
=== 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: 0.7871 top1= 79.2614

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.561



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=1.566


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2725 top1= 92.8977

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.970



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=3.329



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2671 top1= 28.0549


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2764 top1= 41.5164


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8225 top1= 40.7352

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1396 top1= 95.7386

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.958



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=3.335


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1424 top1= 95.4545

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.850



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=2.891


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1899 top1= 94.0341

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.756



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.506



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3008 top1= 29.2768


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7618 top1= 47.0052


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3231 top1= 41.0156

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1169 top1= 97.4432

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.725



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=2.384


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1371 top1= 96.0227

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.719



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.346


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1373 top1= 95.4545

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.712



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.327



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7703 top1= 26.2720


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8253 top1= 50.0300


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0565 top1= 42.0673

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1098 top1= 97.4432

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.719



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=2.372


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1099 top1= 96.5909

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.740



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=2.453


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1325 top1= 95.7386

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.744



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.479



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1997 top1= 25.6510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8673 top1= 50.4507


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0776 top1= 42.1474

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1087 top1= 97.1591

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.762



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.568


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1068 top1= 96.0227

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.788



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.665


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1341 top1= 95.4545

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.791



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.688



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4087 top1= 25.0701


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8449 top1= 50.4708


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9627 top1= 42.3978

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1070 top1= 98.0114

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.812



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.789


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1156 top1= 96.3068

=== Log global consensus distance @ E6B10 ===
consensus_distance=0.837



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.886


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1274 top1= 96.0227

=== Log global consensus distance @ E6B20 ===
consensus_distance=0.840



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.903



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5054 top1= 24.4291


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7891 top1= 50.4307


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8923 top1= 42.6282

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1071 top1= 97.1591

=== Log global consensus distance @ E7B0 ===
consensus_distance=0.853



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=2.975


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1040 top1= 97.1591

=== Log global consensus distance @ E7B10 ===
consensus_distance=0.881



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.082


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1291 top1= 96.0227

=== Log global consensus distance @ E7B20 ===
consensus_distance=0.884



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.097



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6459 top1= 23.8882


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8053 top1= 50.1903


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8314 top1= 42.5982

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.1088 top1= 97.1591

=== Log global consensus distance @ E8B0 ===
consensus_distance=0.892



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.148


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0984 top1= 97.4432

=== Log global consensus distance @ E8B10 ===
consensus_distance=0.924



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.268


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1338 top1= 96.3068

=== Log global consensus distance @ E8B20 ===
consensus_distance=0.921



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.259



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.8293 top1= 23.3373


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8845 top1= 49.8798


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7827 top1= 42.3277

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.1018 top1= 98.0114

=== Log global consensus distance @ E9B0 ===
consensus_distance=0.934



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.331


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.1025 top1= 97.1591

=== Log global consensus distance @ E9B10 ===
consensus_distance=0.973



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.481


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1366 top1= 95.7386

=== Log global consensus distance @ E9B20 ===
