
=== 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=0.021



=== Log clique consensus distance @ E1B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=0.032



=== 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: 0.6164 top1= 84.3750

=== Log global consensus distance @ E1B10 ===
consensus_distance=1.660



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=1.033
clique2_consensus_distance=3.534


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.1027 top1= 96.8750

=== Log global consensus distance @ E1B20 ===
consensus_distance=3.854



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=2.336
clique2_consensus_distance=7.712



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4645 top1= 49.1286


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.5594 top1= 22.5861


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4163 top1= 34.0545

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1164 top1= 97.7273

=== Log global consensus distance @ E2B0 ===
consensus_distance=5.221



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=3.020
clique2_consensus_distance=10.464


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.0818 top1= 97.1591

=== Log global consensus distance @ E2B10 ===
consensus_distance=6.142



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=3.608
clique2_consensus_distance=12.290


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.0870 top1= 97.4432

=== Log global consensus distance @ E2B20 ===
consensus_distance=6.758



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=4.069
clique2_consensus_distance=13.444



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4414 top1= 50.9415


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8146 top1= 30.2584


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4983 top1= 31.9912

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.0442 top1= 99.1477

=== Log global consensus distance @ E3B0 ===
consensus_distance=7.115



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=4.306
clique2_consensus_distance=14.134


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.0173 top1= 99.7159

=== Log global consensus distance @ E3B10 ===
consensus_distance=7.325



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=4.454
clique2_consensus_distance=14.495


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.0952 top1= 98.0114

=== Log global consensus distance @ E3B20 ===
consensus_distance=7.465



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=4.553
clique2_consensus_distance=14.731



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3884 top1= 52.9748


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0889 top1= 29.7576


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2019 top1= 33.4435

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0180 top1= 99.1477

=== Log global consensus distance @ E4B0 ===
consensus_distance=7.579



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=4.629
clique2_consensus_distance=14.934


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.0351 top1= 98.2955

=== Log global consensus distance @ E4B10 ===
consensus_distance=7.673



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=4.691
clique2_consensus_distance=15.103


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.0630 top1= 98.8636

=== Log global consensus distance @ E4B20 ===
consensus_distance=7.744



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=4.744
clique2_consensus_distance=15.197



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3802 top1= 52.7845


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0910 top1= 29.5974


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3231 top1= 33.6338

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0117 top1= 99.4318

=== Log global consensus distance @ E5B0 ===
consensus_distance=7.807



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=4.784
clique2_consensus_distance=15.316


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0627 top1= 98.0114

=== Log global consensus distance @ E5B10 ===
consensus_distance=7.864



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=4.820
clique2_consensus_distance=15.411


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.0903 top1= 98.5795

=== Log global consensus distance @ E5B20 ===
consensus_distance=7.917



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=4.865
clique2_consensus_distance=15.481



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3647 top1= 53.9363


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8106 top1= 31.3502


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3150 top1= 33.6639

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0171 top1= 99.1477

=== Log global consensus distance @ E6B0 ===
consensus_distance=7.960



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=4.901
clique2_consensus_distance=15.547


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0103 top1=100.0000

=== Log global consensus distance @ E6B10 ===
consensus_distance=8.005



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=4.927
clique2_consensus_distance=15.618


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.0578 top1= 99.1477

=== Log global consensus distance @ E6B20 ===
consensus_distance=8.043



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=4.963
clique2_consensus_distance=15.667



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3562 top1= 53.0349


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8755 top1= 31.2400


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5189 top1= 33.4736

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.0126 top1= 99.4318

=== Log global consensus distance @ E7B0 ===
consensus_distance=8.087



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=5.013
clique2_consensus_distance=15.711


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0187 top1= 99.7159

=== Log global consensus distance @ E7B10 ===
consensus_distance=8.124



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=5.044
clique2_consensus_distance=15.767


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.0467 top1= 99.1477

=== Log global consensus distance @ E7B20 ===
consensus_distance=8.142



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=5.067
clique2_consensus_distance=15.779



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3524 top1= 53.7360


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8264 top1= 31.2901


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5361 top1= 33.3934

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0218 top1= 99.7159

=== Log global consensus distance @ E8B0 ===
consensus_distance=8.160



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=5.080
clique2_consensus_distance=15.817


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0476 top1= 98.2955

=== Log global consensus distance @ E8B10 ===
consensus_distance=8.179



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=5.100
clique2_consensus_distance=15.843


