
=== 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 0.542 0.125]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.125 0.875]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.7627 top1= 79.2614

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.514



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=1.548


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2497 top1= 94.3182

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.904



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.252



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0089 top1= 31.4603


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5392 top1= 41.5665


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.9843 top1= 42.9187

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1413 top1= 95.4545

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.878



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.187


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1408 top1= 95.7386

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.754



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.676


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1770 top1= 94.6023

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.656



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.262



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0370 top1= 35.5569


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7249 top1= 47.6963


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2745 top1= 41.7869

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1058 top1= 97.4432

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.613



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.085


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1200 top1= 96.0227

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.600



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.017


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1291 top1= 95.4545

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.586



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=1.967



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3161 top1= 31.8610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7858 top1= 51.0016


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0519 top1= 42.9688

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0994 top1= 97.7273

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.582



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=1.961


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1065 top1= 96.3068

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.596



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=2.014


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1281 top1= 95.7386

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.596



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.020



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6384 top1= 30.6891


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8742 top1= 51.2019


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0769 top1= 42.7584

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0942 top1= 96.8750

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.603



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=2.062


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0996 top1= 96.5909

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.626



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.010
clique2_consensus_distance=2.146


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1257 top1= 95.4545

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.625



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.149



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7359 top1= 30.7993


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8318 top1= 51.1518


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0958 top1= 42.8486

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0928 top1= 96.8750

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.637



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.208


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0969 top1= 96.5909

=== Log global consensus distance @ E6B10 ===
consensus_distance=0.659



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.293


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1175 top1= 96.3068

=== Log global consensus distance @ E6B20 ===
consensus_distance=0.651



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.266



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8127 top1= 29.7376


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7788 top1= 51.1318


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0856 top1= 42.9788

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1026 top1= 96.5909

=== Log global consensus distance @ E7B0 ===
consensus_distance=0.654



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.288


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0828 top1= 97.7273

=== Log global consensus distance @ E7B10 ===
consensus_distance=0.676



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.368


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1170 top1= 96.3068

=== Log global consensus distance @ E7B20 ===
consensus_distance=0.659



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.299



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9557 top1= 28.5657


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8763 top1= 50.9014


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0414 top1= 43.0789

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0958 top1= 96.8750

=== Log global consensus distance @ E8B0 ===
consensus_distance=0.658



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.303


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0844 top1= 97.7273

=== Log global consensus distance @ E8B10 ===
consensus_distance=0.680



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.386


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1144 top1= 96.8750

=== Log global consensus distance @ E8B20 ===
consensus_distance=0.665



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.325



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0702 top1= 27.8546


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9340 top1= 51.1318


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9761 top1= 43.4095

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0877 top1= 98.2955

=== Log global consensus distance @ E9B0 ===
consensus_distance=0.666



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.337


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0827 top1= 98.0114

=== Log global consensus distance @ E9B10 ===
consensus_distance=0.687



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.415


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1152 top1= 96.5909

=== Log global consensus distance @ E9B20 ===
consensus_distance=0.671



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.353



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1516 top1= 27.6142


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9768 top1= 51.1318


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9598 top1= 43.3794

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0874 top1= 98.8636

=== Log global consensus distance @ E10B0 ===
consensus_distance=0.677



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.384


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0838 top1= 98.0114

=== Log global consensus distance @ E10B10 ===
consensus_distance=0.702



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.479


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1169 top1= 96.3068

=== Log global consensus distance @ E10B20 ===
consensus_distance=0.686



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.419



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1339 top1= 27.9147


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9804 top1= 50.7212


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9306 top1= 43.2091

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0873 top1= 99.1477

=== Log global consensus distance @ E11B0 ===
consensus_distance=0.691



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.447


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0864 top1= 97.4432

=== Log global consensus distance @ E11B10 ===
consensus_distance=0.712



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.526