consensus_distance=0.973



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.483



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0607 top1= 22.9667


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9215 top1= 49.1186


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7416 top1= 42.1675

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.1009 top1= 98.5795

=== Log global consensus distance @ E10B0 ===
consensus_distance=0.993



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.589


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1021 top1= 97.1591

=== Log global consensus distance @ E10B10 ===
consensus_distance=1.031



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.737


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1346 top1= 96.3068

=== Log global consensus distance @ E10B20 ===
consensus_distance=1.032



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=3.745



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.4329 top1= 21.9351


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9669 top1= 48.2772


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7212 top1= 41.8670

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.1007 top1= 98.5795

=== Log global consensus distance @ E11B0 ===
consensus_distance=1.062



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.895


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1040 top1= 97.1591

=== Log global consensus distance @ E11B10 ===
consensus_distance=1.097



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.033


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1358 top1= 96.0227

=== Log global consensus distance @ E11B20 ===
consensus_distance=1.102



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.057



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.0121 top1= 20.9235


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9409 top1= 47.3458


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6484 top1= 41.9371

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.1045 top1= 98.0114

=== Log global consensus distance @ E12B0 ===
consensus_distance=1.139



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.229


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1052 top1= 97.4432

=== Log global consensus distance @ E12B10 ===
consensus_distance=1.177



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.389


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1338 top1= 96.0227

=== Log global consensus distance @ E12B20 ===
consensus_distance=1.184



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=4.424



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7006 top1= 20.0821


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9031 top1= 46.4343


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5778 top1= 42.1975

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.1076 top1= 98.2955

=== Log global consensus distance @ E13B0 ===
consensus_distance=1.220



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=4.590


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1096 top1= 97.4432

=== Log global consensus distance @ E13B10 ===
consensus_distance=1.257



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=4.745


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1384 top1= 95.4545

=== Log global consensus distance @ E13B20 ===
consensus_distance=1.268



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=4.797



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.2664 top1= 19.6514


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8891 top1= 45.5829


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5048 top1= 42.5381

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.1102 top1= 97.7273

=== Log global consensus distance @ E14B0 ===
consensus_distance=1.304



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=4.962


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1154 top1= 97.1591

=== Log global consensus distance @ E14B10 ===
consensus_distance=1.338



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.102


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1396 top1= 96.0227

=== Log global consensus distance @ E14B20 ===
consensus_distance=1.346



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.143



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.6638 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8735 top1= 44.7716


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4256 top1= 43.0389

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.1138 top1= 98.2955

=== Log global consensus distance @ E15B0 ===
consensus_distance=1.367



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.243


[E15B10 |   4224/60000 (  7%) ] Loss: 0.1206 top1= 96.8750

=== Log global consensus distance @ E15B10 ===
consensus_distance=1.395



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.357


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1395 top1= 96.0227

=== Log global consensus distance @ E15B20 ===
consensus_distance=1.402



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.387



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7827 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8445 top1= 43.9403


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3772 top1= 43.4095

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.1177 top1= 98.2955

=== Log global consensus distance @ E16B0 ===
consensus_distance=1.413



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.449


[E16B10 |   4224/60000 (  7%) ] Loss: 0.1278 top1= 96.3068

=== Log global consensus distance @ E16B10 ===
consensus_distance=1.432



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.519


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1404 top1= 96.3068

=== Log global consensus distance @ E16B20 ===
consensus_distance=1.434



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.531



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.6337 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8312 top1= 43.4495


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3408 top1= 43.5998

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.1205 top1= 98.0114

=== Log global consensus distance @ E17B0 ===
consensus_distance=1.433



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.539


[E17B10 |   4224/60000 (  7%) ] Loss: 0.1329 top1= 96.3068

=== Log global consensus distance @ E17B10 ===
consensus_distance=1.444



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.572


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1429 top1= 96.5909

=== Log global consensus distance @ E17B20 ===
consensus_distance=1.435



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.537



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.2851 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8305 top1= 43.1490


