
=== 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 0.479 0.188]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.188 0.812]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.7684 top1= 78.1250

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.672



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=1.595


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2878 top1= 93.1818

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.199



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=3.579



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.9425 top1= 25.3005


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8492 top1= 40.7352


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.2506 top1= 38.0008

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.2126 top1= 89.7727

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.189



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.792


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1643 top1= 95.4545

=== Log global consensus distance @ E2B10 ===
consensus_distance=1.080



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=3.385


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1959 top1= 94.3182

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.975



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=2.950



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2258 top1= 27.7244


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7359 top1= 48.3273


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3869 top1= 39.8638

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1262 top1= 97.1591

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.926



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=2.759


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1257 top1= 96.3068

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.916



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=2.722


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1531 top1= 95.7386

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.903



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=2.688



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7576 top1= 22.9567


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7737 top1= 49.8798


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1105 top1= 42.7384

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1155 top1= 98.0114

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.913



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=2.743


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1308 top1= 95.7386

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.949



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=2.892


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1461 top1= 96.3068

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.973



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=3.015



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4368 top1= 20.7131


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9980 top1= 49.9800


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0865 top1= 42.7784

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1206 top1= 98.0114

=== Log global consensus distance @ E5B0 ===
consensus_distance=1.009



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=3.182


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1345 top1= 95.7386

=== Log global consensus distance @ E5B10 ===
consensus_distance=1.056



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=3.382


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1525 top1= 96.0227

=== Log global consensus distance @ E5B20 ===
consensus_distance=1.090



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=3.534



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0689 top1= 19.7015


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1446 top1= 49.9599


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9599 top1= 42.8886

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1228 top1= 98.2955

=== Log global consensus distance @ E6B0 ===
consensus_distance=1.138



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.021
clique2_consensus_distance=3.747


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1379 top1= 96.3068

=== Log global consensus distance @ E6B10 ===
consensus_distance=1.189



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=3.963


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1560 top1= 96.0227

=== Log global consensus distance @ E6B20 ===
consensus_distance=1.229



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=4.151



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.7708 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2079 top1= 49.8598


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8264 top1= 42.8986

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1316 top1= 97.7273

=== Log global consensus distance @ E7B0 ===
consensus_distance=1.279



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=4.372


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1398 top1= 96.3068

=== Log global consensus distance @ E7B10 ===
consensus_distance=1.334



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=4.603


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1620 top1= 95.7386

=== Log global consensus distance @ E7B20 ===
consensus_distance=1.381



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=4.819



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5607 top1= 19.2107


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2073 top1= 49.6194


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7120 top1= 42.7985

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.1400 top1= 97.7273

=== Log global consensus distance @ E8B0 ===
consensus_distance=1.427



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=5.029


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.1441 top1= 96.3068

=== Log global consensus distance @ E8B10 ===
consensus_distance=1.487



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=5.282


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1671 top1= 95.4545

=== Log global consensus distance @ E8B20 ===
consensus_distance=1.539



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=5.519



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.4255 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0966 top1= 49.3890


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6435 top1= 42.2175

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.1464 top1= 96.8750

=== Log global consensus distance @ E9B0 ===
consensus_distance=1.589



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=5.744


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.1468 top1= 96.8750

=== Log global consensus distance @ E9B10 ===
consensus_distance=1.658



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=6.038


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1710 top1= 96.0227

=== Log global consensus distance @ E9B20 ===
consensus_distance=1.712



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=6.279



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.3253 top1= 19.2808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9706 top1= 48.6879


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5635 top1= 42.0272

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.1492 top1= 97.1591

=== Log global consensus distance @ E10B0 ===
consensus_distance=1.764



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=6.509


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1478 top1= 96.8750

=== Log global consensus distance @ E10B10 ===
consensus_distance=1.830



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=6.795


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1714 top1= 96.3068

=== Log global consensus distance @ E10B20 ===
consensus_distance=1.881



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=7.024



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.9380 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8626 top1= 47.5661


