distance @ E37B0 ===
consensus_distance=7.948



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=29.963


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0802 top1= 98.0114

=== Log global consensus distance @ E37B10 ===
consensus_distance=8.169



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=30.822


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.0735 top1= 97.4432

=== Log global consensus distance @ E37B20 ===
consensus_distance=8.477



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=32.041



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=37.5421 top1= 46.7147


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2819 top1= 49.1486


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=65.6319 top1= 49.2488

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.0610 top1= 98.8636

=== Log global consensus distance @ E38B0 ===
consensus_distance=8.802



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=33.308


[E38B10 |   4224/60000 (  7%) ] Loss: 0.0742 top1= 98.2955

=== Log global consensus distance @ E38B10 ===
consensus_distance=9.069



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=34.367


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.0869 top1= 97.7273

=== Log global consensus distance @ E38B20 ===
consensus_distance=9.343



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=35.436



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=39.0958 top1= 49.2188


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7099 top1= 47.2556


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=72.7952 top1= 46.6647

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.0556 top1= 98.5795

=== Log global consensus distance @ E39B0 ===
consensus_distance=9.783



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=37.169


[E39B10 |   4224/60000 (  7%) ] Loss: 0.0749 top1= 98.5795

=== Log global consensus distance @ E39B10 ===
consensus_distance=9.994



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=37.992


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.0711 top1= 98.0114

=== Log global consensus distance @ E39B20 ===
consensus_distance=10.231



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=38.921



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=49.5724 top1= 50.7913


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3159 top1= 49.8998


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=86.8895 top1= 46.4443

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.0434 top1= 98.2955

=== Log global consensus distance @ E40B0 ===
consensus_distance=10.565



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=40.242


[E40B10 |   4224/60000 (  7%) ] Loss: 0.0777 top1= 97.7273

=== Log global consensus distance @ E40B10 ===
consensus_distance=11.057



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=42.159


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.0899 top1= 97.7273

=== Log global consensus distance @ E40B20 ===
consensus_distance=11.599



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=44.312



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=48.0666 top1= 50.5308


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7430 top1= 47.4559


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=85.6773 top1= 46.7748

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.0838 top1= 97.4432

=== Log global consensus distance @ E41B0 ===
consensus_distance=11.962



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=45.730


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1243 top1= 96.0227

=== Log global consensus distance @ E41B10 ===
consensus_distance=12.259



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=46.900


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.0997 top1= 98.0114

=== Log global consensus distance @ E41B20 ===
consensus_distance=12.682



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=48.547



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=43.2168 top1= 42.8986


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0205 top1= 49.3089


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=81.0373 top1= 46.5946

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.0886 top1= 97.4432

=== Log global consensus distance @ E42B0 ===
consensus_distance=13.181



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=50.551


[E42B10 |   4224/60000 (  7%) ] Loss: 0.0746 top1= 98.2955

=== Log global consensus distance @ E42B10 ===
consensus_distance=13.650



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=52.396


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.0924 top1= 97.4432

=== Log global consensus distance @ E42B20 ===
consensus_distance=14.158



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=54.397



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=45.0460 top1= 38.0208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7228 top1= 49.7997


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=91.3826 top1= 47.0653

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.0581 top1= 98.2955

=== Log global consensus distance @ E43B0 ===
consensus_distance=14.560



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=55.979


[E43B10 |   4224/60000 (  7%) ] Loss: 0.0750 top1= 98.0114

=== Log global consensus distance @ E43B10 ===
consensus_distance=14.981



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=57.633


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1160 top1= 98.2955

=== Log global consensus distance @ E43B20 ===
consensus_distance=15.351



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=59.103



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=51.5091 top1= 43.7300


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7574 top1= 47.9567


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=113.4500 top1= 46.3942

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1023 top1= 96.8750

=== Log global consensus distance @ E44B0 ===
consensus_distance=15.484



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=59.628


[E44B10 |   4224/60000 (  7%) ] Loss: 0.0989 top1= 97.4432

=== Log global consensus distance @ E44B10 ===
consensus_distance=15.741



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=60.628


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1282 top1= 96.5909

=== Log global consensus distance @ E44B20 ===
consensus_distance=15.825



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=60.973



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=40.6283 top1= 38.0208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.8247 top1= 43.4495


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=105.9191 top1= 46.6446

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.0955 top1= 96.8750

=== Log global consensus distance @ E45B0 ===
consensus_distance=16.107



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=62.085


[E45B10 |   4224/60000 (  7%) ] Loss: 0.0510 top1= 98.5795

=== Log global consensus distance @ E45B10 ===
consensus_distance=16.419



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=63.311


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1139 top1= 97.4432

=== Log global consensus distance @ E45B20 ===
consensus_distance=16.166



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=62.310



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=42.6414 top1= 36.2280


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0194 top1= 48.7179


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=119.1668 top1= 46.5244

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.0358 top1= 99.1477

=== Log global consensus distance @ E46B0 ===
consensus_distance=15.882



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=61.111


[E46B10 |   4224/60000 (  7%) ] Loss: 0.1277 top1= 97.7273

=== Log global consensus distance @ E46B10 ===
consensus_distance=15.692



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=60.414


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.0787 top1= 98.0114

=== Log global consensus distance @ E46B20 ===
consensus_distance=15.513



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=59.702



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=39.7498 top1= 37.0493


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.7710 top1= 46.9952


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=94.5882 top1= 48.1871

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0480 top1= 99.1477

=== Log global consensus distance @ E47B0 ===
consensus_distance=15.466



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=59.500


[E47B10 |   4224/60000 (  7%) ] Loss: 0.1702 top1= 95.1705

=== Log global consensus distance @ E47B10 ===
consensus_distance=15.275



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=58.776


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.1589 top1= 97.4432

=== Log global consensus distance @ E47B20 ===
consensus_distance=15.384



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=59.198



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=47.8323 top1= 46.6146


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.1226 top1= 48.9383


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=153.6144 top1= 46.7949

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.0510 top1= 98.0114

=== Log global consensus distance @ E48B0 ===
consensus_distance=15.405



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=59.301


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0669 top1= 98.2955

=== Log global consensus distance @ E48B10 ===
consensus_distance=15.305



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=58.904


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0923 top1= 98.0114

=== Log global consensus distance @ E48B20 ===
consensus_distance=15.384



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=59.224



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=43.2803 top1= 46.6747


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.5643 top1= 47.7865


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=119.1840 top1= 46.8950

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0874 top1= 96.5909

=== Log global consensus distance @ E49B0 ===
consensus_distance=15.418



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=59.346


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0771 top1= 98.8636

=== Log global consensus distance @ E49B10 ===
consensus_distance=15.240



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=58.641


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.0879 top1= 98.0114

=== Log global consensus distance @ E49B20 ===
consensus_distance=15.216



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=58.560



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=46.0000 top1= 49.9199


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.5482 top1= 46.4143


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=133.7649 top1= 46.8650

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0955 top1= 97.1591

=== Log global consensus distance @ E50B0 ===
consensus_distance=15.181



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=58.402


[E50B10 |   4224/60000 (  7%) ] Loss: 0.1144 top1= 95.4545

=== Log global consensus distance @ E50B10 ===
consensus_distance=15.177



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=58.397


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1431 top1= 97.7273

=== Log global consensus distance @ E50B20 ===
consensus_distance=15.094



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=58.031



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=52.3708 top1= 54.0064


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.3926 top1= 44.0405


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=156.4285 top1= 46.6947