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3180 top1= 43.5397

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.1207 top1= 98.0114

=== Log global consensus distance @ E18B0 ===
consensus_distance=1.429



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.525


[E18B10 |   4224/60000 (  7%) ] Loss: 0.1393 top1= 96.0227

=== Log global consensus distance @ E18B10 ===
consensus_distance=1.431



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.515


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1418 top1= 96.8750

=== Log global consensus distance @ E18B20 ===
consensus_distance=1.413



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=5.444



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.8175 top1= 19.6915


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8355 top1= 42.7484


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3086 top1= 43.5797

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.1216 top1= 98.5795

=== Log global consensus distance @ E19B0 ===
consensus_distance=1.397



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.391


[E19B10 |   4224/60000 (  7%) ] Loss: 0.1369 top1= 96.3068

=== Log global consensus distance @ E19B10 ===
consensus_distance=1.393



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.348


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1433 top1= 96.8750

=== Log global consensus distance @ E19B20 ===
consensus_distance=1.369



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.249



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.4810 top1= 19.9619


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8409 top1= 42.9387


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3121 top1= 43.6398

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.1233 top1= 98.2955

=== Log global consensus distance @ E20B0 ===
consensus_distance=1.348



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=5.173


[E20B10 |   4224/60000 (  7%) ] Loss: 0.1304 top1= 96.3068

=== Log global consensus distance @ E20B10 ===
consensus_distance=1.344



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=5.132


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1456 top1= 96.8750

=== Log global consensus distance @ E20B20 ===
consensus_distance=1.311



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.997



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.0361 top1= 20.3626


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8747 top1= 42.8385


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3453 top1= 43.5196

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.1226 top1= 98.2955

=== Log global consensus distance @ E21B0 ===
consensus_distance=1.293



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.935


[E21B10 |   4224/60000 (  7%) ] Loss: 0.1258 top1= 96.8750

=== Log global consensus distance @ E21B10 ===
consensus_distance=1.289



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.890


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.1436 top1= 96.8750

=== Log global consensus distance @ E21B20 ===
consensus_distance=1.253



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.742



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.6834 top1= 21.0136


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9071 top1= 42.5581


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3795 top1= 43.5196

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.1228 top1= 98.2955

=== Log global consensus distance @ E22B0 ===
consensus_distance=1.235



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.679


[E22B10 |   4224/60000 (  7%) ] Loss: 0.1250 top1= 96.8750

=== Log global consensus distance @ E22B10 ===
consensus_distance=1.232



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=4.640


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.1410 top1= 97.1591

=== Log global consensus distance @ E22B20 ===
consensus_distance=1.198



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.503



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.2437 top1= 22.0753


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9763 top1= 42.2676


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3950 top1= 43.4896

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.1242 top1= 98.8636

=== Log global consensus distance @ E23B0 ===
consensus_distance=1.184



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.458


[E23B10 |   4224/60000 (  7%) ] Loss: 0.1243 top1= 96.8750

=== Log global consensus distance @ E23B10 ===
consensus_distance=1.179



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.410


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.1390 top1= 97.4432

=== Log global consensus distance @ E23B20 ===
consensus_distance=1.151



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.298



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0467 top1= 22.8466


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9658 top1= 41.9972


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4260 top1= 43.5597

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.1251 top1= 98.8636

=== Log global consensus distance @ E24B0 ===
consensus_distance=1.139



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.257


[E24B10 |   4224/60000 (  7%) ] Loss: 0.1241 top1= 97.1591

=== Log global consensus distance @ E24B10 ===
consensus_distance=1.137



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.224


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.1367 top1= 97.7273

=== Log global consensus distance @ E24B20 ===
consensus_distance=1.111



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.125



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7703 top1= 24.0685


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0056 top1= 41.9671


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4670 top1= 43.6298

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.1243 top1= 98.5795

=== Log global consensus distance @ E25B0 ===
consensus_distance=1.103



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.099


[E25B10 |   4224/60000 (  7%) ] Loss: 0.1228 top1= 97.1591

=== Log global consensus distance @ E25B10 ===
consensus_distance=1.100



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=4.062


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1361 top1= 97.4432

=== Log global consensus distance @ E25B20 ===
consensus_distance=1.076



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.969



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5237 top1= 25.4808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0235 top1= 41.9671