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5244 top1= 41.5765

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.1524 top1= 97.1591

=== Log global consensus distance @ E11B0 ===
consensus_distance=1.920



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=7.201


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1539 top1= 96.5909

=== Log global consensus distance @ E11B10 ===
consensus_distance=1.985



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=7.475


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1776 top1= 96.0227

=== Log global consensus distance @ E11B20 ===
consensus_distance=2.030



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=7.677



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.2600 top1= 19.2408


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7793 top1= 46.9952


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5505 top1= 41.5966

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.1589 top1= 97.1591

=== Log global consensus distance @ E12B0 ===
consensus_distance=2.055



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=7.793


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1561 top1= 96.3068

=== Log global consensus distance @ E12B10 ===
consensus_distance=2.107



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.009


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1761 top1= 96.3068

=== Log global consensus distance @ E12B20 ===
consensus_distance=2.137



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.146



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.2909 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7034 top1= 46.4042


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6243 top1= 40.8554

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.1610 top1= 97.1591

=== Log global consensus distance @ E13B0 ===
consensus_distance=2.147



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.199


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1576 top1= 96.0227

=== Log global consensus distance @ E13B10 ===
consensus_distance=2.188



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.367


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1782 top1= 96.3068

=== Log global consensus distance @ E13B20 ===
consensus_distance=2.196



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.406



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1439 top1= 19.2508


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7363 top1= 45.5329


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7163 top1= 40.3245

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.1606 top1= 98.2955

=== Log global consensus distance @ E14B0 ===
consensus_distance=2.193



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.403


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1579 top1= 96.5909

=== Log global consensus distance @ E14B10 ===
consensus_distance=2.210



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.472


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1780 top1= 96.0227

=== Log global consensus distance @ E14B20 ===
consensus_distance=2.209



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.470



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.9049 top1= 19.2408


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8303 top1= 44.4311


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8431 top1= 40.4848

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.1635 top1= 97.7273

=== Log global consensus distance @ E15B0 ===
consensus_distance=2.206



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.467


[E15B10 |   4224/60000 (  7%) ] Loss: 0.1596 top1= 96.8750

=== Log global consensus distance @ E15B10 ===
consensus_distance=2.220



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.518


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1732 top1= 96.3068

=== Log global consensus distance @ E15B20 ===
consensus_distance=2.223



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.533



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.6632 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8942 top1= 43.6799


