
=== 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: 0.7641 top1= 77.2727

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.721



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=1.602


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2879 top1= 93.4659

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.287



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=3.693



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.1446 top1= 20.9535


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8519 top1= 40.5248


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.2531 top1= 37.6703

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.2121 top1= 90.0568

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.296



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=3.982


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1593 top1= 95.4545

=== Log global consensus distance @ E2B10 ===
consensus_distance=1.199



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=3.627


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.2185 top1= 94.8864

=== Log global consensus distance @ E2B20 ===
consensus_distance=1.105



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=3.246



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5788 top1= 23.3173


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7572 top1= 48.4876


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5547 top1= 39.9339

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1341 top1= 97.4432

=== Log global consensus distance @ E3B0 ===
consensus_distance=1.073



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.122


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1356 top1= 96.3068

=== Log global consensus distance @ E3B10 ===
consensus_distance=1.082



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.164


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1695 top1= 95.1705

=== Log global consensus distance @ E3B20 ===
consensus_distance=1.080



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.187



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1077 top1= 20.7632


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8709 top1= 49.5292


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2680 top1= 42.5280

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1285 top1= 97.7273

=== Log global consensus distance @ E4B0 ===
consensus_distance=1.102



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.293


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1545 top1= 95.4545

=== Log global consensus distance @ E4B10 ===
consensus_distance=1.144



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.470


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1614 top1= 95.7386

=== Log global consensus distance @ E4B20 ===
consensus_distance=1.177



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=3.623



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7067 top1= 19.7216


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0327 top1= 49.6494


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1901 top1= 42.8986

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1316 top1= 97.7273

=== Log global consensus distance @ E5B0 ===
consensus_distance=1.223



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=3.830


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1471 top1= 96.0227

=== Log global consensus distance @ E5B10 ===
consensus_distance=1.279



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=4.070


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1657 top1= 95.4545

=== Log global consensus distance @ E5B20 ===
consensus_distance=1.325



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=4.284



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3093 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1474 top1= 49.6094


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0324 top1= 42.9387

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1371 top1= 98.0114

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



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=4.543


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1478 top1= 96.5909

=== Log global consensus distance @ E6B10 ===
consensus_distance=1.447



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=4.817


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1673 top1= 96.0227

=== Log global consensus distance @ E6B20 ===
consensus_distance=1.504



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=5.078



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.1141 top1= 19.1406


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1429 top1= 49.2989


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8626 top1= 42.8986

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1453 top1= 97.4432

=== Log global consensus distance @ E7B0 ===
consensus_distance=1.575



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=5.398


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1469 top1= 96.3068

=== Log global consensus distance @ E7B10 ===
consensus_distance=1.657



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=5.740


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1719 top1= 96.0227

=== Log global consensus distance @ E7B20 ===
consensus_distance=1.724



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=6.043



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9100 top1= 19.2608


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0292 top1= 48.8782


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6889 top1= 42.3578

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.1494 top1= 97.4432

=== Log global consensus distance @ E8B0 ===
consensus_distance=1.798



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.029
clique2_consensus_distance=6.373


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.1460 top1= 96.5909

=== Log global consensus distance @ E8B10 ===
consensus_distance=1.881



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=6.727


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1724 top1= 95.7386

=== Log global consensus distance @ E8B20 ===
consensus_distance=1.951



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=7.042



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7873 top1= 19.2808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8931 top1= 48.0168