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4964 top1= 43.4896

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.1237 top1= 98.5795

=== Log global consensus distance @ E26B0 ===
consensus_distance=1.071



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.960


[E26B10 |   4224/60000 (  7%) ] Loss: 0.1221 top1= 96.8750

=== Log global consensus distance @ E26B10 ===
consensus_distance=1.073



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.942


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.1338 top1= 97.4432

=== Log global consensus distance @ E26B20 ===
consensus_distance=1.051



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.859



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3673 top1= 26.2921


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0396 top1= 41.8770


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5295 top1= 43.1791

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.1240 top1= 98.5795

=== Log global consensus distance @ E27B0 ===
consensus_distance=1.049



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.861


[E27B10 |   4224/60000 (  7%) ] Loss: 0.1189 top1= 97.1591

=== Log global consensus distance @ E27B10 ===
consensus_distance=1.056



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.865


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.1311 top1= 97.4432

=== Log global consensus distance @ E27B20 ===
consensus_distance=1.035



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.785



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2436 top1= 27.0132


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0700 top1= 42.1374


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5294 top1= 43.2292

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.1229 top1= 98.5795

=== Log global consensus distance @ E28B0 ===
consensus_distance=1.033



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.788


[E28B10 |   4224/60000 (  7%) ] Loss: 0.1200 top1= 97.1591

=== Log global consensus distance @ E28B10 ===
consensus_distance=1.040



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.798


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.1300 top1= 97.4432

=== Log global consensus distance @ E28B20 ===
consensus_distance=1.023



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.734



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1409 top1= 27.6643


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1071 top1= 42.2676


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5755 top1= 43.0088

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.1230 top1= 98.5795

=== Log global consensus distance @ E29B0 ===
consensus_distance=1.024



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.748


[E29B10 |   4224/60000 (  7%) ] Loss: 0.1190 top1= 97.1591

=== Log global consensus distance @ E29B10 ===
consensus_distance=1.035



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.770


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1257 top1= 97.7273

=== Log global consensus distance @ E29B20 ===
consensus_distance=1.021



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.720



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0304 top1= 28.3654


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1379 top1= 42.5180


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5852 top1= 42.9387

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.1231 top1= 98.2955

=== Log global consensus distance @ E30B0 ===
consensus_distance=1.021



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.730


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1191 top1= 97.1591

=== Log global consensus distance @ E30B10 ===
consensus_distance=1.029



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.748


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1264 top1= 97.4432

=== Log global consensus distance @ E30B20 ===
consensus_distance=1.015



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.692



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9200 top1= 29.1867


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1867 top1= 42.4679


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6193 top1= 42.9287

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1222 top1= 98.2955

=== Log global consensus distance @ E31B0 ===
consensus_distance=1.018



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.715


[E31B10 |   4224/60000 (  7%) ] Loss: 0.1187 top1= 97.1591

=== Log global consensus distance @ E31B10 ===
consensus_distance=1.026



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.730


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1247 top1= 98.0114

=== Log global consensus distance @ E31B20 ===
consensus_distance=1.010



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.670



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8322 top1= 29.8678


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2299 top1= 42.4980


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6428 top1= 43.0889

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1232 top1= 98.2955

=== Log global consensus distance @ E32B0 ===
consensus_distance=1.013



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.691


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1196 top1= 96.8750

=== Log global consensus distance @ E32B10 ===
consensus_distance=1.018



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.697


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1276 top1= 97.7273

=== Log global consensus distance @ E32B20 ===
consensus_distance=1.002



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.636



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7564 top1= 30.1583


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2544 top1= 42.6482


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6423 top1= 42.7684

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.1241 top1= 98.0114

=== Log global consensus distance @ E33B0 ===
consensus_distance=1.007



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.664


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1175 top1= 96.8750

=== Log global consensus distance @ E33B10 ===
consensus_distance=1.014



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.674


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1255 top1= 97.7273

=== Log global consensus distance @ E33B20 ===
consensus_distance=0.997



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.613



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7357 top1= 29.9179


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2818 top1= 42.7484


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6616 top1= 42.4880

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.1241 top1= 98.0114

=== Log global consensus distance @ E34B0 ===
consensus_distance=0.999



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.626


