
=== Start adding workers ===
=> Add worker SGDMWorker(index=0, momentum=0.9)
=> Add worker SGDMWorker(index=1, momentum=0.9)
=> Add worker SGDMWorker(index=2, momentum=0.9)
=> Add worker SGDMWorker(index=3, momentum=0.9)
=> Add worker SGDMWorker(index=4, momentum=0.9)
=> Add worker SGDMWorker(index=5, momentum=0.9)
=> Add worker SGDMWorker(index=6, momentum=0.9)
=> Add worker SGDMWorker(index=7, momentum=0.9)
=> Add worker SGDMWorker(index=8, momentum=0.9)
=> Add worker SGDMWorker(index=9, momentum=0.9)
=> Add worker SGDMWorker(index=10, momentum=0.9)
=> Add worker ByzantineWorker(index=11)

=== Start adding graph ===
TwoCliquesWithByzantine(m=5,b=1)

Train epoch 1
[E 1B0  |    384/60000 (  1%) ] Loss: 2.3142 top1=  7.6705

=== Peeking data label distribution E1B0 ===
Worker 0 has targets: tensor([0, 0, 0, 0, 0], device='cuda:0')
Worker 1 has targets: tensor([1, 1, 1, 0, 1], device='cuda:0')
Worker 2 has targets: tensor([1, 1, 2, 1, 1], device='cuda:0')
Worker 3 has targets: tensor([2, 2, 3, 2, 2], device='cuda:0')
Worker 4 has targets: tensor([3, 3, 3, 3, 3], device='cuda:0')
Worker 5 has targets: tensor([4, 4, 4, 4, 4], device='cuda:0')
Worker 6 has targets: tensor([5, 5, 5, 5, 5], device='cuda:0')
Worker 7 has targets: tensor([6, 6, 6, 5, 6], device='cuda:0')
Worker 8 has targets: tensor([6, 7, 7, 6, 6], device='cuda:0')
Worker 9 has targets: tensor([7, 7, 8, 7, 7], device='cuda:0')
Worker 10 has targets: tensor([8, 8, 9, 8, 8], device='cuda:0')
Worker 11 has targets: tensor([9, 9, 9, 9, 9], device='cuda:0')



=== Log global consensus distance @ E1B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E1B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002



=== Log mixing matrix @ E1B0 ===
[[0.167 0.167 0.167 0.167 0.167 0.    0.    0.    0.    0.    0.167 0.   ]
 [0.167 0.233 0.2   0.2   0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.233 0.2   0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.2   0.233 0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.2   0.2   0.233 0.    0.    0.    0.    0.    0.    0.   ]
 [0.    0.    0.    0.    0.    0.233 0.2   0.2   0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.233 0.2   0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.2   0.233 0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.2   0.2   0.233 0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.167 0.167 0.167 0.167 0.167 0.167 0.   ]
 [0.167 0.    0.    0.    0.    0.    0.    0.    0.    0.167 0.417 0.25 ]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.25  0.75 ]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.8002 top1= 75.5682

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.811



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=1.614


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2752 top1= 93.1818

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.464



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.041
clique2_consensus_distance=3.899



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.3448 top1= 23.6078


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5479 top1= 40.9455


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7532 top1= 39.4030

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.1884 top1= 94.0341

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.504



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=4.224


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.1973 top1= 94.3182

=== Log global consensus distance @ E2B10 ===
consensus_distance=1.443



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=4.024


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.1990 top1= 93.7500

=== Log global consensus distance @ E2B20 ===
consensus_distance=1.383



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=3.795



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.0036 top1= 20.1723


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.6849 top1= 47.1254


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4040 top1= 42.3377

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.1469 top1= 97.1591

=== Log global consensus distance @ E3B0 ===
consensus_distance=1.371



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=3.773


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.1446 top1= 95.1705

=== Log global consensus distance @ E3B10 ===
consensus_distance=1.415



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=3.964


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.1821 top1= 94.8864

=== Log global consensus distance @ E3B20 ===
consensus_distance=1.447



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=4.139



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6575 top1= 19.3309


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8752 top1= 48.7079


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4300 top1= 41.8169

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.1432 top1= 97.1591

=== Log global consensus distance @ E4B0 ===
consensus_distance=1.515



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=4.458


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.1460 top1= 94.8864

=== Log global consensus distance @ E4B10 ===
consensus_distance=1.594



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.036
clique2_consensus_distance=4.791