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.0799 top1= 98.5795

=== Log global consensus distance @ E8B20 ===
consensus_distance=8.196



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=5.122
clique2_consensus_distance=15.861



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3477 top1= 54.6374


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5561 top1= 32.8726


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5755 top1= 33.1831

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0192 top1= 99.4318

=== Log global consensus distance @ E9B0 ===
consensus_distance=8.208



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=5.131
clique2_consensus_distance=15.889


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0355 top1= 98.8636

=== Log global consensus distance @ E9B10 ===
consensus_distance=8.223



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=5.144
clique2_consensus_distance=15.921


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.0343 top1= 99.4318

=== Log global consensus distance @ E9B20 ===
consensus_distance=8.236



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=5.158
clique2_consensus_distance=15.927



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3397 top1= 54.9880


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5186 top1= 33.6038


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5689 top1= 33.4235

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0553 top1= 98.0114

=== Log global consensus distance @ E10B0 ===
consensus_distance=8.245



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=5.162
clique2_consensus_distance=15.941


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0132 top1= 99.7159

=== Log global consensus distance @ E10B10 ===
consensus_distance=8.253



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=5.162
clique2_consensus_distance=15.966


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.0692 top1= 98.5795

=== Log global consensus distance @ E10B20 ===
consensus_distance=8.265



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=5.177
clique2_consensus_distance=15.968



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3509 top1= 53.6558


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8828 top1= 31.2500


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5489 top1= 33.3033

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0197 top1= 99.7159

=== Log global consensus distance @ E11B0 ===
consensus_distance=8.273



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=5.179
clique2_consensus_distance=15.988


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0152 top1= 99.1477

=== Log global consensus distance @ E11B10 ===
consensus_distance=8.283



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=5.182
clique2_consensus_distance=16.008


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.0547 top1= 98.8636

=== Log global consensus distance @ E11B20 ===
consensus_distance=8.292



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=5.191
clique2_consensus_distance=16.015



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3378 top1= 54.0365


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8552 top1= 31.9611


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5767 top1= 33.4034

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0134 top1= 99.4318

=== Log global consensus distance @ E12B0 ===
consensus_distance=8.303



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=5.195
clique2_consensus_distance=16.037


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0142 top1= 99.7159

=== Log global consensus distance @ E12B10 ===
consensus_distance=8.314



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=5.199
clique2_consensus_distance=16.064


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.0419 top1= 98.8636

=== Log global consensus distance @ E12B20 ===
consensus_distance=8.318



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=5.206
clique2_consensus_distance=16.055



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3428 top1= 53.4555


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9895 top1= 30.8994


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5618 top1= 33.3433

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0154 top1= 99.7159

=== Log global consensus distance @ E13B0 ===
consensus_distance=8.325



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=5.214
clique2_consensus_distance=16.065


[E13B10 |   4224/60000 (  7%) ] Loss: 0.0356 top1= 98.5795

=== Log global consensus distance @ E13B10 ===
consensus_distance=8.326



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=5.204
clique2_consensus_distance=16.077


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.0507 top1= 99.1477

=== Log global consensus distance @ E13B20 ===
consensus_distance=8.335



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=5.213
clique2_consensus_distance=16.084



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3456 top1= 53.5357


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8458 top1= 31.5905


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6198 top1= 33.1631

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0197 top1= 99.7159

=== Log global consensus distance @ E14B0 ===
consensus_distance=8.342



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=5.218
clique2_consensus_distance=16.099


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0534 top1= 98.2955

=== Log global consensus distance @ E14B10 ===
consensus_distance=8.349



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=5.219
clique2_consensus_distance=16.118


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.0830 top1= 98.5795

=== Log global consensus distance @ E14B20 ===
consensus_distance=8.355



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=5.226
clique2_consensus_distance=16.122



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3382 top1= 54.2869


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6825 top1= 32.5120


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6625 top1= 33.2131

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0119 top1= 99.1477

=== Log global consensus distance @ E15B0 ===
consensus_distance=8.363



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=5.226
clique2_consensus_distance=16.141


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0135 top1= 99.7159

=== Log global consensus distance @ E15B10 ===
consensus_distance=8.371



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=5.230
clique2_consensus_distance=16.158


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1532 top1= 97.7273

=== Log global consensus distance @ E15B20 ===
consensus_distance=8.379



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=5.245
clique2_consensus_distance=16.152