[E34B10 |   4224/60000 (  7%) ] Loss: 0.1178 top1= 96.8750

=== Log global consensus distance @ E34B10 ===
consensus_distance=1.004



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.633


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1223 top1= 97.4432

=== Log global consensus distance @ E34B20 ===
consensus_distance=0.989



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.577



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6427 top1= 30.4587


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3229 top1= 42.8385


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6452 top1= 42.4479

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.1248 top1= 98.0114

=== Log global consensus distance @ E35B0 ===
consensus_distance=0.993



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.598


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1164 top1= 96.8750

=== Log global consensus distance @ E35B10 ===
consensus_distance=0.997



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.599


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.1220 top1= 98.0114

=== Log global consensus distance @ E35B20 ===
consensus_distance=0.985



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.555



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6434 top1= 30.3085


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3431 top1= 42.7985


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6414 top1= 42.5581

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.1262 top1= 98.0114

=== Log global consensus distance @ E36B0 ===
consensus_distance=0.990



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.582


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1158 top1= 96.8750

=== Log global consensus distance @ E36B10 ===
consensus_distance=0.994



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.586


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1217 top1= 97.7273

=== Log global consensus distance @ E36B20 ===
consensus_distance=0.980



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.533



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6293 top1= 30.0280


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3643 top1= 43.0990


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6625 top1= 42.7284

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.1265 top1= 97.7273

=== Log global consensus distance @ E37B0 ===
consensus_distance=0.987



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.567


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1157 top1= 96.8750

=== Log global consensus distance @ E37B10 ===
consensus_distance=0.993



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.580


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1218 top1= 97.4432

=== Log global consensus distance @ E37B20 ===
consensus_distance=0.979



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.530



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5767 top1= 30.5188


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3939 top1= 42.8886


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6824 top1= 42.1975

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1244 top1= 97.7273

=== Log global consensus distance @ E38B0 ===
consensus_distance=0.987



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.568


[E38B10 |   4224/60000 (  7%) ] Loss: 0.1146 top1= 96.8750

=== Log global consensus distance @ E38B10 ===
consensus_distance=0.993



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.581


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1221 top1= 97.4432

=== Log global consensus distance @ E38B20 ===
consensus_distance=0.978



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.524



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5222 top1= 30.4387


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4003 top1= 43.1490


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6756 top1= 41.9972

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1245 top1= 97.4432

=== Log global consensus distance @ E39B0 ===
consensus_distance=0.985



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.559


[E39B10 |   4224/60000 (  7%) ] Loss: 0.1151 top1= 96.8750

=== Log global consensus distance @ E39B10 ===
consensus_distance=0.991



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.571


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.1205 top1= 97.7273

=== Log global consensus distance @ E39B20 ===
consensus_distance=0.978



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.526



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4836 top1= 30.6290


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4053 top1= 43.1090


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6715 top1= 42.0072

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.1246 top1= 97.7273

=== Log global consensus distance @ E40B0 ===
consensus_distance=0.984



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.556


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1156 top1= 96.3068

=== Log global consensus distance @ E40B10 ===
consensus_distance=0.992



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.573


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1212 top1= 98.0114

=== Log global consensus distance @ E40B20 ===
consensus_distance=0.976



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.515



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4424 top1= 30.3586


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4173 top1= 43.1991


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6771 top1= 42.0773

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.1246 top1= 97.7273

=== Log global consensus distance @ E41B0 ===
consensus_distance=0.983



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.549


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1151 top1= 96.5909

=== Log global consensus distance @ E41B10 ===
consensus_distance=0.989



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.563


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1201 top1= 98.0114

=== Log global consensus distance @ E41B20 ===
consensus_distance=0.976



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.514



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4250 top1= 30.0681


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4388 top1= 43.2893


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6540 top1= 42.1875

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1262 top1= 97.7273

=== Log global consensus distance @ E42B0 ===
consensus_distance=0.983



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.548


[E42B10 |   4224/60000 (  7%) ] Loss: 0.1155 top1= 96.3068

=== Log global consensus distance @ E42B10 ===
consensus_distance=0.988



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.559


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1205 top1= 98.2955

=== Log global consensus distance @ E42B20 ===