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1197 top1= 96.0227

=== Log global consensus distance @ E11B20 ===
consensus_distance=0.700



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.478



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1668 top1= 27.5942


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9732 top1= 50.3806


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8863 top1= 43.2091

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0894 top1= 98.5795

=== Log global consensus distance @ E12B0 ===
consensus_distance=0.707



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.515


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0900 top1= 97.4432

=== Log global consensus distance @ E12B10 ===
consensus_distance=0.728



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.596


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1231 top1= 95.7386

=== Log global consensus distance @ E12B20 ===
consensus_distance=0.715



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.547



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1676 top1= 27.3037


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9031 top1= 50.6010


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8393 top1= 43.2792

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0866 top1= 98.5795

=== Log global consensus distance @ E13B0 ===
consensus_distance=0.723



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.590


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1042 top1= 96.3068

=== Log global consensus distance @ E13B10 ===
consensus_distance=0.747



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.681


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1224 top1= 96.3068

=== Log global consensus distance @ E13B20 ===
consensus_distance=0.734



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.631



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0725 top1= 27.7945


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7805 top1= 50.6911


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8128 top1= 43.2692

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0931 top1= 97.7273

=== Log global consensus distance @ E14B0 ===
consensus_distance=0.741



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.669


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0860 top1= 97.1591

=== Log global consensus distance @ E14B10 ===
consensus_distance=0.760



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.740


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1194 top1= 96.5909

=== Log global consensus distance @ E14B20 ===
consensus_distance=0.740



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.657



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1331 top1= 27.5541


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8075 top1= 50.6010


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7903 top1= 43.0689

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0921 top1= 98.2955

=== Log global consensus distance @ E15B0 ===
consensus_distance=0.739



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.660


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0842 top1= 97.7273

=== Log global consensus distance @ E15B10 ===
consensus_distance=0.763



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.751


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1196 top1= 96.3068

=== Log global consensus distance @ E15B20 ===
consensus_distance=0.746



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.684



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2415 top1= 26.9832


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9049 top1= 50.7812


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7463 top1= 43.3494

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0848 top1= 99.4318

=== Log global consensus distance @ E16B0 ===
consensus_distance=0.747



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.692


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0861 top1= 97.7273

=== Log global consensus distance @ E16B10 ===
consensus_distance=0.767



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.770


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1173 top1= 96.0227

=== Log global consensus distance @ E16B20 ===
consensus_distance=0.756



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.725



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3561 top1= 26.6126


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9286 top1= 50.6410


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7074 top1= 43.3293

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0826 top1= 99.4318

=== Log global consensus distance @ E17B0 ===
consensus_distance=0.761



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.753


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0856 top1= 97.7273

=== Log global consensus distance @ E17B10 ===
consensus_distance=0.781



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.829


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1202 top1= 96.0227

=== Log global consensus distance @ E17B20 ===
consensus_distance=0.769



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.784



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5171 top1= 25.7712


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9533 top1= 49.9399


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6953 top1= 43.2492

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0856 top1= 99.4318

=== Log global consensus distance @ E18B0 ===
consensus_distance=0.778



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=2.830


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0877 top1= 97.7273

=== Log global consensus distance @ E18B10 ===
consensus_distance=0.799



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.912


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1177 top1= 96.0227

=== Log global consensus distance @ E18B20 ===
consensus_distance=0.786



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.862



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6386 top1= 25.1703


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9539 top1= 49.6695


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6560 top1= 43.2993

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0863 top1= 99.4318

=== Log global consensus distance @ E19B0 ===
consensus_distance=0.797



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.917


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0911 top1= 97.4432

=== Log global consensus distance @ E19B10 ===
consensus_distance=0.819



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.000


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1248 top1= 95.7386

=== Log global consensus distance @ E19B20 ===
consensus_distance=0.808



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.956



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7505 top1= 24.4291


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9325 top1= 49.2889


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6462 top1= 43.2993

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0876 top1= 98.8636

=== Log global consensus distance @ E20B0 ===
consensus_distance=0.821



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.022


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0991 top1= 96.8750

=== Log global consensus distance @ E20B10 ===
consensus_distance=0.842



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.100


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1218 top1= 96.0227

=== Log global consensus distance @ E20B20 ===
consensus_distance=0.832



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.063



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.8606 top1= 24.1286


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8477 top1= 49.6394


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6630 top1= 43.1991

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0835 top1= 99.7159

=== Log global consensus distance @ E21B0 ===
consensus_distance=0.848



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.141


[E21B10 |   4224/60000 (  7%) ] Loss: 0.1186 top1= 96.5909

=== Log global consensus distance @ E21B10 ===
consensus_distance=0.870



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.228


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.1234 top1= 96.3068

=== Log global consensus distance @ E21B20 ===
consensus_distance=0.863