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3462 top1= 53.2252


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9182 top1= 31.0296


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6669 top1= 33.1030

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0271 top1= 99.4318

=== Log global consensus distance @ E16B0 ===
consensus_distance=8.384



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=5.242
clique2_consensus_distance=16.172


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0265 top1= 99.1477

=== Log global consensus distance @ E16B10 ===
consensus_distance=8.390



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=5.244
clique2_consensus_distance=16.186


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.0364 top1= 99.1477

=== Log global consensus distance @ E16B20 ===
consensus_distance=8.396



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=5.251
clique2_consensus_distance=16.185



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3328 top1= 54.4571


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7865 top1= 32.1815


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6009 top1= 33.3734

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0175 top1= 99.1477

=== Log global consensus distance @ E17B0 ===
consensus_distance=8.405



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=5.254
clique2_consensus_distance=16.203


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0063 top1=100.0000

=== Log global consensus distance @ E17B10 ===
consensus_distance=8.415



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=5.258
clique2_consensus_distance=16.228


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.0603 top1= 98.8636

=== Log global consensus distance @ E17B20 ===
consensus_distance=8.423



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=5.269
clique2_consensus_distance=16.230



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3365 top1= 54.3570


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7335 top1= 32.3217


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6484 top1= 33.2933

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0111 top1= 99.7159

=== Log global consensus distance @ E18B0 ===
consensus_distance=8.423



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=5.267
clique2_consensus_distance=16.228


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0693 top1= 98.2955

=== Log global consensus distance @ E18B10 ===
consensus_distance=8.430



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=5.272
clique2_consensus_distance=16.245


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.0550 top1= 98.5795

=== Log global consensus distance @ E18B20 ===
consensus_distance=8.437



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=5.279
clique2_consensus_distance=16.247



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3380 top1= 53.8361


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8483 top1= 31.5204


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6595 top1= 33.2031

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0136 top1= 99.4318

=== Log global consensus distance @ E19B0 ===
consensus_distance=8.443



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=5.280
clique2_consensus_distance=16.260


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0709 top1= 98.2955

=== Log global consensus distance @ E19B10 ===
consensus_distance=8.447



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=5.279
clique2_consensus_distance=16.279


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0823 top1= 98.5795

=== Log global consensus distance @ E19B20 ===
consensus_distance=8.456



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=5.288
clique2_consensus_distance=16.289



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3334 top1= 54.3870


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6855 top1= 32.6522


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7056 top1= 33.2332

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0124 top1= 99.7159

=== Log global consensus distance @ E20B0 ===
consensus_distance=8.461



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=5.285
clique2_consensus_distance=16.300


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0086 top1= 99.7159

=== Log global consensus distance @ E20B10 ===
consensus_distance=8.470



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=5.286
clique2_consensus_distance=16.323


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0631 top1= 98.5795

=== Log global consensus distance @ E20B20 ===
consensus_distance=8.478



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=5.303
clique2_consensus_distance=16.319



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3390 top1= 53.6358


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8613 top1= 31.6206


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7268 top1= 33.0929

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.0199 top1= 99.7159

=== Log global consensus distance @ E21B0 ===
consensus_distance=8.482



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=5.299
clique2_consensus_distance=16.335


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0577 top1= 98.5795

=== Log global consensus distance @ E21B10 ===
consensus_distance=8.488



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=5.307
clique2_consensus_distance=16.346


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0253 top1= 99.1477

=== Log global consensus distance @ E21B20 ===
consensus_distance=8.492



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=5.309
clique2_consensus_distance=16.347



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3297 top1= 54.4671


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8061 top1= 32.1514


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6317 top1= 33.3934

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.0116 top1= 99.4318

=== Log global consensus distance @ E22B0 ===
consensus_distance=8.501



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=5.313
clique2_consensus_distance=16.362


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0214 top1= 99.1477

=== Log global consensus distance @ E22B10 ===
consensus_distance=8.509



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=5.315
clique2_consensus_distance=16.383


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.0380 top1= 99.1477

=== Log global consensus distance @ E22B20 ===
consensus_distance=8.514



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=5.323
clique2_consensus_distance=16.382



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3309 top1= 54.5172


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7175 top1= 32.7424


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6964 top1= 33.3534

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0233 top1= 99.4318

=== Log global consensus distance @ E23B0 ===
consensus_distance=8.514



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=5.318
clique2_consensus_distance=16.384