consensus_distance=0.975



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.509



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4105 top1= 29.6875


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4590 top1= 43.3193


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6575 top1= 42.1274

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.1269 top1= 97.7273

=== Log global consensus distance @ E43B0 ===
consensus_distance=0.983



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.547


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1142 top1= 96.5909

=== Log global consensus distance @ E43B10 ===
consensus_distance=0.989



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.562


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1217 top1= 98.5795

=== Log global consensus distance @ E43B20 ===
consensus_distance=0.974



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.508



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4126 top1= 29.3770


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4722 top1= 43.3393


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6641 top1= 41.9772

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1279 top1= 97.4432

=== Log global consensus distance @ E44B0 ===
consensus_distance=0.982



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.545


[E44B10 |   4224/60000 (  7%) ] Loss: 0.1157 top1= 96.3068

=== Log global consensus distance @ E44B10 ===
consensus_distance=0.990



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.566


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1206 top1= 98.2955

=== Log global consensus distance @ E44B20 ===
consensus_distance=0.976



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.517



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3866 top1= 28.9764


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4906 top1= 43.3994


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6642 top1= 41.8870

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.1269 top1= 97.4432

=== Log global consensus distance @ E45B0 ===
consensus_distance=0.986



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.560


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1154 top1= 96.3068

=== Log global consensus distance @ E45B10 ===
consensus_distance=0.993



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.578


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1225 top1= 98.2955

=== Log global consensus distance @ E45B20 ===
consensus_distance=0.978



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.525



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3983 top1= 28.2352


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4894 top1= 43.2492


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6417 top1= 41.8169

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.1286 top1= 97.4432

=== Log global consensus distance @ E46B0 ===
consensus_distance=0.989



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.576


[E46B10 |   4224/60000 (  7%) ] Loss: 0.1152 top1= 96.3068

=== Log global consensus distance @ E46B10 ===
consensus_distance=0.999



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.603


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.1232 top1= 98.5795

=== Log global consensus distance @ E46B20 ===
consensus_distance=0.984



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.549



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4314 top1= 27.6743


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4950 top1= 43.2091


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6458 top1= 41.9271

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.1268 top1= 97.4432

=== Log global consensus distance @ E47B0 ===
consensus_distance=0.995



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.597


[E47B10 |   4224/60000 (  7%) ] Loss: 0.1155 top1= 96.3068

=== Log global consensus distance @ E47B10 ===
consensus_distance=1.003



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.620


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.1245 top1= 98.5795

=== Log global consensus distance @ E47B20 ===
consensus_distance=0.988



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.565



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4366 top1= 27.0232


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5061 top1= 43.1791


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6256 top1= 42.2776

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.1266 top1= 97.4432

=== Log global consensus distance @ E48B0 ===
consensus_distance=0.999



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.616


[E48B10 |   4224/60000 (  7%) ] Loss: 0.1180 top1= 96.5909

=== Log global consensus distance @ E48B10 ===
consensus_distance=1.008



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.641


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.1230 top1= 98.5795

=== Log global consensus distance @ E48B20 ===
consensus_distance=0.994



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.592



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4351 top1= 26.8830


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5250 top1= 43.3293


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6511 top1= 41.6867

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.1270 top1= 97.4432

=== Log global consensus distance @ E49B0 ===
consensus_distance=1.004



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.639


[E49B10 |   4224/60000 (  7%) ] Loss: 0.1168 top1= 96.3068

=== Log global consensus distance @ E49B10 ===
consensus_distance=1.014



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.668


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.1217 top1= 98.5795

=== Log global consensus distance @ E49B20 ===
consensus_distance=1.001



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.624



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4736 top1= 25.7212


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5040 top1= 43.2692


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6275 top1= 41.8169

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.1268 top1= 97.4432

=== Log global consensus distance @ E50B0 ===
consensus_distance=1.010



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.665


[E50B10 |   4224/60000 (  7%) ] Loss: 0.1172 top1= 96.5909

=== Log global consensus distance @ E50B10 ===
consensus_distance=1.022



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.706


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1230 top1= 98.0114

=== Log global consensus distance @ E50B20 ===
consensus_distance=1.009



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.660



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4844 top1= 25.1803


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5139 top1= 43.1891


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6222 top1= 41.7568