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.204



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.9531 top1= 23.7780


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7640 top1= 49.7596


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6433 top1= 43.3894

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0970 top1= 98.5795

=== Log global consensus distance @ E22B0 ===
consensus_distance=0.871



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.245


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0893 top1= 97.7273

=== Log global consensus distance @ E22B10 ===
consensus_distance=0.892



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.321


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.1209 top1= 96.5909

=== Log global consensus distance @ E22B20 ===
consensus_distance=0.877



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.266



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3299 top1= 22.6863


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8254 top1= 49.9499


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6086 top1= 43.5497

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0901 top1= 99.4318

=== Log global consensus distance @ E23B0 ===
consensus_distance=0.885



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.307


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0882 top1= 97.7273

=== Log global consensus distance @ E23B10 ===
consensus_distance=0.912



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.412


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1252 top1= 96.3068

=== Log global consensus distance @ E23B20 ===
consensus_distance=0.904



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.380



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.7059 top1= 21.9952


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8556 top1= 50.7312


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5697 top1= 43.5397

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0861 top1= 99.4318

=== Log global consensus distance @ E24B0 ===
consensus_distance=0.917



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.443


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0888 top1= 98.0114

=== Log global consensus distance @ E24B10 ===
consensus_distance=0.948



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.567


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1193 top1= 96.0227

=== Log global consensus distance @ E24B20 ===
consensus_distance=0.937



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.529



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.1820 top1= 21.0938


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8951 top1= 50.3405


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5557 top1= 43.3794

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0875 top1= 98.8636

=== Log global consensus distance @ E25B0 ===
consensus_distance=0.958



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.628


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0908 top1= 97.7273

=== Log global consensus distance @ E25B10 ===
consensus_distance=0.991



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.761


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1268 top1= 95.7386

=== Log global consensus distance @ E25B20 ===
consensus_distance=0.982



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.727



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.6858 top1= 20.2825


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9178 top1= 49.9900


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5159 top1= 43.7400

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0894 top1= 99.1477

=== Log global consensus distance @ E26B0 ===
consensus_distance=1.003



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.827


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0932 top1= 97.7273

=== Log global consensus distance @ E26B10 ===
consensus_distance=1.032



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.940


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1205 top1= 96.3068

=== Log global consensus distance @ E26B20 ===
consensus_distance=1.027



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=3.929



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.2451 top1= 19.7616


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9006 top1= 49.6394


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4902 top1= 43.8702

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0912 top1= 99.1477

=== Log global consensus distance @ E27B0 ===
consensus_distance=1.051



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.037


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0939 top1= 97.4432

=== Log global consensus distance @ E27B10 ===
consensus_distance=1.084



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.173


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1277 top1= 95.7386

=== Log global consensus distance @ E27B20 ===
consensus_distance=1.080



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.161



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7712 top1= 19.4611


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8898 top1= 49.6494


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4494 top1= 44.1306

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0923 top1= 99.1477

=== Log global consensus distance @ E28B0 ===
consensus_distance=1.101



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.259


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1011 top1= 97.1591

=== Log global consensus distance @ E28B10 ===
consensus_distance=1.131



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.379


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1279 top1= 96.0227

=== Log global consensus distance @ E28B20 ===
consensus_distance=1.130



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.382



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.2684 top1= 19.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8636 top1= 49.6895


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4297 top1= 44.1406

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0942 top1= 99.1477

=== Log global consensus distance @ E29B0 ===
consensus_distance=1.156



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.500


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1100 top1= 96.8750

=== Log global consensus distance @ E29B10 ===
consensus_distance=1.182



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.607


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1318 top1= 96.0227

=== Log global consensus distance @ E29B20 ===
consensus_distance=1.183



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.618



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.7029 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8103 top1= 49.7095


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4013 top1= 44.0605

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0936 top1= 99.1477

=== Log global consensus distance @ E30B0 ===
consensus_distance=1.208



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.732


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1287 top1= 96.8750

=== Log global consensus distance @ E30B10 ===
consensus_distance=1.235



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.841


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1276 top1= 96.3068

=== Log global consensus distance @ E30B20 ===
consensus_distance=1.238



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.862



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.0056 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7018 top1= 49.5192


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3510 top1= 44.0605

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1004 top1= 97.7273

=== Log global consensus distance @ E31B0 ===
consensus_distance=1.257



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.950


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1147 top1= 96.8750

=== Log global consensus distance @ E31B10 ===
consensus_distance=1.283



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.052


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1291 top1= 96.8750

=== Log global consensus distance @ E31B20 ===
consensus_distance=1.281



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.054



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.5193 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7254 top1= 49.4992