[E23B10 |   4224/60000 (  7%) ] Loss: 0.0178 top1= 99.7159

=== Log global consensus distance @ E23B10 ===
consensus_distance=8.521



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=5.321
clique2_consensus_distance=16.400


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0653 top1= 98.8636

=== Log global consensus distance @ E23B20 ===
consensus_distance=8.526



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=5.328
clique2_consensus_distance=16.401



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3316 top1= 54.1366


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8077 top1= 32.0613


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7110 top1= 33.2131

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0118 top1= 99.4318

=== Log global consensus distance @ E24B0 ===
consensus_distance=8.532



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=5.331
clique2_consensus_distance=16.412


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0530 top1= 98.5795

=== Log global consensus distance @ E24B10 ===
consensus_distance=8.539



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=5.340
clique2_consensus_distance=16.426


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.0907 top1= 98.5795

=== Log global consensus distance @ E24B20 ===
consensus_distance=8.543



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=5.342
clique2_consensus_distance=16.427



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3348 top1= 53.8962


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7932 top1= 32.1014


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7708 top1= 33.1230

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0168 top1= 99.1477

=== Log global consensus distance @ E25B0 ===
consensus_distance=8.551



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=5.345
clique2_consensus_distance=16.443


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0099 top1= 99.7159

=== Log global consensus distance @ E25B10 ===
consensus_distance=8.555



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=5.342
clique2_consensus_distance=16.459


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.0372 top1= 99.1477

=== Log global consensus distance @ E25B20 ===
consensus_distance=8.563



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=5.357
clique2_consensus_distance=16.456



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3332 top1= 53.7760


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8977 top1= 31.5304


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7230 top1= 33.2732

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.0148 top1= 99.7159

=== Log global consensus distance @ E26B0 ===
consensus_distance=8.569



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=5.359
clique2_consensus_distance=16.469


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0343 top1= 98.8636

=== Log global consensus distance @ E26B10 ===
consensus_distance=8.576



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=5.363
clique2_consensus_distance=16.485


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0567 top1= 98.8636

=== Log global consensus distance @ E26B20 ===
consensus_distance=8.578



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=5.362
clique2_consensus_distance=16.485



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3254 top1= 54.9179


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6558 top1= 33.0629


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6896 top1= 33.3834

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.0217 top1= 99.4318

=== Log global consensus distance @ E27B0 ===
consensus_distance=8.581



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=5.363
clique2_consensus_distance=16.491


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0090 top1=100.0000

=== Log global consensus distance @ E27B10 ===
consensus_distance=8.587



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=5.363
clique2_consensus_distance=16.508


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0333 top1= 98.8636

=== Log global consensus distance @ E27B20 ===
consensus_distance=8.591



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=5.372
clique2_consensus_distance=16.504



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3226 top1= 54.6875


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7426 top1= 32.9127


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7421 top1= 33.3433

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.0320 top1= 98.8636

=== Log global consensus distance @ E28B0 ===
consensus_distance=8.596



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=5.372
clique2_consensus_distance=16.516


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0083 top1=100.0000

=== Log global consensus distance @ E28B10 ===
consensus_distance=8.602



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=5.372
clique2_consensus_distance=16.538


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.0656 top1= 98.5795

=== Log global consensus distance @ E28B20 ===
consensus_distance=8.607



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=5.386
clique2_consensus_distance=16.528



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3288 top1= 53.9663


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9048 top1= 31.7107


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7361 top1= 33.2833

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.0153 top1= 99.7159

=== Log global consensus distance @ E29B0 ===
consensus_distance=8.613



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=5.388
clique2_consensus_distance=16.536


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0100 top1= 99.7159

=== Log global consensus distance @ E29B10 ===
consensus_distance=8.617



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=5.384
clique2_consensus_distance=16.555


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.0755 top1= 98.5795

=== Log global consensus distance @ E29B20 ===
consensus_distance=8.622



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=5.394
clique2_consensus_distance=16.554



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3299 top1= 53.9663


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8153 top1= 32.1314


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7788 top1= 33.2232

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0157 top1= 99.1477

=== Log global consensus distance @ E30B0 ===
consensus_distance=8.626



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=5.392
clique2_consensus_distance=16.564


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0339 top1= 98.5795

=== Log global consensus distance @ E30B10 ===
consensus_distance=8.636



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=5.400
clique2_consensus_distance=16.584