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9709 top1= 40.3946

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.1613 top1= 98.0114

=== Log global consensus distance @ E16B0 ===
consensus_distance=2.216



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.516


[E16B10 |   4224/60000 (  7%) ] Loss: 0.1592 top1= 96.3068

=== Log global consensus distance @ E16B10 ===
consensus_distance=2.235



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.588


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1738 top1= 95.7386

=== Log global consensus distance @ E16B20 ===
consensus_distance=2.244



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.629



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.3967 top1= 19.1807


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9395 top1= 42.9988


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1107 top1= 39.6935

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.1577 top1= 97.7273

=== Log global consensus distance @ E17B0 ===
consensus_distance=2.235



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.601


[E17B10 |   4224/60000 (  7%) ] Loss: 0.1555 top1= 97.1591

=== Log global consensus distance @ E17B10 ===
consensus_distance=2.249



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.654


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1715 top1= 96.5909

=== Log global consensus distance @ E17B20 ===
consensus_distance=2.257



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.693



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.0254 top1= 19.1406


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0018 top1= 42.3177


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2665 top1= 38.8021

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.1589 top1= 97.1591

=== Log global consensus distance @ E18B0 ===
consensus_distance=2.248



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.657


[E18B10 |   4224/60000 (  7%) ] Loss: 0.1546 top1= 97.1591

=== Log global consensus distance @ E18B10 ===
consensus_distance=2.253



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.672


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1733 top1= 96.5909

=== Log global consensus distance @ E18B20 ===
consensus_distance=2.258



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.696



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7250 top1= 19.0304


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0143 top1= 42.0673


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4188 top1= 39.0725

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.1568 top1= 97.1591

=== Log global consensus distance @ E19B0 ===
consensus_distance=2.242



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.634


[E19B10 |   4224/60000 (  7%) ] Loss: 0.1514 top1= 97.1591

=== Log global consensus distance @ E19B10 ===
consensus_distance=2.242



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.628


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1738 top1= 96.3068

=== Log global consensus distance @ E19B20 ===
consensus_distance=2.239



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.618



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1361 top1= 18.7700


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0532 top1= 41.6266


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5474 top1= 38.6118

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.1572 top1= 97.1591

=== Log global consensus distance @ E20B0 ===
consensus_distance=2.219



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.532


[E20B10 |   4224/60000 (  7%) ] Loss: 0.1497 top1= 96.3068

=== Log global consensus distance @ E20B10 ===
consensus_distance=2.210



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.489


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1723 top1= 96.8750

=== Log global consensus distance @ E20B20 ===
consensus_distance=2.198



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.437



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6140 top1= 18.5397


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0716 top1= 41.2360


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6473 top1= 38.7019

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.1541 top1= 97.1591

=== Log global consensus distance @ E21B0 ===
consensus_distance=2.177



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.353


[E21B10 |   4224/60000 (  7%) ] Loss: 0.1479 top1= 96.0227

=== Log global consensus distance @ E21B10 ===
consensus_distance=2.160



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.262


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.1780 top1= 96.8750

=== Log global consensus distance @ E21B20 ===
consensus_distance=2.135



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.154



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.4486 top1= 18.2091


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1315 top1= 40.9155


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7395 top1= 39.0925

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.1534 top1= 97.1591

=== Log global consensus distance @ E22B0 ===
consensus_distance=2.111



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.056


[E22B10 |   4224/60000 (  7%) ] Loss: 0.1503 top1= 95.7386

=== Log global consensus distance @ E22B10 ===
consensus_distance=2.092



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=7.964


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.1733 top1= 97.1591

=== Log global consensus distance @ E22B20 ===
consensus_distance=2.072



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=7.882



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.3392 top1= 18.3193


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2154 top1= 40.7953


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8185 top1= 38.9924

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.1511 top1= 97.1591

=== Log global consensus distance @ E23B0 ===
consensus_distance=2.051



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=7.793


[E23B10 |   4224/60000 (  7%) ] Loss: 0.1491 top1= 95.7386

=== Log global consensus distance @ E23B10 ===
consensus_distance=2.039



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=7.734


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1730 top1= 97.1591

=== Log global consensus distance @ E23B20 ===
consensus_distance=2.020



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.657



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5703 top1= 18.3594


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3486 top1= 40.8353