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.1711 top1= 96.5909

=== Log global consensus distance @ E4B20 ===
consensus_distance=1.651



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=5.060



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.3964 top1= 19.2308


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1167 top1= 48.1871


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4451 top1= 41.7969

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.1423 top1= 96.8750

=== Log global consensus distance @ E5B0 ===
consensus_distance=1.735



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=5.445


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.1448 top1= 96.3068

=== Log global consensus distance @ E5B10 ===
consensus_distance=1.831



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.038
clique2_consensus_distance=5.847


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.1703 top1= 97.4432

=== Log global consensus distance @ E5B20 ===
consensus_distance=1.902



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=6.170



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.4486 top1= 19.3910


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2980 top1= 47.4559


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4163 top1= 40.9054

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.1529 top1= 96.3068

=== Log global consensus distance @ E6B0 ===
consensus_distance=1.983



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=6.538


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.1430 top1= 96.0227

=== Log global consensus distance @ E6B10 ===
consensus_distance=2.094



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.040
clique2_consensus_distance=7.000


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.1784 top1= 96.5909

=== Log global consensus distance @ E6B20 ===
consensus_distance=2.165



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.040
clique2_consensus_distance=7.334



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.7070 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2465 top1= 46.9551


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2466 top1= 39.5533

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.1630 top1= 96.3068

=== Log global consensus distance @ E7B0 ===
consensus_distance=2.255



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.040
clique2_consensus_distance=7.748


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.1548 top1= 95.4545

=== Log global consensus distance @ E7B10 ===
consensus_distance=2.360



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.041
clique2_consensus_distance=8.195


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.1802 top1= 96.3068

=== Log global consensus distance @ E7B20 ===
consensus_distance=2.443



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.042
clique2_consensus_distance=8.575



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.6615 top1= 19.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1184 top1= 46.1138


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9627 top1= 38.7220

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.1821 top1= 96.3068

=== Log global consensus distance @ E8B0 ===
consensus_distance=2.508



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.042
clique2_consensus_distance=8.881


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.1516 top1= 96.8750

=== Log global consensus distance @ E8B10 ===
consensus_distance=2.623



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.043
clique2_consensus_distance=9.372


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.1730 top1= 96.8750

=== Log global consensus distance @ E8B20 ===
consensus_distance=2.694



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=9.707



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1391 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8721 top1= 44.9720


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0103 top1= 37.7103

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.1911 top1= 95.7386

=== Log global consensus distance @ E9B0 ===
consensus_distance=2.757



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.043
clique2_consensus_distance=10.001


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.1628 top1= 96.8750

=== Log global consensus distance @ E9B10 ===
consensus_distance=2.847



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=10.375


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.1732 top1= 96.5909

=== Log global consensus distance @ E9B20 ===
consensus_distance=2.927



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=10.720



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1860 top1= 19.3810


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7888 top1= 44.5212


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0276 top1= 37.3998

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.1966 top1= 95.7386

=== Log global consensus distance @ E10B0 ===
consensus_distance=2.957



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=10.878


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1719 top1= 96.3068

=== Log global consensus distance @ E10B10 ===
consensus_distance=3.029



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.185


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.2020 top1= 96.3068

=== Log global consensus distance @ E10B20 ===
consensus_distance=3.066



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.346



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.5415 top1= 19.3710


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8164 top1= 43.1991


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8939 top1= 38.0609

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.2090 top1= 95.1705

=== Log global consensus distance @ E11B0 ===
consensus_distance=3.080



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=11.414


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1844 top1= 96.0227

=== Log global consensus distance @ E11B10 ===
consensus_distance=3.124



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.593


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.1896 top1= 96.0227

=== Log global consensus distance @ E11B20 ===
consensus_distance=3.167



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.781



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.0815 top1= 19.3610


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9651 top1= 41.0256


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9385 top1= 37.9006

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.2251 top1= 95.7386

=== Log global consensus distance @ E12B0 ===
consensus_distance=3.171



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=11.806


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1866 top1= 96.5909

=== Log global consensus distance @ E12B10 ===
consensus_distance=3.208



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=11.959


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1896 top1= 96.0227

=== Log global consensus distance @ E12B20 ===
consensus_distance=3.254



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.160



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.2110 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0546 top1= 40.6550


