
=== 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: 0.8840 top1= 72.1591

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.906



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.032
clique2_consensus_distance=1.620


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2753 top1= 93.4659

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.683



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.051
clique2_consensus_distance=4.189



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0819 top1= 15.0341


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6742 top1= 40.4848


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9451 top1= 40.3746

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.2034 top1= 94.0341

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.764



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.048
clique2_consensus_distance=4.647


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1887 top1= 94.6023

=== Log global consensus distance @ E2B10 ===
consensus_distance=1.746



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.047
clique2_consensus_distance=4.608


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.2170 top1= 94.0341

=== Log global consensus distance @ E2B20 ===
consensus_distance=1.730



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=4.577



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7437 top1= 18.8301


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7359 top1= 47.1554


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4053 top1= 42.6382

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1682 top1= 96.5909

=== Log global consensus distance @ E3B0 ===
consensus_distance=1.766



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=4.759


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1592 top1= 96.0227

=== Log global consensus distance @ E3B10 ===
consensus_distance=1.845



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=5.118


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.2040 top1= 94.6023

=== Log global consensus distance @ E3B20 ===
consensus_distance=1.898



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.047
clique2_consensus_distance=5.389



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0397 top1= 19.0805


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8614 top1= 47.8466


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3222 top1= 42.8786

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1578 top1= 97.4432

=== Log global consensus distance @ E4B0 ===
consensus_distance=1.989



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.047
clique2_consensus_distance=5.814


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1780 top1= 94.8864

=== Log global consensus distance @ E4B10 ===
consensus_distance=2.094



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.048
clique2_consensus_distance=6.260


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1883 top1= 96.3068

=== Log global consensus distance @ E4B20 ===
consensus_distance=2.189



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.049
clique2_consensus_distance=6.683



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8718 top1= 19.1907


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0634 top1= 46.7748


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2485 top1= 41.1859

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1712 top1= 97.7273

=== Log global consensus distance @ E5B0 ===
consensus_distance=2.294



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.049
clique2_consensus_distance=7.171


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1716 top1= 95.4545

=== Log global consensus distance @ E5B10 ===
consensus_distance=2.404



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.050
clique2_consensus_distance=7.648


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1980 top1= 95.7386

=== Log global consensus distance @ E5B20 ===
consensus_distance=2.499



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.050
clique2_consensus_distance=8.083



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.2414 top1= 19.2308


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0501 top1= 45.4227


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0591 top1= 39.8037

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1942 top1= 95.4545

=== Log global consensus distance @ E6B0 ===
consensus_distance=2.599



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.051
clique2_consensus_distance=8.539


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1729 top1= 95.7386

=== Log global consensus distance @ E6B10 ===
consensus_distance=2.716



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.052
clique2_consensus_distance=9.037


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1913 top1= 96.0227

=== Log global consensus distance @ E6B20 ===
consensus_distance=2.805



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.052
clique2_consensus_distance=9.445



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1861 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8349 top1= 43.5697


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8513 top1= 38.7821

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.2172 top1= 95.1705

=== Log global consensus distance @ E7B0 ===
consensus_distance=2.882



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.052
clique2_consensus_distance=9.806


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1759 top1= 95.7386

=== Log global consensus distance @ E7B10 ===
consensus_distance=3.032



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.053
clique2_consensus_distance=10.464


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.2080 top1= 95.1705

=== Log global consensus distance @ E7B20 ===
consensus_distance=3.158



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.054
clique2_consensus_distance=11.010



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6700 top1= 19.3009


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8405 top1= 42.6482


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8075 top1= 37.6102

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.2162 top1= 95.1705

=== Log global consensus distance @ E8B0 ===
consensus_distance=3.246



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=11.402


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.1946 top1= 95.4545

=== Log global consensus distance @ E8B10 ===
consensus_distance=3.381



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.056
clique2_consensus_distance=11.976