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7786 top1= 40.1743

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.1472 top1= 97.7273

=== Log global consensus distance @ E24B0 ===
consensus_distance=2.018



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.652


[E24B10 |   4224/60000 (  7%) ] Loss: 0.1491 top1= 95.7386

=== Log global consensus distance @ E24B10 ===
consensus_distance=2.015



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.633


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1740 top1= 96.5909

=== Log global consensus distance @ E24B20 ===
consensus_distance=2.020



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.657



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6791 top1= 18.2792


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4073 top1= 40.6951


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7879 top1= 40.3546

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.1477 top1= 97.4432

=== Log global consensus distance @ E25B0 ===
consensus_distance=2.031



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.712


[E25B10 |   4224/60000 (  7%) ] Loss: 0.1513 top1= 96.0227

=== Log global consensus distance @ E25B10 ===
consensus_distance=2.026



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.683


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1726 top1= 97.1591

=== Log global consensus distance @ E25B20 ===
consensus_distance=2.034



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.717



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7652 top1= 18.2492


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4271 top1= 40.7151


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7849 top1= 40.4147

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.1461 top1= 97.7273

=== Log global consensus distance @ E26B0 ===
consensus_distance=2.053



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.807


[E26B10 |   4224/60000 (  7%) ] Loss: 0.1515 top1= 96.3068

=== Log global consensus distance @ E26B10 ===
consensus_distance=2.050



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.784


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1726 top1= 97.4432

=== Log global consensus distance @ E26B20 ===
consensus_distance=2.055



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.812



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9109 top1= 18.3293


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4389 top1= 40.4046


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6945 top1= 40.1442

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.1467 top1= 97.7273

=== Log global consensus distance @ E27B0 ===
consensus_distance=2.066



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.862


[E27B10 |   4224/60000 (  7%) ] Loss: 0.1510 top1= 96.8750

=== Log global consensus distance @ E27B10 ===
consensus_distance=2.063



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.842


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1710 top1= 97.1591

=== Log global consensus distance @ E27B20 ===
consensus_distance=2.067



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.858



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9656 top1= 18.3393


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4315 top1= 40.5248


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6265 top1= 40.5549

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.1453 top1= 97.7273

=== Log global consensus distance @ E28B0 ===
consensus_distance=2.077



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.901


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1519 top1= 96.3068

=== Log global consensus distance @ E28B10 ===
consensus_distance=2.074



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.885


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1770 top1= 96.8750

=== Log global consensus distance @ E28B20 ===
consensus_distance=2.082



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.918



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.0237 top1= 18.4295


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4315 top1= 40.6651


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5426 top1= 40.3546

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.1452 top1= 97.7273

=== Log global consensus distance @ E29B0 ===
consensus_distance=2.092



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.964


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1525 top1= 96.3068

=== Log global consensus distance @ E29B10 ===
consensus_distance=2.089



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=7.947


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1765 top1= 96.3068

=== Log global consensus distance @ E29B20 ===
consensus_distance=2.099



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=7.990



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1887 top1= 18.4896


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4641 top1= 40.8153


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4402 top1= 40.9355

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.1471 top1= 97.7273

=== Log global consensus distance @ E30B0 ===
consensus_distance=2.112



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.047


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1517 top1= 96.3068

=== Log global consensus distance @ E30B10 ===
consensus_distance=2.113



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=8.051


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1774 top1= 96.3068

=== Log global consensus distance @ E30B20 ===
consensus_distance=2.118



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.067



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1270 top1= 18.5597


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4593 top1= 40.8454


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3310 top1= 41.4463

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1482 top1= 97.7273

=== Log global consensus distance @ E31B0 ===
consensus_distance=2.134



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.142


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1540 top1= 96.3068

=== Log global consensus distance @ E31B10 ===
consensus_distance=2.135



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.142


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1703 top1= 96.3068

=== Log global consensus distance @ E31B20 ===
consensus_distance=2.145



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.180



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.3329 top1= 18.5897


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4074 top1= 40.8053