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5953 top1= 41.4062

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.1549 top1= 97.4432

=== Log global consensus distance @ E9B0 ===
consensus_distance=2.015



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=7.325


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.1452 top1= 96.8750

=== Log global consensus distance @ E9B10 ===
consensus_distance=2.094



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=7.659


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1803 top1= 95.1705

=== Log global consensus distance @ E9B20 ===
consensus_distance=2.151



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=7.917



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.5428 top1= 19.2107


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7597 top1= 46.9752


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5578 top1= 40.6651

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.1626 top1= 97.7273

=== Log global consensus distance @ E10B0 ===
consensus_distance=2.195



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=8.118


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1502 top1= 96.8750

=== Log global consensus distance @ E10B10 ===
consensus_distance=2.262



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.402


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1893 top1= 95.4545

=== Log global consensus distance @ E10B20 ===
consensus_distance=2.305



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.597



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.9166 top1= 19.1707


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7507 top1= 45.5829


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5770 top1= 39.9239

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.1651 top1= 97.7273

=== Log global consensus distance @ E11B0 ===
consensus_distance=2.340



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=8.762


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1574 top1= 96.8750

=== Log global consensus distance @ E11B10 ===
consensus_distance=2.393



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=8.985


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1950 top1= 95.1705

=== Log global consensus distance @ E11B20 ===
consensus_distance=2.419



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.108



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.0804 top1= 19.1807


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8216 top1= 43.9103


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6641 top1= 39.4631

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.1690 top1= 97.7273

=== Log global consensus distance @ E12B0 ===
consensus_distance=2.438



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.203


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1659 top1= 96.5909

=== Log global consensus distance @ E12B10 ===
consensus_distance=2.471



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.337


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1971 top1= 95.1705

=== Log global consensus distance @ E12B20 ===
consensus_distance=2.488



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.033
clique2_consensus_distance=9.417