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.2130 top1= 95.1705

=== Log global consensus distance @ E8B20 ===
consensus_distance=3.500



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.057
clique2_consensus_distance=12.485



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6074 top1= 19.3009


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8245 top1= 42.1274


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9498 top1= 37.0292

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.2274 top1= 94.8864

=== Log global consensus distance @ E9B0 ===
consensus_distance=3.540



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.057
clique2_consensus_distance=12.685


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.2027 top1= 96.0227

=== Log global consensus distance @ E9B10 ===
consensus_distance=3.634



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.058
clique2_consensus_distance=13.089


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.2261 top1= 95.1705

=== Log global consensus distance @ E9B20 ===
consensus_distance=3.706



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.057
clique2_consensus_distance=13.429



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.3952 top1= 19.2808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7841 top1= 41.1158


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1465 top1= 36.9191

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.2331 top1= 95.1705

=== Log global consensus distance @ E10B0 ===
consensus_distance=3.678



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.057
clique2_consensus_distance=13.289


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1965 top1= 95.7386

=== Log global consensus distance @ E10B10 ===
consensus_distance=3.705



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.057
clique2_consensus_distance=13.391


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.2429 top1= 94.8864

=== Log global consensus distance @ E10B20 ===
consensus_distance=3.708



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.056
clique2_consensus_distance=13.433



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6070 top1= 19.2909


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2201 top1= 40.2344


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3945 top1= 37.4199

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.2624 top1= 94.8864

=== Log global consensus distance @ E11B0 ===
consensus_distance=3.657



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.227


[E11B10 |   4224/60000 (  7%) ] Loss: 0.2139 top1= 94.6023

=== Log global consensus distance @ E11B10 ===
consensus_distance=3.653



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.167


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.2352 top1= 94.3182

=== Log global consensus distance @ E11B20 ===
consensus_distance=3.629



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.092



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.4998 top1= 19.2808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5677 top1= 40.1643


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4590 top1= 37.6803

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.2504 top1= 94.8864

=== Log global consensus distance @ E12B0 ===
consensus_distance=3.541



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.054
clique2_consensus_distance=12.737


[E12B10 |   4224/60000 (  7%) ] Loss: 0.2085 top1= 94.6023

=== Log global consensus distance @ E12B10 ===
consensus_distance=3.496



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=12.521


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.2246 top1= 94.8864

=== Log global consensus distance @ E12B20 ===
consensus_distance=3.518



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=12.623



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.9950 top1= 19.3409


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6836 top1= 40.0341


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4140 top1= 37.5401

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.2540 top1= 94.6023

=== Log global consensus distance @ E13B0 ===
consensus_distance=3.499



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=12.550


[E13B10 |   4224/60000 (  7%) ] Loss: 0.2145 top1= 94.6023

=== Log global consensus distance @ E13B10 ===
consensus_distance=3.539



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=12.728


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.2327 top1= 95.4545

=== Log global consensus distance @ E13B20 ===
consensus_distance=3.610



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.023



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.7316 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5044 top1= 40.0040


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5044 top1= 37.6703

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.2678 top1= 93.1818

=== Log global consensus distance @ E14B0 ===
consensus_distance=3.637



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.134


[E14B10 |   4224/60000 (  7%) ] Loss: 0.2134 top1= 95.1705

=== Log global consensus distance @ E14B10 ===
consensus_distance=3.724



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.521


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.2386 top1= 94.8864

=== Log global consensus distance @ E14B20 ===
consensus_distance=3.815



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=13.918



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.1303 top1= 19.4611


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6736 top1= 39.7336


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6169 top1= 37.8005

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.2735 top1= 94.0341

=== Log global consensus distance @ E15B0 ===
consensus_distance=3.852



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.054
clique2_consensus_distance=14.107