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1325 top1= 41.0857

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1482 top1= 97.4432

=== Log global consensus distance @ E32B0 ===
consensus_distance=2.151



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.211


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1511 top1= 95.7386

=== Log global consensus distance @ E32B10 ===
consensus_distance=2.160



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=8.243


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1674 top1= 96.5909

=== Log global consensus distance @ E32B20 ===
consensus_distance=2.168



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.276



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.6581 top1= 18.8201


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2879 top1= 40.5849


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0737 top1= 41.0056

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1445 top1= 98.0114

=== Log global consensus distance @ E33B0 ===
consensus_distance=2.179



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.325


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1509 top1= 96.0227

=== Log global consensus distance @ E33B10 ===
consensus_distance=2.191



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.374


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1697 top1= 96.5909

=== Log global consensus distance @ E33B20 ===
consensus_distance=2.205



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.440



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.0637 top1= 18.8902


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2579 top1= 40.6651


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0467 top1= 41.4864

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.1433 top1= 97.4432

=== Log global consensus distance @ E34B0 ===
consensus_distance=2.223



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.519


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1486 top1= 96.5909

=== Log global consensus distance @ E34B10 ===
consensus_distance=2.243



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=8.602


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1662 top1= 96.8750

=== Log global consensus distance @ E34B20 ===
consensus_distance=2.262



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.689



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.7249 top1= 19.0204


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2269 top1= 40.4948


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0456 top1= 41.9772

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.1448 top1= 97.1591

=== Log global consensus distance @ E35B0 ===
consensus_distance=2.286



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.801


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1507 top1= 96.5909

=== Log global consensus distance @ E35B10 ===
consensus_distance=2.304



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.877


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.1613 top1= 96.8750

=== Log global consensus distance @ E35B20 ===
consensus_distance=2.330



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=8.990



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.4045 top1= 19.1607


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2296 top1= 40.4347


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1239 top1= 42.9487

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.1446 top1= 97.1591

=== Log global consensus distance @ E36B0 ===
consensus_distance=2.349



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.080


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1544 top1= 96.5909

=== Log global consensus distance @ E36B10 ===
consensus_distance=2.366



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.156


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1602 top1= 96.5909

=== Log global consensus distance @ E36B20 ===
consensus_distance=2.393



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.276



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0403 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2168 top1= 40.3746


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2610 top1= 42.6983

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1514 top1= 97.4432

=== Log global consensus distance @ E37B0 ===
consensus_distance=2.404



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.330


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1576 top1= 96.3068

=== Log global consensus distance @ E37B10 ===
consensus_distance=2.427



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.427


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1544 top1= 96.3068

=== Log global consensus distance @ E37B20 ===
consensus_distance=2.445



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.507



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.5030 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2037 top1= 40.3946


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3285 top1= 42.8786

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1563 top1= 97.1591

=== Log global consensus distance @ E38B0 ===
consensus_distance=2.443



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.502


[E38B10 |   4224/60000 (  7%) ] Loss: 0.1578 top1= 96.8750

=== Log global consensus distance @ E38B10 ===
consensus_distance=2.468



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.609


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1535 top1= 96.5909

=== Log global consensus distance @ E38B20 ===
consensus_distance=2.479



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.658



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.7605 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2002 top1= 40.4147


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3159 top1= 43.0990

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1532 top1= 97.4432

=== Log global consensus distance @ E39B0 ===
consensus_distance=2.478



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.663


[E39B10 |   4224/60000 (  7%) ] Loss: 0.1591 top1= 96.5909

=== Log global consensus distance @ E39B10 ===
consensus_distance=2.504



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.772


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.1504 top1= 96.8750

=== Log global consensus distance @ E39B20 ===
consensus_distance=2.513



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.812



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.7647 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1904 top1= 40.3846