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0532 top1= 98.5795

=== Log global consensus distance @ E30B20 ===
consensus_distance=8.640



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=5.405
clique2_consensus_distance=16.584



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3258 top1= 54.2468


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7827 top1= 32.4018


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7583 top1= 33.3634

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0074 top1= 99.4318

=== Log global consensus distance @ E31B0 ===
consensus_distance=8.643



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=5.402
clique2_consensus_distance=16.590


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0567 top1= 98.5795

=== Log global consensus distance @ E31B10 ===
consensus_distance=8.650



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=5.407
clique2_consensus_distance=16.606


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.0936 top1= 98.2955

=== Log global consensus distance @ E31B20 ===
consensus_distance=8.655



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=5.415
clique2_consensus_distance=16.605



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3236 top1= 54.6074


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7543 top1= 32.5721


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7738 top1= 33.2632

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0181 top1= 99.1477

=== Log global consensus distance @ E32B0 ===
consensus_distance=8.658



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=5.412
clique2_consensus_distance=16.619


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0078 top1=100.0000

=== Log global consensus distance @ E32B10 ===
consensus_distance=8.665



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=5.415
clique2_consensus_distance=16.632


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.0537 top1= 98.8636

=== Log global consensus distance @ E32B20 ===
consensus_distance=8.666



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=5.419
clique2_consensus_distance=16.627



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3183 top1= 54.5473


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8003 top1= 32.5421


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7757 top1= 33.3333

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0108 top1= 99.4318

=== Log global consensus distance @ E33B0 ===
consensus_distance=8.669



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=5.418
clique2_consensus_distance=16.635


[E33B10 |   4224/60000 (  7%) ] Loss: 0.0130 top1= 99.7159

=== Log global consensus distance @ E33B10 ===
consensus_distance=8.674



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=5.419
clique2_consensus_distance=16.650


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.0482 top1= 99.1477

=== Log global consensus distance @ E33B20 ===
consensus_distance=8.680



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=5.432
clique2_consensus_distance=16.643



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3263 top1= 53.6959


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0523 top1= 31.0897


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7722 top1= 33.2933

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.0270 top1= 99.7159

=== Log global consensus distance @ E34B0 ===
consensus_distance=8.687



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=5.434
clique2_consensus_distance=16.659


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0426 top1= 98.5795

=== Log global consensus distance @ E34B10 ===
consensus_distance=8.690



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=5.434
clique2_consensus_distance=16.667


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.0880 top1= 98.5795

=== Log global consensus distance @ E34B20 ===
consensus_distance=8.693



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=5.443
clique2_consensus_distance=16.659



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3246 top1= 54.3570


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7842 top1= 32.6422


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8150 top1= 33.2432

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.0180 top1= 99.1477

=== Log global consensus distance @ E35B0 ===
consensus_distance=8.696



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=5.437
clique2_consensus_distance=16.677


[E35B10 |   4224/60000 (  7%) ] Loss: 0.0302 top1= 99.1477

=== Log global consensus distance @ E35B10 ===
consensus_distance=8.704



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=5.440
clique2_consensus_distance=16.698


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.0265 top1= 99.4318

=== Log global consensus distance @ E35B20 ===
consensus_distance=8.710



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=5.452
clique2_consensus_distance=16.692



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3164 top1= 55.1482


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5610 top1= 34.1747


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8367 top1= 33.2532

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.0647 top1= 97.1591

=== Log global consensus distance @ E36B0 ===
consensus_distance=8.716



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=5.454
clique2_consensus_distance=16.703


[E36B10 |   4224/60000 (  7%) ] Loss: 0.0127 top1= 99.7159

=== Log global consensus distance @ E36B10 ===
consensus_distance=8.719



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=5.448
clique2_consensus_distance=16.722


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.0632 top1= 98.5795

=== Log global consensus distance @ E36B20 ===
consensus_distance=8.727



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=5.464
clique2_consensus_distance=16.721



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3251 top1= 53.7760


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9766 top1= 31.6206


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8240 top1= 33.2031

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.0208 top1= 99.7159

=== Log global consensus distance @ E37B0 ===
consensus_distance=8.732



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=5.462
clique2_consensus_distance=16.733


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0151 top1= 99.4318

=== Log global consensus distance @ E37B10 ===
consensus_distance=8.734



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=5.458
clique2_consensus_distance=16.744