[E15B10 |   4224/60000 (  7%) ] Loss: 0.2100 top1= 93.7500

=== Log global consensus distance @ E15B10 ===
consensus_distance=3.939



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=14.470


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.2475 top1= 94.6023

=== Log global consensus distance @ E15B20 ===
consensus_distance=3.996



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=14.708



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=15.6589 top1= 19.4712


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0315 top1= 39.7937


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7608 top1= 37.2396

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.2697 top1= 93.4659

=== Log global consensus distance @ E16B0 ===
consensus_distance=4.088



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.054
clique2_consensus_distance=15.141


[E16B10 |   4224/60000 (  7%) ] Loss: 0.2346 top1= 92.6136

=== Log global consensus distance @ E16B10 ===
consensus_distance=4.173



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=15.490


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.2374 top1= 94.3182

=== Log global consensus distance @ E16B20 ===
consensus_distance=4.295



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=16.032



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=17.6775 top1= 19.4712


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.2747 top1= 39.0024


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6145 top1= 37.4399

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.2585 top1= 92.6136

=== Log global consensus distance @ E17B0 ===
consensus_distance=4.341



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.056
clique2_consensus_distance=16.245


[E17B10 |   4224/60000 (  7%) ] Loss: 0.2133 top1= 95.4545

=== Log global consensus distance @ E17B10 ===
consensus_distance=4.458



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.057
clique2_consensus_distance=16.767


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.2478 top1= 93.4659

=== Log global consensus distance @ E17B20 ===
consensus_distance=4.565



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.059
clique2_consensus_distance=17.219



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.5398 top1= 19.4411


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.5426 top1= 38.7620


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8934 top1= 37.1695

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.2639 top1= 94.3182

=== Log global consensus distance @ E18B0 ===
consensus_distance=4.669



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.059
clique2_consensus_distance=17.721


[E18B10 |   4224/60000 (  7%) ] Loss: 0.2318 top1= 94.6023

=== Log global consensus distance @ E18B10 ===
consensus_distance=4.793



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.060
clique2_consensus_distance=18.238


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.2314 top1= 95.4545

=== Log global consensus distance @ E18B20 ===
consensus_distance=4.865



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.060
clique2_consensus_distance=18.554



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.0885 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.5834 top1= 38.8221


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0592 top1= 37.0893

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.2994 top1= 93.4659

=== Log global consensus distance @ E19B0 ===
consensus_distance=4.889



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.058
clique2_consensus_distance=18.706


[E19B10 |   4224/60000 (  7%) ] Loss: 0.2517 top1= 94.0341

=== Log global consensus distance @ E19B10 ===
consensus_distance=4.941



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.059
clique2_consensus_distance=18.909


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.2583 top1= 94.3182

=== Log global consensus distance @ E19B20 ===
consensus_distance=5.017



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.058
clique2_consensus_distance=19.260



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.8994 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.9484 top1= 39.9339


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.1459 top1= 37.1194

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.2996 top1= 92.8977

=== Log global consensus distance @ E20B0 ===
consensus_distance=4.999



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=19.185


[E20B10 |   4224/60000 (  7%) ] Loss: 0.2284 top1= 94.3182

=== Log global consensus distance @ E20B10 ===
consensus_distance=5.131



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.055
clique2_consensus_distance=19.657


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.2381 top1= 95.1705

=== Log global consensus distance @ E20B20 ===
consensus_distance=5.260



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.051
clique2_consensus_distance=20.090



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=19.9799 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7662 top1= 40.1442


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0065 top1= 36.9291

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.2652 top1= 92.6136

=== Log global consensus distance @ E21B0 ===
consensus_distance=5.479



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.043
clique2_consensus_distance=20.649


[E21B10 |   4224/60000 (  7%) ] Loss: 0.2020 top1= 94.8864

=== Log global consensus distance @ E21B10 ===
consensus_distance=5.978



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=22.127


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.2385 top1= 93.7500

=== Log global consensus distance @ E21B20 ===
consensus_distance=6.646



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=24.122



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=19.5140 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.4174 top1= 40.2143