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0512 top1= 37.6302

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.2452 top1= 95.4545

=== Log global consensus distance @ E13B0 ===
consensus_distance=3.225



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.046


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1939 top1= 96.3068

=== Log global consensus distance @ E13B10 ===
consensus_distance=3.229



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.058


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1981 top1= 96.0227

=== Log global consensus distance @ E13B20 ===
consensus_distance=3.270



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.243



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.6659 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0294 top1= 40.6550


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1594 top1= 38.2913

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.2411 top1= 95.1705

=== Log global consensus distance @ E14B0 ===
consensus_distance=3.215



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.002


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1835 top1= 96.3068

=== Log global consensus distance @ E14B10 ===
consensus_distance=3.209



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=11.951


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.2084 top1= 95.4545

=== Log global consensus distance @ E14B20 ===
consensus_distance=3.218



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.990



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.2022 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2753 top1= 40.3746


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2021 top1= 38.0308

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.2287 top1= 96.0227

=== Log global consensus distance @ E15B0 ===
consensus_distance=3.201



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.923


[E15B10 |   4224/60000 (  7%) ] Loss: 0.1851 top1= 96.3068

=== Log global consensus distance @ E15B10 ===
consensus_distance=3.212



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=11.957


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.2084 top1= 96.5909

=== Log global consensus distance @ E15B20 ===
consensus_distance=3.233



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.057



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.2925 top1= 19.4411


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5901 top1= 40.3345


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2242 top1= 38.1410

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.2235 top1= 96.8750

=== Log global consensus distance @ E16B0 ===
consensus_distance=3.249



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.135


[E16B10 |   4224/60000 (  7%) ] Loss: 0.1825 top1= 96.3068

=== Log global consensus distance @ E16B10 ===
consensus_distance=3.280



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.258


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.2197 top1= 96.3068

=== Log global consensus distance @ E16B20 ===
consensus_distance=3.297



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.347



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9490 top1= 19.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6611 top1= 40.2143


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2007 top1= 38.3614

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.2357 top1= 96.0227

=== Log global consensus distance @ E17B0 ===
consensus_distance=3.321



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.452


[E17B10 |   4224/60000 (  7%) ] Loss: 0.2075 top1= 96.0227

=== Log global consensus distance @ E17B10 ===
consensus_distance=3.343



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.523


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.2258 top1= 95.1705

=== Log global consensus distance @ E17B20 ===
consensus_distance=3.377



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.664



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.0856 top1= 19.4211


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5737 top1= 40.4046


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2017 top1= 38.9022

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.2560 top1= 95.1705

=== Log global consensus distance @ E18B0 ===
consensus_distance=3.396



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.775


[E18B10 |   4224/60000 (  7%) ] Loss: 0.1968 top1= 96.0227

=== Log global consensus distance @ E18B10 ===
consensus_distance=3.418



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.846


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.2103 top1= 96.8750

=== Log global consensus distance @ E18B20 ===
consensus_distance=3.423



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.857



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.1894 top1= 19.3510


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4966 top1= 40.3946


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2888 top1= 38.8421

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.2451 top1= 94.3182

=== Log global consensus distance @ E19B0 ===
consensus_distance=3.432



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.934


[E19B10 |   4224/60000 (  7%) ] Loss: 0.2144 top1= 94.3182

=== Log global consensus distance @ E19B10 ===
consensus_distance=3.456



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=13.015


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.2213 top1= 96.0227

=== Log global consensus distance @ E19B20 ===
consensus_distance=3.445



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.984



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1797 top1= 19.2808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4905 top1= 40.4046


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4075 top1= 39.1727

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.2518 top1= 92.8977

=== Log global consensus distance @ E20B0 ===
consensus_distance=3.424



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.933


[E20B10 |   4224/60000 (  7%) ] Loss: 0.2101 top1= 95.4545

=== Log global consensus distance @ E20B10 ===
consensus_distance=3.418



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.896


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.2055 top1= 96.5909

=== Log global consensus distance @ E20B20 ===
consensus_distance=3.395



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=12.815



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1369 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6265 top1= 40.3746