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.8822 top1= 19.1506


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8688 top1= 42.1274


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7986 top1= 38.8622

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.1714 top1= 97.7273

=== Log global consensus distance @ E13B0 ===
consensus_distance=2.497



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.470


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1698 top1= 96.5909

=== Log global consensus distance @ E13B10 ===
consensus_distance=2.519



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.560


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1887 top1= 96.3068

=== Log global consensus distance @ E13B20 ===
consensus_distance=2.525



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.593



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.5724 top1= 19.1707


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0230 top1= 40.7652


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0211 top1= 38.2612

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.1719 top1= 97.1591

=== Log global consensus distance @ E14B0 ===
consensus_distance=2.528



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.617


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1690 top1= 96.0227

=== Log global consensus distance @ E14B10 ===
consensus_distance=2.535



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.641


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1837 top1= 96.3068

=== Log global consensus distance @ E14B20 ===
consensus_distance=2.535



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=9.646



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.2080 top1= 19.1607


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0448 top1= 40.4748


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2166 top1= 38.2212

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.1707 top1= 97.1591

=== Log global consensus distance @ E15B0 ===
consensus_distance=2.528



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.620


[E15B10 |   4224/60000 (  7%) ] Loss: 0.1673 top1= 95.1705

=== Log global consensus distance @ E15B10 ===
consensus_distance=2.526



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.605


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1816 top1= 96.8750

=== Log global consensus distance @ E15B20 ===
consensus_distance=2.513



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.551



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.9875 top1= 19.1106


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1193 top1= 40.4748


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4632 top1= 38.4515

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.1697 top1= 96.5909

=== Log global consensus distance @ E16B0 ===
consensus_distance=2.503



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.521


[E16B10 |   4224/60000 (  7%) ] Loss: 0.1642 top1= 96.3068

=== Log global consensus distance @ E16B10 ===
consensus_distance=2.488



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.451


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1839 top1= 96.5909

=== Log global consensus distance @ E16B20 ===
consensus_distance=2.473



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.389



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7538 top1= 19.0605


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1233 top1= 40.3646


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7022 top1= 38.2512

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.1690 top1= 96.5909

=== Log global consensus distance @ E17B0 ===
consensus_distance=2.469



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.385


[E17B10 |   4224/60000 (  7%) ] Loss: 0.1639 top1= 96.0227

=== Log global consensus distance @ E17B10 ===
consensus_distance=2.451



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.294


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1895 top1= 96.8750

=== Log global consensus distance @ E17B20 ===
consensus_distance=2.444



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.259



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.5614 top1= 19.0705


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1695 top1= 40.2344


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8460 top1= 38.0909

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.1722 top1= 96.0227

=== Log global consensus distance @ E18B0 ===
consensus_distance=2.444



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.267


[E18B10 |   4224/60000 (  7%) ] Loss: 0.1659 top1= 95.4545

=== Log global consensus distance @ E18B10 ===
consensus_distance=2.434



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.216


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1930 top1= 96.5909

=== Log global consensus distance @ E18B20 ===
consensus_distance=2.439



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.240



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.5802 top1= 19.0505


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2750 top1= 40.1442


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8059 top1= 38.7220

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.1745 top1= 96.0227

=== Log global consensus distance @ E19B0 ===
consensus_distance=2.445



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.272


[E19B10 |   4224/60000 (  7%) ] Loss: 0.1623 top1= 96.5909

=== Log global consensus distance @ E19B10 ===
consensus_distance=2.436



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.227


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1869 top1= 97.1591

=== Log global consensus distance @ E19B20 ===
consensus_distance=2.447



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.275



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.6515 top1= 19.1006


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4020 top1= 40.0441


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6906 top1= 39.2829

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.1739 top1= 96.3068

=== Log global consensus distance @ E20B0 ===
consensus_distance=2.460



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.335


[E20B10 |   4224/60000 (  7%) ] Loss: 0.1616 top1= 96.8750

=== Log global consensus distance @ E20B10 ===
consensus_distance=2.451



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.286


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1859 top1= 96.5909

=== Log global consensus distance @ E20B20 ===
consensus_distance=2.466



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.353



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.8993 top1= 19.1607


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4575 top1= 39.9139


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4952 top1= 39.6935

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.1668 top1= 96.8750

=== Log global consensus distance @ E21B0 ===
consensus_distance=2.486



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.445


[E21B10 |   4224/60000 (  7%) ] Loss: 0.1618 top1= 96.5909

=== Log global consensus distance @ E21B10 ===
consensus_distance=2.483



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.421


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.1901 top1= 95.7386

=== Log global consensus distance @ E21B20 ===
consensus_distance=2.503



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.513



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.2288 top1= 19.2007


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4978 top1= 39.9038


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3078 top1= 39.9740

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.1750 top1= 96.0227

=== Log global consensus distance @ E22B0 ===
consensus_distance=2.519



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.590


[E22B10 |   4224/60000 (  7%) ] Loss: 0.1629 top1= 96.8750

=== Log global consensus distance @ E22B10 ===
consensus_distance=2.522



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.595


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.1889 top1= 96.0227

=== Log global consensus distance @ E22B20 ===
consensus_distance=2.548



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.715



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.4401 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5155 top1= 39.9339


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1439 top1= 39.4431

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.1761 top1= 96.3068

=== Log global consensus distance @ E23B0 ===
consensus_distance=2.564



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.788


[E23B10 |   4224/60000 (  7%) ] Loss: 0.1642 top1= 97.1591

=== Log global consensus distance @ E23B10 ===
consensus_distance=2.569



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.800


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1854 top1= 95.4545

=== Log global consensus distance @ E23B20 ===
consensus_distance=2.601



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.946



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.7170 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4444 top1= 39.9439


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0366 top1= 39.8237

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.1791 top1= 95.7386

=== Log global consensus distance @ E24B0 ===
consensus_distance=2.616



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.021


[E24B10 |   4224/60000 (  7%) ] Loss: 0.1668 top1= 97.1591

=== Log global consensus distance @ E24B10 ===
consensus_distance=2.616



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.006


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1853 top1= 95.7386

=== Log global consensus distance @ E24B20 ===
consensus_distance=2.657



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.191



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1330 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2901 top1= 40.0641


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8664 top1= 40.2444

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.1792 top1= 95.7386

=== Log global consensus distance @ E25B0 ===
consensus_distance=2.665



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.230


[E25B10 |   4224/60000 (  7%) ] Loss: 0.1709 top1= 96.5909

=== Log global consensus distance @ E25B10 ===
consensus_distance=2.673



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.251


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1946 top1= 95.4545

=== Log global consensus distance @ E25B20 ===
consensus_distance=2.716



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.446



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.5579 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2499 top1= 40.4748


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7238 top1= 40.9255

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.1848 top1= 96.0227

=== Log global consensus distance @ E26B0 ===
consensus_distance=2.724



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.486


[E26B10 |   4224/60000 (  7%) ] Loss: 0.1745 top1= 95.4545

=== Log global consensus distance @ E26B10 ===
consensus_distance=2.724



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.478


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1997 top1= 95.1705

=== Log global consensus distance @ E26B20 ===
consensus_distance=2.774



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.708



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0459 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3007 top1= 40.4447