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7109 top1= 36.6887

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.2176 top1= 94.6023

=== Log global consensus distance @ E22B0 ===
consensus_distance=7.530



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=27.037


[E22B10 |   4224/60000 (  7%) ] Loss: 0.2280 top1= 93.1818

=== Log global consensus distance @ E22B10 ===
consensus_distance=8.444



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=30.292


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.2529 top1= 94.0341

=== Log global consensus distance @ E22B20 ===
consensus_distance=9.369



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=33.741



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.3847 top1= 19.4712


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.0408 top1= 41.3762


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2578 top1= 37.4399

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.1915 top1= 95.4545

=== Log global consensus distance @ E23B0 ===
consensus_distance=10.331



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=37.414


[E23B10 |   4224/60000 (  7%) ] Loss: 0.1992 top1= 95.4545

=== Log global consensus distance @ E23B10 ===
consensus_distance=11.340



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=41.266


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1780 top1= 96.5909

=== Log global consensus distance @ E23B20 ===
consensus_distance=12.396



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=45.324



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.6250 top1= 28.0449


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.1195 top1= 44.0505


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6601 top1= 39.7636

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.1754 top1= 96.5909

=== Log global consensus distance @ E24B0 ===
consensus_distance=13.456



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=49.423


[E24B10 |   4224/60000 (  7%) ] Loss: 0.1679 top1= 94.3182

=== Log global consensus distance @ E24B10 ===
consensus_distance=14.390



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=53.025


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1539 top1= 95.7386

=== Log global consensus distance @ E24B20 ===
consensus_distance=15.379



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=56.821



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1788 top1= 44.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.2174 top1= 46.8450