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3195 top1= 44.0405

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1066 top1= 97.4432

=== Log global consensus distance @ E32B0 ===
consensus_distance=1.292



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.106


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0998 top1= 97.4432

=== Log global consensus distance @ E32B10 ===
consensus_distance=1.324



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.232


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1249 top1= 97.1591

=== Log global consensus distance @ E32B20 ===
consensus_distance=1.317



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.212



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.1308 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7643 top1= 50.0000


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2607 top1= 44.0705

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1044 top1= 98.2955

=== Log global consensus distance @ E33B0 ===
consensus_distance=1.331



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.280


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1000 top1= 97.7273

=== Log global consensus distance @ E33B10 ===
consensus_distance=1.373



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.451


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1285 top1= 96.8750

=== Log global consensus distance @ E33B20 ===
consensus_distance=1.367



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.433



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.5462 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7831 top1= 50.0000


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2411 top1= 44.1006

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.1057 top1= 98.2955

=== Log global consensus distance @ E34B0 ===
consensus_distance=1.382



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.504


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1029 top1= 97.7273

=== Log global consensus distance @ E34B10 ===
consensus_distance=1.417



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.648


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1273 top1= 96.5909

=== Log global consensus distance @ E34B20 ===
consensus_distance=1.409



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.621



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.8801 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7705 top1= 49.7396


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2444 top1= 44.1006

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.1061 top1= 98.5795

=== Log global consensus distance @ E35B0 ===
consensus_distance=1.425



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.695


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1050 top1= 97.7273

=== Log global consensus distance @ E35B10 ===
consensus_distance=1.461



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.841


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.1276 top1= 96.8750

=== Log global consensus distance @ E35B20 ===
consensus_distance=1.448



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.794



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0747 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7944 top1= 49.2388


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2586 top1= 44.0505

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.1068 top1= 98.2955

=== Log global consensus distance @ E36B0 ===
consensus_distance=1.464



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.865


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1072 top1= 97.7273

=== Log global consensus distance @ E36B10 ===
consensus_distance=1.491



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.976


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1287 top1= 96.5909

=== Log global consensus distance @ E36B20 ===
consensus_distance=1.478



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.926



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1909 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7669 top1= 49.0986


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2519 top1= 43.8502

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1115 top1= 98.2955

=== Log global consensus distance @ E37B0 ===
consensus_distance=1.488



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.974


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1103 top1= 97.7273

=== Log global consensus distance @ E37B10 ===
consensus_distance=1.517



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.090


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1277 top1= 96.8750

=== Log global consensus distance @ E37B20 ===
consensus_distance=1.498



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.016



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1435 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7470 top1= 48.8682


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2592 top1= 43.9203

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1104 top1= 98.2955

=== Log global consensus distance @ E38B0 ===
consensus_distance=1.510



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.067


[E38B10 |   4224/60000 (  7%) ] Loss: 0.1097 top1= 97.4432

=== Log global consensus distance @ E38B10 ===
consensus_distance=1.529



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.143


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1307 top1= 96.8750

=== Log global consensus distance @ E38B20 ===
consensus_distance=1.512



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.078



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0248 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7169 top1= 48.9383


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2589 top1= 43.8602

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1111 top1= 98.2955

=== Log global consensus distance @ E39B0 ===
consensus_distance=1.516



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.098


[E39B10 |   4224/60000 (  7%) ] Loss: 0.1104 top1= 97.4432

=== Log global consensus distance @ E39B10 ===
consensus_distance=1.536



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.173


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.1277 top1= 96.5909

=== Log global consensus distance @ E39B20 ===
consensus_distance=1.515



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.091



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.8090 top1= 19.4211


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7148 top1= 48.4375


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2722 top1= 43.8902

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1112 top1= 98.2955

=== Log global consensus distance @ E40B0 ===
consensus_distance=1.516



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.097


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1138 top1= 97.4432

=== Log global consensus distance @ E40B10 ===
consensus_distance=1.526



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.130


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1306 top1= 96.5909

=== Log global consensus distance @ E40B20 ===
consensus_distance=1.505



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.047



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.4991 top1= 19.4211


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6938 top1= 48.3474


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2966 top1= 43.7700

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.1123 top1= 98.2955

=== Log global consensus distance @ E41B0 ===
consensus_distance=1.502



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.037


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1144 top1= 97.4432

=== Log global consensus distance @ E41B10 ===
consensus_distance=1.507



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=6.048


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1306 top1= 96.5909

=== Log global consensus distance @ E41B20 ===
consensus_distance=1.485



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.956



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0923 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6931 top1= 48.1871