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6922 top1= 39.9539

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.1811 top1= 95.1705

=== Log global consensus distance @ E27B0 ===
consensus_distance=2.768



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.689


[E27B10 |   4224/60000 (  7%) ] Loss: 0.1727 top1= 96.3068

=== Log global consensus distance @ E27B10 ===
consensus_distance=2.766



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.673


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1973 top1= 94.6023

=== Log global consensus distance @ E27B20 ===
consensus_distance=2.805



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.850



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.2599 top1= 19.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2422 top1= 41.0657


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6792 top1= 40.7752

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.1825 top1= 95.7386

=== Log global consensus distance @ E28B0 ===
consensus_distance=2.783



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.764


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1766 top1= 95.7386

=== Log global consensus distance @ E28B10 ===
consensus_distance=2.770



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.695


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1884 top1= 94.6023

=== Log global consensus distance @ E28B20 ===
consensus_distance=2.798



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.824



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0141 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2969 top1= 41.0757


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6977 top1= 41.2360

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.1810 top1= 96.0227

=== Log global consensus distance @ E29B0 ===
consensus_distance=2.776



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.746


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1794 top1= 95.1705

=== Log global consensus distance @ E29B10 ===
consensus_distance=2.741



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.580


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1819 top1= 95.7386

=== Log global consensus distance @ E29B20 ===
consensus_distance=2.751



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.628



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.1307 top1= 19.3309


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2978 top1= 41.9772


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8386 top1= 41.6667

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.1838 top1= 95.4545

=== Log global consensus distance @ E30B0 ===
consensus_distance=2.713



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.479


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1813 top1= 95.4545

=== Log global consensus distance @ E30B10 ===
consensus_distance=2.673



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.290


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1748 top1= 95.7386

=== Log global consensus distance @ E30B20 ===
consensus_distance=2.673



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.291



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.1185 top1= 19.2508


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2987 top1= 42.9888


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0942 top1= 40.3946

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1887 top1= 95.4545

=== Log global consensus distance @ E31B0 ===
consensus_distance=2.623



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.094


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1766 top1= 94.8864

=== Log global consensus distance @ E31B10 ===
consensus_distance=2.598



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.966


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1863 top1= 95.4545

=== Log global consensus distance @ E31B20 ===
consensus_distance=2.585



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.917



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.3028 top1= 19.2508


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4351 top1= 42.1675


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2895 top1= 38.5517

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1882 top1= 96.3068

=== Log global consensus distance @ E32B0 ===
consensus_distance=2.546



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.766


[E32B10 |   4224/60000 (  7%) ] Loss: 0.2353 top1= 92.3295

=== Log global consensus distance @ E32B10 ===
consensus_distance=2.549



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.750


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1635 top1= 96.0227

=== Log global consensus distance @ E32B20 ===
consensus_distance=2.561



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.796



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.2730 top1= 19.2808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5281 top1= 41.9071


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3224 top1= 39.4331

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1942 top1= 94.8864

=== Log global consensus distance @ E33B0 ===
consensus_distance=2.481



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.468


[E33B10 |   4224/60000 (  7%) ] Loss: 0.2038 top1= 93.4659

=== Log global consensus distance @ E33B10 ===
consensus_distance=2.429



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.227


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.2293 top1= 94.3182

=== Log global consensus distance @ E33B20 ===
consensus_distance=2.439



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.283



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1059 top1= 19.1807


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5688 top1= 41.2159


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1927 top1= 35.0761

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.2276 top1= 92.8977

=== Log global consensus distance @ E34B0 ===
consensus_distance=2.443



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.306


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1731 top1= 95.1705

=== Log global consensus distance @ E34B10 ===
consensus_distance=2.447



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.296


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1852 top1= 94.6023

=== Log global consensus distance @ E34B20 ===
consensus_distance=2.465



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.380



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6515 top1= 19.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5253 top1= 41.2961