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7412 top1= 37.5501

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 0.2645 top1= 94.6023

=== Log global consensus distance @ E21B0 ===
consensus_distance=3.365



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.711


[E21B10 |   4224/60000 (  7%) ] Loss: 0.2099 top1= 95.4545

=== Log global consensus distance @ E21B10 ===
consensus_distance=3.351



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=12.639


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.2073 top1= 96.3068

=== Log global consensus distance @ E21B20 ===
consensus_distance=3.362



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=12.680



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.2029 top1= 19.2007


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8344 top1= 40.4647


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.8247 top1= 37.1194

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.2571 top1= 95.1705

=== Log global consensus distance @ E22B0 ===
consensus_distance=3.340



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.630


[E22B10 |   4224/60000 (  7%) ] Loss: 0.2086 top1= 95.7386

=== Log global consensus distance @ E22B10 ===
consensus_distance=3.331



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.571


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.2032 top1= 96.0227

=== Log global consensus distance @ E22B20 ===
consensus_distance=3.360



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.046
clique2_consensus_distance=12.692



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.5905 top1= 19.2208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0706 top1= 39.6534


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9386 top1= 36.3782

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.2740 top1= 92.6136

=== Log global consensus distance @ E23B0 ===
consensus_distance=3.330



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.595


[E23B10 |   4224/60000 (  7%) ] Loss: 0.2359 top1= 95.4545

=== Log global consensus distance @ E23B10 ===
consensus_distance=3.337



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.044
clique2_consensus_distance=12.595


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.2317 top1= 94.3182

=== Log global consensus distance @ E23B20 ===
consensus_distance=3.324



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.045
clique2_consensus_distance=12.522



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.2780 top1= 19.1607


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.5875 top1= 39.9239


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5665 top1= 37.9808

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.2398 top1= 94.8864

=== Log global consensus distance @ E24B0 ===
consensus_distance=3.297



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.043
clique2_consensus_distance=12.444


[E24B10 |   4224/60000 (  7%) ] Loss: 0.2322 top1= 93.7500

=== Log global consensus distance @ E24B10 ===
consensus_distance=3.259



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.042
clique2_consensus_distance=12.263


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.2211 top1= 96.0227

=== Log global consensus distance @ E24B20 ===
consensus_distance=3.240



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.041
clique2_consensus_distance=12.184



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.1389 top1= 19.0104


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.9878 top1= 40.0541


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4912 top1= 37.7704

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.2243 top1= 96.3068

=== Log global consensus distance @ E25B0 ===
consensus_distance=3.191



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.039
clique2_consensus_distance=12.004


[E25B10 |   4224/60000 (  7%) ] Loss: 0.3292 top1= 89.7727

=== Log global consensus distance @ E25B10 ===
consensus_distance=3.139



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=11.770


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.2528 top1= 94.6023

=== Log global consensus distance @ E25B20 ===
consensus_distance=3.133



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.037
clique2_consensus_distance=11.758



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.1656 top1= 19.0304


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6887 top1= 39.9339


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4897 top1= 37.7003

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.2333 top1= 95.1705

=== Log global consensus distance @ E26B0 ===
consensus_distance=3.158



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.034
clique2_consensus_distance=11.803


[E26B10 |   4224/60000 (  7%) ] Loss: 0.2401 top1= 93.7500

=== Log global consensus distance @ E26B10 ===
consensus_distance=3.196



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.031
clique2_consensus_distance=11.838


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.2318 top1= 94.6023

=== Log global consensus distance @ E26B20 ===
consensus_distance=3.337



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=12.225



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.1529 top1= 18.8802


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.1882 top1= 39.6034


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0541 top1= 37.8105

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.2230 top1= 95.4545

=== Log global consensus distance @ E27B0 ===
consensus_distance=3.623



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.023
clique2_consensus_distance=13.090


[E27B10 |   4224/60000 (  7%) ] Loss: 0.2451 top1= 93.4659

=== Log global consensus distance @ E27B10 ===
consensus_distance=4.008



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.019
clique2_consensus_distance=14.256


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.2243 top1= 93.7500

=== Log global consensus distance @ E27B20 ===
consensus_distance=4.484



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=15.782



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8384 top1= 19.4010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.6906 top1= 40.1542