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3278 top1= 42.9287

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1501 top1= 97.4432

=== Log global consensus distance @ E40B0 ===
consensus_distance=2.519



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.847


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1601 top1= 96.3068

=== Log global consensus distance @ E40B10 ===
consensus_distance=2.531



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.893


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1515 top1= 98.0114

=== Log global consensus distance @ E40B20 ===
consensus_distance=2.541



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.935



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0368 top1= 19.3009


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2458 top1= 40.3746


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2596 top1= 43.4595

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.1518 top1= 97.4432

=== Log global consensus distance @ E41B0 ===
consensus_distance=2.539



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.936


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1639 top1= 96.5909

=== Log global consensus distance @ E41B10 ===
consensus_distance=2.543



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.951


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1478 top1= 98.2955

=== Log global consensus distance @ E41B20 ===
consensus_distance=2.553



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.993



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.8592 top1= 19.3209


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3423 top1= 40.3546


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2286 top1= 42.8085

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1504 top1= 97.1591

=== Log global consensus distance @ E42B0 ===
consensus_distance=2.552



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.996


[E42B10 |   4224/60000 (  7%) ] Loss: 0.1644 top1= 96.5909

=== Log global consensus distance @ E42B10 ===
consensus_distance=2.553



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.994


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1519 top1= 98.2955

=== Log global consensus distance @ E42B20 ===
consensus_distance=2.557



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=10.013



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9626 top1= 19.3309


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4530 top1= 40.2544


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1591 top1= 42.7885

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.1573 top1= 97.1591

=== Log global consensus distance @ E43B0 ===
consensus_distance=2.554



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=10.002


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1656 top1= 96.5909

=== Log global consensus distance @ E43B10 ===
consensus_distance=2.557



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=10.017


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1536 top1= 97.1591

=== Log global consensus distance @ E43B20 ===
consensus_distance=2.559



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=10.023



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.7821 top1= 19.3109


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5856 top1= 40.2444


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1036 top1= 42.6683

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1579 top1= 96.8750

=== Log global consensus distance @ E44B0 ===
consensus_distance=2.555



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=10.010


[E44B10 |   4224/60000 (  7%) ] Loss: 0.1668 top1= 96.5909

=== Log global consensus distance @ E44B10 ===
consensus_distance=2.558



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=10.024


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1543 top1= 97.4432

=== Log global consensus distance @ E44B20 ===
consensus_distance=2.558



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=10.018



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6963 top1= 19.3109


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6618 top1= 40.2744


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0059 top1= 42.0373

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.1630 top1= 97.1591

=== Log global consensus distance @ E45B0 ===
consensus_distance=2.543



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.956


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1688 top1= 96.3068

=== Log global consensus distance @ E45B10 ===
consensus_distance=2.544



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.961


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1513 top1= 98.2955

=== Log global consensus distance @ E45B20 ===
consensus_distance=2.545



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.957



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.4887 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7143 top1= 40.0942


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9594 top1= 41.9271

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.1612 top1= 97.1591

=== Log global consensus distance @ E46B0 ===
consensus_distance=2.529



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.891


[E46B10 |   4224/60000 (  7%) ] Loss: 0.1724 top1= 95.4545

=== Log global consensus distance @ E46B10 ===
consensus_distance=2.531



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.895


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.1558 top1= 96.8750

=== Log global consensus distance @ E46B20 ===
consensus_distance=2.528



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.883



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.1823 top1= 19.3109


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7721 top1= 40.1542


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9026 top1= 42.2276

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.1603 top1= 97.1591

=== Log global consensus distance @ E47B0 ===
consensus_distance=2.511



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.815


[E47B10 |   4224/60000 (  7%) ] Loss: 0.1654 top1= 96.3068

=== Log global consensus distance @ E47B10 ===
consensus_distance=2.502



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.767


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.1509 top1= 97.4432

=== Log global consensus distance @ E47B20 ===
consensus_distance=2.499



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.756



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.9784 top1= 19.3109


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8305 top1= 40.0841


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9125 top1= 42.4679

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.1586 top1= 97.7273

=== Log global consensus distance @ E48B0 ===
consensus_distance=2.483



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.693


[E48B10 |   4224/60000 (  7%) ] Loss: 0.1695 top1= 96.0227

=== Log global consensus distance @ E48B10 ===
consensus_distance=2.471



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.636


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.1517 top1= 97.1591

=== Log global consensus distance @ E48B20 ===
consensus_distance=2.467



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.617



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.6314 top1= 19.3109


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8252 top1= 40.1042


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9068 top1= 41.8770

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.1539 top1= 98.0114

=== Log global consensus distance @ E49B0 ===
consensus_distance=2.445



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.524


[E49B10 |   4224/60000 (  7%) ] Loss: 0.1675 top1= 96.3068

=== Log global consensus distance @ E49B10 ===
consensus_distance=2.430



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.452


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.1515 top1= 97.1591

=== Log global consensus distance @ E49B20 ===
consensus_distance=2.425



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.435



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.3407 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8275 top1= 40.0541


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9168 top1= 42.2977

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.1553 top1= 97.4432

=== Log global consensus distance @ E50B0 ===
consensus_distance=2.401



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.333


[E50B10 |   4224/60000 (  7%) ] Loss: 0.1678 top1= 96.3068

=== Log global consensus distance @ E50B10 ===
consensus_distance=2.382



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=9.241


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1521 top1= 96.8750

=== Log global consensus distance @ E50B20 ===
consensus_distance=2.374



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=9.210



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.8287 top1= 19.2508


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7857 top1= 40.0441


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8924 top1= 42.5381