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4436 top1= 35.7873

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.2079 top1= 94.3182

=== Log global consensus distance @ E35B0 ===
consensus_distance=2.444



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.299


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1726 top1= 94.8864

=== Log global consensus distance @ E35B10 ===
consensus_distance=2.445



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.277


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.1708 top1= 96.0227

=== Log global consensus distance @ E35B20 ===
consensus_distance=2.450



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.302



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.7656 top1= 19.2107


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5301 top1= 41.2560


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3803 top1= 36.8690

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.1841 top1= 96.0227

=== Log global consensus distance @ E36B0 ===
consensus_distance=2.447



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.299


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1672 top1= 96.5909

=== Log global consensus distance @ E36B10 ===
consensus_distance=2.458



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.327


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1681 top1= 96.0227

=== Log global consensus distance @ E36B20 ===
consensus_distance=2.477



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.419



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.5401 top1= 19.2408


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5782 top1= 40.7953


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1766 top1= 36.9291

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1857 top1= 95.1705

=== Log global consensus distance @ E37B0 ===
consensus_distance=2.480



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.431


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1804 top1= 95.1705

=== Log global consensus distance @ E37B10 ===
consensus_distance=2.505



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.527


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1737 top1= 96.0227

=== Log global consensus distance @ E37B20 ===
consensus_distance=2.537



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.671



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.0231 top1= 19.1907


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5441 top1= 40.7552


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9757 top1= 37.2396

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.2061 top1= 94.0341

=== Log global consensus distance @ E38B0 ===
consensus_distance=2.546



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=9.723


[E38B10 |   4224/60000 (  7%) ] Loss: 0.2140 top1= 94.3182

=== Log global consensus distance @ E38B10 ===
consensus_distance=2.564



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=9.779


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1806 top1= 94.8864

=== Log global consensus distance @ E38B20 ===
consensus_distance=2.624



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.032



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=12.7705 top1= 19.2007


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4819 top1= 40.7853


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9088 top1= 36.7788

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1896 top1= 95.1705

=== Log global consensus distance @ E39B0 ===
consensus_distance=2.643



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.137


[E39B10 |   4224/60000 (  7%) ] Loss: 0.2199 top1= 94.6023

=== Log global consensus distance @ E39B10 ===
consensus_distance=2.642



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.115


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.1887 top1= 95.4545

=== Log global consensus distance @ E39B20 ===
consensus_distance=2.702



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.370



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.2456 top1= 19.2007


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3968 top1= 41.2159


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6352 top1= 37.3498

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1973 top1= 94.0341

=== Log global consensus distance @ E40B0 ===
consensus_distance=2.733



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.525


[E40B10 |   4224/60000 (  7%) ] Loss: 0.2020 top1= 94.6023

=== Log global consensus distance @ E40B10 ===
consensus_distance=2.737



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.519


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1774 top1= 96.0227

=== Log global consensus distance @ E40B20 ===
consensus_distance=2.804



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.795



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=15.8850 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2339 top1= 41.0857


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8029 top1= 38.2913

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.2056 top1= 94.6023

=== Log global consensus distance @ E41B0 ===
consensus_distance=2.828



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=10.923


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1921 top1= 95.7386

=== Log global consensus distance @ E41B10 ===
consensus_distance=2.823



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=10.882


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1832 top1= 96.0227

=== Log global consensus distance @ E41B20 ===
consensus_distance=2.920



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=11.263



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=17.4497 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2714 top1= 40.6250