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5239 top1= 41.4463

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 0.2550 top1= 93.4659

=== Log global consensus distance @ E28B0 ===
consensus_distance=4.974



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=17.488


[E28B10 |   4224/60000 (  7%) ] Loss: 0.2697 top1= 91.1932

=== Log global consensus distance @ E28B10 ===
consensus_distance=5.404



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=19.063


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.2062 top1= 94.6023

=== Log global consensus distance @ E28B20 ===
consensus_distance=5.826



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=20.672



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.1923 top1= 34.5252


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.3953 top1= 41.3161


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9920 top1= 43.6298

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 0.2260 top1= 92.8977

=== Log global consensus distance @ E29B0 ===
consensus_distance=6.243



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=22.254


[E29B10 |   4224/60000 (  7%) ] Loss: 0.2042 top1= 94.8864

=== Log global consensus distance @ E29B10 ===
consensus_distance=6.637



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=23.734


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1754 top1= 96.0227

=== Log global consensus distance @ E29B20 ===
consensus_distance=6.772



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=24.235



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4244 top1= 41.5765


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.7491 top1= 46.4543


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.0148 top1= 44.5513

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.1663 top1= 96.8750

=== Log global consensus distance @ E30B0 ===
consensus_distance=6.741



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=24.090


[E30B10 |   4224/60000 (  7%) ] Loss: 0.1446 top1= 96.8750

=== Log global consensus distance @ E30B10 ===
consensus_distance=6.658



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=23.769


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.1566 top1= 96.0227

=== Log global consensus distance @ E30B20 ===
consensus_distance=6.432



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=22.851



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.8342 top1= 41.6867


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.4139 top1= 44.4812


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.0414 top1= 44.8718

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.1819 top1= 95.4545

=== Log global consensus distance @ E31B0 ===
consensus_distance=6.154



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=21.823


[E31B10 |   4224/60000 (  7%) ] Loss: 0.2122 top1= 93.4659

=== Log global consensus distance @ E31B10 ===
consensus_distance=5.864



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=20.709


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.1673 top1= 94.8864

=== Log global consensus distance @ E31B20 ===
consensus_distance=5.606



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=19.725



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8384 top1= 48.4776


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.7555 top1= 46.9551


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.5884 top1= 45.6130

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.1493 top1= 95.7386

=== Log global consensus distance @ E32B0 ===
consensus_distance=5.358



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=18.776


[E32B10 |   4224/60000 (  7%) ] Loss: 0.1538 top1= 95.7386

=== Log global consensus distance @ E32B10 ===
consensus_distance=5.175



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=18.062


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1500 top1= 94.8864

=== Log global consensus distance @ E32B20 ===
consensus_distance=5.039



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=17.561



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.2199 top1= 49.5793


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=9.3464 top1= 48.6078


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2515 top1= 46.2340

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.2085 top1= 94.8864

=== Log global consensus distance @ E33B0 ===
consensus_distance=4.901



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=17.038


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1323 top1= 95.7386

=== Log global consensus distance @ E33B10 ===
consensus_distance=4.767



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=16.515


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.1027 top1= 98.0114

=== Log global consensus distance @ E33B20 ===
consensus_distance=4.677



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=16.164



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.8830 top1= 48.9583


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=11.2702 top1= 48.9784


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.6965 top1= 50.2003

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.1762 top1= 96.3068

=== Log global consensus distance @ E34B0 ===
consensus_distance=4.644



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=16.057


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0944 top1= 97.1591

=== Log global consensus distance @ E34B10 ===
consensus_distance=4.646



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=16.046


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1340 top1= 95.7386

=== Log global consensus distance @ E34B20 ===
consensus_distance=4.749



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=16.435



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.3180 top1= 47.6362


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=14.8680 top1= 48.4375


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.8284 top1= 50.7812

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.2203 top1= 94.0341

=== Log global consensus distance @ E35B0 ===
consensus_distance=5.065



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=17.639


[E35B10 |   4224/60000 (  7%) ] Loss: 0.1334 top1= 96.5909

=== Log global consensus distance @ E35B10 ===
consensus_distance=5.433



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=19.017


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.1192 top1= 96.3068

=== Log global consensus distance @ E35B20 ===
consensus_distance=5.679



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=19.932