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.0478 top1= 98.8636

=== Log global consensus distance @ E37B20 ===
consensus_distance=8.738



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=5.467
clique2_consensus_distance=16.742



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3161 top1= 54.3870


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8610 top1= 32.4219


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8177 top1= 33.3433

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.0123 top1= 99.4318

=== Log global consensus distance @ E38B0 ===
consensus_distance=8.739



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=5.463
clique2_consensus_distance=16.749


[E38B10 |   4224/60000 (  7%) ] Loss: 0.0157 top1= 99.1477

=== Log global consensus distance @ E38B10 ===
consensus_distance=8.743



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=5.462
clique2_consensus_distance=16.763


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.0340 top1= 98.8636

=== Log global consensus distance @ E38B20 ===
consensus_distance=8.748



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=5.475
clique2_consensus_distance=16.757



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3203 top1= 53.9062


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0268 top1= 31.3902


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8066 top1= 33.3033

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.0177 top1= 99.7159

=== Log global consensus distance @ E39B0 ===
consensus_distance=8.756



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=5.482
clique2_consensus_distance=16.767


[E39B10 |   4224/60000 (  7%) ] Loss: 0.0493 top1= 98.5795

=== Log global consensus distance @ E39B10 ===
consensus_distance=8.756



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=5.475
clique2_consensus_distance=16.776


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.0596 top1= 98.5795

=== Log global consensus distance @ E39B20 ===
consensus_distance=8.761



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=5.482
clique2_consensus_distance=16.775



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3238 top1= 53.8361


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0111 top1= 31.5304


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8436 top1= 33.2131

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.0212 top1= 99.7159

=== Log global consensus distance @ E40B0 ===
consensus_distance=8.764



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=5.483
clique2_consensus_distance=16.786


[E40B10 |   4224/60000 (  7%) ] Loss: 0.0601 top1= 98.2955

=== Log global consensus distance @ E40B10 ===
consensus_distance=8.769



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=5.484
clique2_consensus_distance=16.798


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.0878 top1= 98.5795

=== Log global consensus distance @ E40B20 ===
consensus_distance=8.773



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=5.489
clique2_consensus_distance=16.797



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3183 top1= 54.2167


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8092 top1= 32.5521


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8954 top1= 33.2532

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.0109 top1= 99.4318

=== Log global consensus distance @ E41B0 ===
consensus_distance=8.778



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=5.488
clique2_consensus_distance=16.810


[E41B10 |   4224/60000 (  7%) ] Loss: 0.0134 top1= 99.4318

=== Log global consensus distance @ E41B10 ===
consensus_distance=8.784



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=5.490
clique2_consensus_distance=16.825


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1573 top1= 97.7273

=== Log global consensus distance @ E41B20 ===
consensus_distance=8.790



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=5.505
clique2_consensus_distance=16.818



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3223 top1= 53.6158


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0343 top1= 31.3101


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8881 top1= 33.1631

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.0274 top1= 99.4318

=== Log global consensus distance @ E42B0 ===
consensus_distance=8.792



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=5.498
clique2_consensus_distance=16.833


[E42B10 |   4224/60000 (  7%) ] Loss: 0.0266 top1= 98.5795

=== Log global consensus distance @ E42B10 ===
consensus_distance=8.797



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=5.501
clique2_consensus_distance=16.846


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.0320 top1= 99.1477

=== Log global consensus distance @ E42B20 ===
consensus_distance=8.799



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=5.506
clique2_consensus_distance=16.839



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3107 top1= 54.4772


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8816 top1= 32.5521


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8564 top1= 33.3433

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.0190 top1= 99.1477

=== Log global consensus distance @ E43B0 ===
consensus_distance=8.802



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=5.505
clique2_consensus_distance=16.846


[E43B10 |   4224/60000 (  7%) ] Loss: 0.0058 top1=100.0000

=== Log global consensus distance @ E43B10 ===
consensus_distance=8.806



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=5.503
clique2_consensus_distance=16.864


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.0554 top1= 98.8636

=== Log global consensus distance @ E43B20 ===
consensus_distance=8.811



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=5.514
clique2_consensus_distance=16.861



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3154 top1= 54.6775


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7964 top1= 32.8225


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8755 top1= 33.3033

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.0115 top1= 99.7159

=== Log global consensus distance @ E44B0 ===
consensus_distance=8.811



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=5.514
clique2_consensus_distance=16.860