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2813 top1= 42.6583

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.1579 top1= 95.4545

=== Log global consensus distance @ E25B0 ===
consensus_distance=16.318



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=60.465


[E25B10 |   4224/60000 (  7%) ] Loss: 0.1202 top1= 96.3068

=== Log global consensus distance @ E25B10 ===
consensus_distance=16.829



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=62.411


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1816 top1= 95.4545

=== Log global consensus distance @ E25B20 ===
consensus_distance=16.677



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=61.849



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2031 top1= 49.0685


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.3404 top1= 47.3057


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2482 top1= 44.3209

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.1179 top1= 96.3068

=== Log global consensus distance @ E26B0 ===
consensus_distance=15.996



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=59.176


[E26B10 |   4224/60000 (  7%) ] Loss: 0.1475 top1= 96.3068

=== Log global consensus distance @ E26B10 ===
consensus_distance=14.801



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=54.533


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1415 top1= 97.4432

=== Log global consensus distance @ E26B20 ===
consensus_distance=13.428



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=49.094



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7555 top1= 51.6727


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.6546 top1= 48.9683


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.1706 top1= 46.1739

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.1144 top1= 97.1591

=== Log global consensus distance @ E27B0 ===
consensus_distance=12.005



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=43.694


[E27B10 |   4224/60000 (  7%) ] Loss: 0.1343 top1= 96.8750

=== Log global consensus distance @ E27B10 ===
consensus_distance=10.772



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=38.916


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1158 top1= 97.1591

=== Log global consensus distance @ E27B20 ===
consensus_distance=9.704



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=34.819



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0197 top1= 55.6691


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.7457 top1= 50.4307


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9709 top1= 48.4375

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.1680 top1= 96.8750

=== Log global consensus distance @ E28B0 ===
consensus_distance=8.841



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=31.507


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1459 top1= 96.3068

=== Log global consensus distance @ E28B10 ===
consensus_distance=8.205



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=29.052


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1299 top1= 96.8750

=== Log global consensus distance @ E28B20 ===
consensus_distance=7.660



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=26.965



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3889 top1= 54.2368


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.6191 top1= 49.4792


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.4460 top1= 50.9014

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.1280 top1= 95.7386

=== Log global consensus distance @ E29B0 ===
consensus_distance=7.221



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=25.282


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1289 top1= 96.3068

=== Log global consensus distance @ E29B10 ===
consensus_distance=6.927



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=24.160


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1429 top1= 96.8750

=== Log global consensus distance @ E29B20 ===
consensus_distance=6.766



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=23.458



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.9321 top1= 56.1799


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.9703 top1= 51.1719


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9487 top1= 50.8313

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.1191 top1= 97.4432

=== Log global consensus distance @ E30B0 ===
consensus_distance=6.659



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=23.045


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1280 top1= 96.5909

=== Log global consensus distance @ E30B10 ===
consensus_distance=6.623



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=23.017


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1455 top1= 96.3068

=== Log global consensus distance @ E30B20 ===
consensus_distance=6.671



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=23.289



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.4810 top1= 55.4087


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.5075 top1= 52.5541


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.4369 top1= 54.3069

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1819 top1= 96.0227

=== Log global consensus distance @ E31B0 ===
consensus_distance=6.791



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=23.672


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1343 top1= 95.7386

=== Log global consensus distance @ E31B10 ===
consensus_distance=6.901



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=24.046


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1713 top1= 96.0227

=== Log global consensus distance @ E31B20 ===
consensus_distance=7.017



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=24.541



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.5873 top1= 56.5104


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=13.7518 top1= 51.7829


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.7291 top1= 49.1887

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1419 top1= 96.0227

=== Log global consensus distance @ E32B0 ===
consensus_distance=7.165



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=25.021


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1061 top1= 97.1591

=== Log global consensus distance @ E32B10 ===
consensus_distance=7.124



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=24.856


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1268 top1= 96.0227

=== Log global consensus distance @ E32B20 ===
consensus_distance=6.983



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=24.385



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.1774 top1= 54.9279


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=17.4048 top1= 49.6895


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9569 top1= 49.0785

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1690 top1= 94.0341

=== Log global consensus distance @ E33B0 ===
consensus_distance=7.021



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=24.513


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1354 top1= 95.4545

=== Log global consensus distance @ E33B10 ===
consensus_distance=7.088



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=24.766


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1481 top1= 96.0227

=== Log global consensus distance @ E33B20 ===
consensus_distance=7.201



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=25.207



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.8955 top1= 55.0581


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=25.9831 top1= 49.8998


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.1489 top1= 50.4307

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.2466 top1= 94.8864

=== Log global consensus distance @ E34B0 ===
consensus_distance=7.204



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=25.210


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1685 top1= 94.8864

=== Log global consensus distance @ E34B10 ===
consensus_distance=7.286



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=25.469


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1821 top1= 94.6023

=== Log global consensus distance @ E34B20 ===
consensus_distance=7.666



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=26.994



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.9583 top1= 56.1999


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=30.9400 top1= 48.9283


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9310 top1= 46.8650

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.2029 top1= 93.4659

=== Log global consensus distance @ E35B0 ===
consensus_distance=7.771



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=27.370


[E35B10 |   4224/60000 (  7%) ] Loss: 0.2248 top1= 93.4659

=== Log global consensus distance @ E35B10 ===
consensus_distance=7.809



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=27.534


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.2606 top1= 93.1818

=== Log global consensus distance @ E35B20 ===
consensus_distance=8.188



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.030
clique2_consensus_distance=28.571



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.2403 top1= 55.8894


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=29.7603 top1= 47.9868


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9829 top1= 41.1158

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.2285 top1= 92.8977

=== Log global consensus distance @ E36B0 ===
consensus_distance=8.555



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=29.672


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1995 top1= 90.9091

=== Log global consensus distance @ E36B10 ===
consensus_distance=8.542



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=30.047


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.2249 top1= 92.3295

=== Log global consensus distance @ E36B20 ===
consensus_distance=8.594



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.026
clique2_consensus_distance=30.589