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.5830 top1= 47.9067


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=21.5554 top1= 47.3057


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.6951 top1= 50.3405

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.1799 top1= 96.3068

=== Log global consensus distance @ E36B0 ===
consensus_distance=6.062



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=21.465


[E36B10 |   4224/60000 (  7%) ] Loss: 0.1811 top1= 94.0341

=== Log global consensus distance @ E36B10 ===
consensus_distance=6.609



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=23.554


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.1499 top1= 94.8864

=== Log global consensus distance @ E36B20 ===
consensus_distance=7.065



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=25.293



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.1168 top1= 47.1755


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=21.7969 top1= 47.1655


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.8181 top1= 32.5721

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.2735 top1= 89.4886

=== Log global consensus distance @ E37B0 ===
consensus_distance=8.077



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=29.202


[E37B10 |   4224/60000 (  7%) ] Loss: 0.1107 top1= 96.5909

=== Log global consensus distance @ E37B10 ===
consensus_distance=9.061



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=33.009


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1326 top1= 95.4545

=== Log global consensus distance @ E37B20 ===
consensus_distance=9.298



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=33.915



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1661 top1= 48.4375


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=26.9420 top1= 47.8065


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9893 top1= 40.9856

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1219 top1= 96.5909

=== Log global consensus distance @ E38B0 ===
consensus_distance=9.330



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=34.043


[E38B10 |   4224/60000 (  7%) ] Loss: 0.2018 top1= 94.3182

=== Log global consensus distance @ E38B10 ===
consensus_distance=9.515



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=34.728


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1114 top1= 96.5909

=== Log global consensus distance @ E38B20 ===
consensus_distance=9.639



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=35.241



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.4018 top1= 45.2825


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=32.8298 top1= 47.3057


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2807 top1= 41.9371

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.1342 top1= 96.5909

=== Log global consensus distance @ E39B0 ===
consensus_distance=9.692



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=35.459


[E39B10 |   4224/60000 (  7%) ] Loss: 0.3983 top1= 86.0795

=== Log global consensus distance @ E39B10 ===
consensus_distance=9.784



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=35.618


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.5003 top1= 84.3750

=== Log global consensus distance @ E39B20 ===
consensus_distance=24.111



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=93.139



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9198 top1= 19.1106


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=49.4270 top1= 48.2973


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1172 top1= 40.1843

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.2717 top1= 90.0568

=== Log global consensus distance @ E40B0 ===
consensus_distance=34.500



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=134.375


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1695 top1= 95.4545

=== Log global consensus distance @ E40B10 ===
consensus_distance=37.456



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=145.703


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.1635 top1= 95.1705

=== Log global consensus distance @ E40B20 ===
consensus_distance=35.974



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=139.716



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=14.6345 top1= 21.5845


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=108.4891 top1= 46.8049


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2242 top1= 42.0974

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.1822 top1= 92.8977

=== Log global consensus distance @ E41B0 ===
consensus_distance=34.011



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=131.798


[E41B10 |   4224/60000 (  7%) ] Loss: 0.1230 top1= 96.8750

=== Log global consensus distance @ E41B10 ===
consensus_distance=31.677



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=122.272


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.1703 top1= 95.4545

=== Log global consensus distance @ E41B20 ===
consensus_distance=29.289



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=112.754



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=21.4074 top1= 20.6631


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=52.7500 top1= 48.3974


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9366 top1= 42.9387

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1093 top1= 97.1591

=== Log global consensus distance @ E42B0 ===
consensus_distance=27.377



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=105.140


[E42B10 |   4224/60000 (  7%) ] Loss: 0.1279 top1= 94.8864

=== Log global consensus distance @ E42B10 ===
consensus_distance=25.889



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=99.513


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.1272 top1= 95.7386

=== Log global consensus distance @ E42B20 ===
consensus_distance=24.474



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=93.719



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=28.8360 top1= 19.5913


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=53.2343 top1= 47.8566


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2037 top1= 40.7051

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.2998 top1= 92.8977

=== Log global consensus distance @ E43B0 ===
consensus_distance=23.376



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=89.500


[E43B10 |   4224/60000 (  7%) ] Loss: 0.1264 top1= 96.3068

=== Log global consensus distance @ E43B10 ===
consensus_distance=22.923



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=87.633