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5862 top1= 38.9724

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.2132 top1= 94.3182

=== Log global consensus distance @ E42B0 ===
consensus_distance=2.977



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=11.459


[E42B10 |   4224/60000 (  7%) ] Loss: 0.1945 top1= 95.1705

=== Log global consensus distance @ E42B10 ===
consensus_distance=3.065



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=11.671


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1611 top1= 96.3068

=== Log global consensus distance @ E42B20 ===
consensus_distance=3.317



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=12.443



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=21.7607 top1= 19.0905


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5747 top1= 42.2175


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3489 top1= 38.9724

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.1808 top1= 95.4545

=== Log global consensus distance @ E43B0 ===
consensus_distance=3.600



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=13.241


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1679 top1= 95.4545

=== Log global consensus distance @ E43B10 ===
consensus_distance=4.046



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=14.685


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1651 top1= 96.5909

=== Log global consensus distance @ E43B20 ===
consensus_distance=4.460



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=16.096



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.0218 top1= 19.1907


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.3491 top1= 49.3590


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3504 top1= 40.8554

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1819 top1= 95.7386

=== Log global consensus distance @ E44B0 ===
consensus_distance=4.794



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=17.312


[E44B10 |   4224/60000 (  7%) ] Loss: 0.1694 top1= 96.0227

=== Log global consensus distance @ E44B10 ===
consensus_distance=5.163



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=18.722


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1317 top1= 96.5909

=== Log global consensus distance @ E44B20 ===
consensus_distance=5.512



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=20.021



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.6186 top1= 26.7528


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.3280 top1= 50.2504


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3786 top1= 41.9171

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.1691 top1= 96.0227

=== Log global consensus distance @ E45B0 ===
consensus_distance=5.753



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.009
clique2_consensus_distance=20.916


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1241 top1= 97.1591

=== Log global consensus distance @ E45B10 ===
consensus_distance=6.111



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=22.235


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1292 top1= 96.8750

=== Log global consensus distance @ E45B20 ===
consensus_distance=6.345



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=23.167



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3610 top1= 44.2708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.4056 top1= 49.4892


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4266 top1= 41.1058

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.1606 top1= 95.7386

=== Log global consensus distance @ E46B0 ===
consensus_distance=6.486



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.009
clique2_consensus_distance=23.737


[E46B10 |   4224/60000 (  7%) ] Loss: 0.1757 top1= 96.0227

=== Log global consensus distance @ E46B10 ===
consensus_distance=6.720



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=24.631


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.1253 top1= 97.7273

=== Log global consensus distance @ E46B20 ===
consensus_distance=6.925



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=25.416



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9017 top1= 53.3153


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6943 top1= 50.4708


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.8013 top1= 44.5913

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0993 top1= 97.4432

=== Log global consensus distance @ E47B0 ===
consensus_distance=7.010



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=25.744


[E47B10 |   4224/60000 (  7%) ] Loss: 0.1135 top1= 97.4432

=== Log global consensus distance @ E47B10 ===
consensus_distance=7.121



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=26.174


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.0964 top1= 97.7273

=== Log global consensus distance @ E47B20 ===
consensus_distance=7.207



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=26.487



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6116 top1= 57.4219


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.9453 top1= 51.1218


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2862 top1= 45.9535

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.1122 top1= 97.1591

=== Log global consensus distance @ E48B0 ===
consensus_distance=7.210



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=26.508


[E48B10 |   4224/60000 (  7%) ] Loss: 0.1185 top1= 96.8750

=== Log global consensus distance @ E48B10 ===
consensus_distance=7.208



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=26.493


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.1085 top1= 97.7273

=== Log global consensus distance @ E48B20 ===
consensus_distance=7.081



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=26.002



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6793 top1= 58.3934


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.5212 top1= 50.9315


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.1750 top1= 47.9467

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0897 top1= 97.4432

=== Log global consensus distance @ E49B0 ===
consensus_distance=6.965



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=25.548


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0727 top1= 98.5795

=== Log global consensus distance @ E49B10 ===
consensus_distance=6.950



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=25.493


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.1036 top1= 96.5909

=== Log global consensus distance @ E49B20 ===
consensus_distance=6.848



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=25.047



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9314 top1= 55.9896


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.3378 top1= 49.0084


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.6461 top1= 45.2324

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0859 top1= 97.1591

=== Log global consensus distance @ E50B0 ===
consensus_distance=6.706



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.009
clique2_consensus_distance=24.569


[E50B10 |   4224/60000 (  7%) ] Loss: 0.0740 top1= 98.5795

=== Log global consensus distance @ E50B10 ===
consensus_distance=6.550



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=23.894


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1114 top1= 97.1591

=== Log global consensus distance @ E50B20 ===
consensus_distance=6.329



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.009
clique2_consensus_distance=23.062



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1172 top1= 58.2131


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.4913 top1= 50.5208


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.3915 top1= 48.8982