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.4793 top1= 55.5389


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=26.0607 top1= 49.9199


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9377 top1= 41.9171

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1808 top1= 94.8864

=== Log global consensus distance @ E37B0 ===
consensus_distance=8.751



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=31.232


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1663 top1= 93.7500

=== Log global consensus distance @ E37B10 ===
consensus_distance=9.095



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=32.499


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1982 top1= 93.7500

=== Log global consensus distance @ E37B20 ===
consensus_distance=9.534



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=34.142



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=15.3784 top1= 52.7143


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=29.8993 top1= 50.1502


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9693 top1= 42.9187

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.2330 top1= 93.4659

=== Log global consensus distance @ E38B0 ===
consensus_distance=9.902



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=35.574


[E38B10 |   4224/60000 (  7%) ] Loss: 0.1892 top1= 94.6023

=== Log global consensus distance @ E38B10 ===
consensus_distance=10.476



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=37.766


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.2194 top1= 93.1818

=== Log global consensus distance @ E38B20 ===
consensus_distance=11.182



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=40.483



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=21.3564 top1= 50.7011


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=36.3826 top1= 49.3790


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.9925 top1= 38.7921

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.2503 top1= 92.8977

=== Log global consensus distance @ E39B0 ===
consensus_distance=11.760



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=42.730


[E39B10 |   4224/60000 (  7%) ] Loss: 0.1786 top1= 94.0341

=== Log global consensus distance @ E39B10 ===
consensus_distance=12.718



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=46.423


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.1846 top1= 93.7500

=== Log global consensus distance @ E39B20 ===
consensus_distance=13.617



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=49.906



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=26.9171 top1= 50.2404


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=40.2422 top1= 49.9099


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5800 top1= 39.1727

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1764 top1= 94.0341

=== Log global consensus distance @ E40B0 ===
consensus_distance=14.427



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=53.042


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1817 top1= 94.8864

=== Log global consensus distance @ E40B10 ===
consensus_distance=15.403



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=56.841


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.2457 top1= 92.6136

=== Log global consensus distance @ E40B20 ===
consensus_distance=16.427



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=60.808



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=30.5083 top1= 50.1302


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=47.8221 top1= 49.1587


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7063 top1= 43.0990

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.2755 top1= 94.6023

=== Log global consensus distance @ E41B0 ===
consensus_distance=17.279



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=64.129


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1552 top1= 94.6023

=== Log global consensus distance @ E41B10 ===
consensus_distance=18.017



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=67.022


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.2170 top1= 92.8977

=== Log global consensus distance @ E41B20 ===
consensus_distance=18.764



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=69.868



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=33.5618 top1= 49.9299


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=54.1315 top1= 48.8982


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8428 top1= 40.3245

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.2449 top1= 93.1818

=== Log global consensus distance @ E42B0 ===
consensus_distance=19.135



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=71.327


[E42B10 |   4224/60000 (  7%) ] Loss: 0.2632 top1= 94.0341

=== Log global consensus distance @ E42B10 ===
consensus_distance=19.326



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=71.759


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.2063 top1= 94.0341

=== Log global consensus distance @ E42B20 ===
consensus_distance=19.212



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=71.600



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=31.8942 top1= 49.9099


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=60.9210 top1= 48.8181


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6781 top1= 39.9439

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.2530 top1= 92.0455

=== Log global consensus distance @ E43B0 ===
consensus_distance=18.958



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=70.682


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1653 top1= 93.7500

=== Log global consensus distance @ E43B10 ===
consensus_distance=18.849



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=70.225


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.2799 top1= 91.7614

=== Log global consensus distance @ E43B20 ===
consensus_distance=18.830



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=70.184



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=35.9157 top1= 49.5393


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=60.4937 top1= 47.6562