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1269 top1= 95.7386

=== Log global consensus distance @ E43B20 ===
consensus_distance=22.099



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=84.228



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=31.2214 top1= 20.4828


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=64.6832 top1= 46.5545


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3621 top1= 43.3894

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.1693 top1= 94.8864

=== Log global consensus distance @ E44B0 ===
consensus_distance=21.492



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=81.729


[E44B10 |   4224/60000 (  7%) ] Loss: 0.1720 top1= 95.7386

=== Log global consensus distance @ E44B10 ===
consensus_distance=21.427



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=81.541


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1689 top1= 94.3182

=== Log global consensus distance @ E44B20 ===
consensus_distance=21.360



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=81.226



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=26.9701 top1= 21.1939


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=65.2757 top1= 48.8381


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3051 top1= 37.1995

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.1873 top1= 94.8864

=== Log global consensus distance @ E45B0 ===
consensus_distance=21.616



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=82.208


[E45B10 |   4224/60000 (  7%) ] Loss: 0.1605 top1= 95.7386

=== Log global consensus distance @ E45B10 ===
consensus_distance=22.014



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=83.736


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.2019 top1= 92.8977

=== Log global consensus distance @ E45B20 ===
consensus_distance=22.586



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.017
clique2_consensus_distance=86.064



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=26.1473 top1= 24.7396


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=113.0035 top1= 47.9567


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4889 top1= 38.7320

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.2359 top1= 92.3295

=== Log global consensus distance @ E46B0 ===
consensus_distance=22.855



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=86.952


[E46B10 |   4224/60000 (  7%) ] Loss: 0.3921 top1= 91.4773

=== Log global consensus distance @ E46B10 ===
consensus_distance=23.243



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.018
clique2_consensus_distance=88.370


[E46B20 |   8064/60000 ( 13%) ] Loss: 3.3726 top1= 83.5227

=== Log global consensus distance @ E46B20 ===
consensus_distance=29.439



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=6.825
clique2_consensus_distance=99.854



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.0470 top1= 36.9792


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.2437 top1= 41.6066


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0951 top1= 37.9307

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.5088 top1= 83.2386

=== Log global consensus distance @ E47B0 ===
consensus_distance=32.178



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.067
clique2_consensus_distance=122.448


[E47B10 |   4224/60000 (  7%) ] Loss: 0.4016 top1= 89.2045

=== Log global consensus distance @ E47B10 ===
consensus_distance=33.042



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.060
clique2_consensus_distance=126.556


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.3612 top1= 90.9091

=== Log global consensus distance @ E47B20 ===
consensus_distance=32.045



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.040
clique2_consensus_distance=124.035



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.7070 top1= 36.3882


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.8549 top1= 47.0152


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3810 top1= 40.0140

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.2125 top1= 93.4659

=== Log global consensus distance @ E48B0 ===
consensus_distance=31.663



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.020
clique2_consensus_distance=122.117


[E48B10 |   4224/60000 (  7%) ] Loss: 0.2230 top1= 92.0455

=== Log global consensus distance @ E48B10 ===
consensus_distance=31.286



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=120.375


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.2443 top1= 94.0341

=== Log global consensus distance @ E48B20 ===
consensus_distance=30.950



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=118.953



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=8.6169 top1= 35.9175


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.3135 top1= 52.1434


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1108 top1= 40.1542

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.2623 top1= 92.0455

=== Log global consensus distance @ E49B0 ===
consensus_distance=30.574



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=117.417


[E49B10 |   4224/60000 (  7%) ] Loss: 0.1961 top1= 93.7500

=== Log global consensus distance @ E49B10 ===
consensus_distance=30.240



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=116.098


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.1940 top1= 94.3182

=== Log global consensus distance @ E49B20 ===
consensus_distance=29.769



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=114.234



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=7.1685 top1= 44.4611


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.5446 top1= 53.2953


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6778 top1= 41.4764

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.1959 top1= 94.8864

=== Log global consensus distance @ E50B0 ===
consensus_distance=29.302



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.011
clique2_consensus_distance=112.390


[E50B10 |   4224/60000 (  7%) ] Loss: 0.2147 top1= 92.6136

=== Log global consensus distance @ E50B10 ===
consensus_distance=28.942



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=110.965


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.1503 top1= 95.4545

=== Log global consensus distance @ E50B20 ===
consensus_distance=28.594



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=109.581



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7117 top1= 47.8866


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.4047 top1= 54.4872


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6027 top1= 44.6715