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3116 top1= 43.7200

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1133 top1= 98.2955

=== Log global consensus distance @ E42B0 ===
consensus_distance=1.480



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.940


[E42B10 |   4224/60000 (  7%) ] Loss: 0.1152 top1= 97.4432

=== Log global consensus distance @ E42B10 ===
consensus_distance=1.479



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.926


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1298 top1= 96.8750

=== Log global consensus distance @ E42B20 ===
consensus_distance=1.456



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.827



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.6691 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6895 top1= 48.0869


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3532 top1= 43.5497

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.1129 top1= 98.2955

=== Log global consensus distance @ E43B0 ===
consensus_distance=1.448



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.796


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1162 top1= 97.4432

=== Log global consensus distance @ E43B10 ===
consensus_distance=1.443



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.763


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1301 top1= 96.8750

=== Log global consensus distance @ E43B20 ===
consensus_distance=1.414



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.643



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1622 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7074 top1= 47.3257


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3791 top1= 43.5296

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1121 top1= 98.2955

=== Log global consensus distance @ E44B0 ===
consensus_distance=1.404



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.607


[E44B10 |   4224/60000 (  7%) ] Loss: 0.1167 top1= 97.4432

=== Log global consensus distance @ E44B10 ===
consensus_distance=1.394



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.550


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1275 top1= 97.1591

=== Log global consensus distance @ E44B20 ===
consensus_distance=1.363



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.421



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.6221 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7319 top1= 46.9451


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4171 top1= 43.5196

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.1122 top1= 98.2955

=== Log global consensus distance @ E45B0 ===
consensus_distance=1.354



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.385


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1167 top1= 97.4432

=== Log global consensus distance @ E45B10 ===
consensus_distance=1.340



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.313


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1263 top1= 97.4432

=== Log global consensus distance @ E45B20 ===
consensus_distance=1.309



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.180



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.1363 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7344 top1= 46.5044


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4700 top1= 43.3594

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.1113 top1= 98.2955

=== Log global consensus distance @ E46B0 ===
consensus_distance=1.300



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.151


[E46B10 |   4224/60000 (  7%) ] Loss: 0.1171 top1= 97.4432

=== Log global consensus distance @ E46B10 ===
consensus_distance=1.291



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=5.095


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.1255 top1= 97.1591

=== Log global consensus distance @ E46B20 ===
consensus_distance=1.258



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.957



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.6803 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7146 top1= 46.3241


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5170 top1= 43.3293

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.1091 top1= 98.2955

=== Log global consensus distance @ E47B0 ===
consensus_distance=1.249



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.926


[E47B10 |   4224/60000 (  7%) ] Loss: 0.1162 top1= 97.4432

=== Log global consensus distance @ E47B10 ===
consensus_distance=1.243



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.880


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.1239 top1= 97.7273

=== Log global consensus distance @ E47B20 ===
consensus_distance=1.205



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.725



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1635 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7414 top1= 45.9535


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5225 top1= 43.2993

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.1097 top1= 98.2955

=== Log global consensus distance @ E48B0 ===
consensus_distance=1.200



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.710


[E48B10 |   4224/60000 (  7%) ] Loss: 0.1168 top1= 97.1591

=== Log global consensus distance @ E48B10 ===
consensus_distance=1.193



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.662


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.1243 top1= 97.4432

=== Log global consensus distance @ E48B20 ===
consensus_distance=1.161



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.528



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7111 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7464 top1= 45.8333


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5432 top1= 43.3594

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.1099 top1= 98.2955

=== Log global consensus distance @ E49B0 ===
consensus_distance=1.156



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.514


[E49B10 |   4224/60000 (  7%) ] Loss: 0.1178 top1= 96.8750

=== Log global consensus distance @ E49B10 ===
consensus_distance=1.149



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.465


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.1233 top1= 97.7273

=== Log global consensus distance @ E49B20 ===
consensus_distance=1.120



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.346



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.2712 top1= 19.5212


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7367 top1= 45.5028


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5397 top1= 43.5296

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.1095 top1= 98.2955

=== Log global consensus distance @ E50B0 ===
consensus_distance=1.113



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.327


[E50B10 |   4224/60000 (  7%) ] Loss: 0.1151 top1= 97.4432

=== Log global consensus distance @ E50B10 ===
consensus_distance=1.108



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=4.284


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1231 top1= 97.7273

=== Log global consensus distance @ E50B20 ===
consensus_distance=1.080



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=4.168



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.9115 top1= 19.7516


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7345 top1= 45.1122


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5561 top1= 43.6599