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0887 top1= 36.8389

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.2252 top1= 92.8977

=== Log global consensus distance @ E44B0 ===
consensus_distance=18.748



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=69.841


[E44B10 |   4224/60000 (  7%) ] Loss: 0.3207 top1= 92.3295

=== Log global consensus distance @ E44B10 ===
consensus_distance=18.574



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=69.205


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.2012 top1= 92.6136

=== Log global consensus distance @ E44B20 ===
consensus_distance=19.428



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=72.554



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=27.5748 top1= 50.0200


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=76.9430 top1= 48.0469


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5897 top1= 36.2079

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.2444 top1= 92.8977

=== Log global consensus distance @ E45B0 ===
consensus_distance=19.696



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.027
clique2_consensus_distance=73.339


[E45B10 |   4224/60000 (  7%) ] Loss: 0.2174 top1= 92.6136

=== Log global consensus distance @ E45B10 ===
consensus_distance=19.455



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=72.742


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.2154 top1= 93.7500

=== Log global consensus distance @ E45B20 ===
consensus_distance=19.394



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=72.571



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=40.6041 top1= 47.2155


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=73.6647 top1= 47.1755


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.3180 top1= 36.3381

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.2300 top1= 91.4773

=== Log global consensus distance @ E46B0 ===
consensus_distance=19.460



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=72.765


[E46B10 |   4224/60000 (  7%) ] Loss: 0.2038 top1= 92.8977

=== Log global consensus distance @ E46B10 ===
consensus_distance=19.229



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=71.726


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.2295 top1= 91.7614

=== Log global consensus distance @ E46B20 ===
consensus_distance=18.755



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.022
clique2_consensus_distance=69.851



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=43.1451 top1= 48.8782


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=55.6802 top1= 50.1502


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=7.4293 top1= 36.7788

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.1781 top1= 93.7500

=== Log global consensus distance @ E47B0 ===
consensus_distance=18.738



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=69.900


[E47B10 |   4224/60000 (  7%) ] Loss: 0.2120 top1= 93.1818

=== Log global consensus distance @ E47B10 ===
consensus_distance=18.725



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=69.856


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.2476 top1= 90.0568

=== Log global consensus distance @ E47B20 ===
consensus_distance=18.578



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=69.200



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=46.4917 top1= 49.3389


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=67.2745 top1= 49.6995


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.6349 top1= 35.4267

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.4396 top1= 90.6250

=== Log global consensus distance @ E48B0 ===
consensus_distance=18.351



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=68.292


[E48B10 |   4224/60000 (  7%) ] Loss: 0.2097 top1= 93.1818

=== Log global consensus distance @ E48B10 ===
consensus_distance=18.353



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=68.262


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.2409 top1= 92.8977

=== Log global consensus distance @ E48B20 ===
consensus_distance=18.717



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=69.752



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=44.6105 top1= 48.7680


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=93.3775 top1= 49.3590


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.8273 top1= 36.3682

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.3469 top1= 89.7727

=== Log global consensus distance @ E49B0 ===
consensus_distance=19.346



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=72.269


[E49B10 |   4224/60000 (  7%) ] Loss: 0.2707 top1= 91.4773

=== Log global consensus distance @ E49B10 ===
consensus_distance=20.024



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=74.880


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.3189 top1= 90.0568

=== Log global consensus distance @ E49B20 ===
consensus_distance=20.747



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=77.637



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=43.3970 top1= 48.9283


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=79.0212 top1= 48.2873


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8523 top1= 36.2580

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.2837 top1= 90.9091

=== Log global consensus distance @ E50B0 ===
consensus_distance=21.283



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=79.813


[E50B10 |   4224/60000 (  7%) ] Loss: 0.2367 top1= 92.3295

=== Log global consensus distance @ E50B10 ===
consensus_distance=21.694



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=81.397


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.2890 top1= 92.3295

=== Log global consensus distance @ E50B20 ===
consensus_distance=22.072



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=82.864



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=77.4337 top1= 49.7897


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=147.9699 top1= 48.4675


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8022 top1= 36.5685