[E44B10 |   4224/60000 (  7%) ] Loss: 0.0747 top1= 98.2955

=== Log global consensus distance @ E44B10 ===
consensus_distance=8.818



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=5.517
clique2_consensus_distance=16.874


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.0538 top1= 98.5795

=== Log global consensus distance @ E44B20 ===
consensus_distance=8.823



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=5.526
clique2_consensus_distance=16.874



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3168 top1= 54.0465


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9917 top1= 31.7408


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8782 top1= 33.2632

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.0143 top1= 99.7159

=== Log global consensus distance @ E45B0 ===
consensus_distance=8.825



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=5.524
clique2_consensus_distance=16.881


[E45B10 |   4224/60000 (  7%) ] Loss: 0.0650 top1= 98.2955

=== Log global consensus distance @ E45B10 ===
consensus_distance=8.828



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=5.522
clique2_consensus_distance=16.893


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.0766 top1= 98.5795

=== Log global consensus distance @ E45B20 ===
consensus_distance=8.834



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=5.530
clique2_consensus_distance=16.894



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3133 top1= 54.1967


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8450 top1= 32.5821


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9126 top1= 33.2833

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.0117 top1= 99.7159

=== Log global consensus distance @ E46B0 ===
consensus_distance=8.837



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=5.527
clique2_consensus_distance=16.905


[E46B10 |   4224/60000 (  7%) ] Loss: 0.0083 top1=100.0000

=== Log global consensus distance @ E46B10 ===
consensus_distance=8.841



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=5.524
clique2_consensus_distance=16.921


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.0678 top1= 98.8636

=== Log global consensus distance @ E46B20 ===
consensus_distance=8.848



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=5.540
clique2_consensus_distance=16.914



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3182 top1= 53.7861


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0300 top1= 31.6006


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9146 top1= 33.3133

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.0211 top1= 99.7159

=== Log global consensus distance @ E47B0 ===
consensus_distance=8.851



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=5.536
clique2_consensus_distance=16.929


[E47B10 |   4224/60000 (  7%) ] Loss: 0.0630 top1= 98.2955

=== Log global consensus distance @ E47B10 ===
consensus_distance=8.858



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=5.544
clique2_consensus_distance=16.940


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.0215 top1= 99.1477

=== Log global consensus distance @ E47B20 ===
consensus_distance=8.858



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=5.544
clique2_consensus_distance=16.936



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3106 top1= 54.2468


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9459 top1= 32.3618


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8999 top1= 33.3433

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.0115 top1= 99.4318

=== Log global consensus distance @ E48B0 ===
consensus_distance=8.863



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=5.546
clique2_consensus_distance=16.946


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0187 top1= 99.4318

=== Log global consensus distance @ E48B10 ===
consensus_distance=8.866



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=5.544
clique2_consensus_distance=16.959


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0373 top1= 99.1477

=== Log global consensus distance @ E48B20 ===
consensus_distance=8.867



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=5.549
clique2_consensus_distance=16.951



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3100 top1= 54.5773


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8266 top1= 32.9026


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9180 top1= 33.3734

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0242 top1= 99.4318

=== Log global consensus distance @ E49B0 ===
consensus_distance=8.867



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=5.548
clique2_consensus_distance=16.951


[E49B10 |   4224/60000 (  7%) ] Loss: 0.0167 top1= 99.7159

=== Log global consensus distance @ E49B10 ===
consensus_distance=8.874



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=5.549
clique2_consensus_distance=16.971


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.0572 top1= 98.8636

=== Log global consensus distance @ E49B20 ===
consensus_distance=8.879



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=5.557
clique2_consensus_distance=16.970



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3105 top1= 54.2368


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9372 top1= 32.3518


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9374 top1= 33.1430

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.0165 top1= 99.1477

=== Log global consensus distance @ E50B0 ===
consensus_distance=8.881



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=5.558
clique2_consensus_distance=16.972


[E50B10 |   4224/60000 (  7%) ] Loss: 0.0614 top1= 98.2955

=== Log global consensus distance @ E50B10 ===
consensus_distance=8.887



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=5.565
clique2_consensus_distance=16.985


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.0840 top1= 98.5795

=== Log global consensus distance @ E50B20 ===
consensus_distance=8.890



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=5.567
clique2_consensus_distance=16.984



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3132 top1= 53.9663


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9693 top1= 32.0913


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9648 top1= 33.2332

