
=== 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: 1.5783 top1= 44.0341

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.604



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=2.408


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.9125 top1= 69.0341

=== Log global consensus distance @ E1B20 ===
consensus_distance=5.279



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.009
clique2_consensus_distance=21.806



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4923 top1= 57.3818


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5136 top1= 38.6518


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0979 top1= 35.8073

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.5574 top1= 83.8068

=== Log global consensus distance @ E2B0 ===
consensus_distance=14.509



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.009
clique2_consensus_distance=59.631


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.4674 top1= 86.3636

=== Log global consensus distance @ E2B10 ===
consensus_distance=22.532



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=91.750


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.4514 top1= 88.0682

=== Log global consensus distance @ E2B20 ===
consensus_distance=29.098



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.005
clique2_consensus_distance=118.125



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4243 top1= 55.8393


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5179 top1= 45.1823


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0071 top1= 39.0825

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.6281 top1= 78.6932

=== Log global consensus distance @ E3B0 ===
consensus_distance=35.379



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=143.522


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.6901 top1= 78.9773

=== Log global consensus distance @ E3B10 ===
consensus_distance=42.851



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.007
clique2_consensus_distance=173.829


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.5787 top1= 84.3750

=== Log global consensus distance @ E3B20 ===
consensus_distance=52.086



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=211.338



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4640 top1= 51.2620


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9925 top1= 44.9119


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0280 top1= 27.0633

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 1.1395 top1= 70.1705

=== Log global consensus distance @ E4B0 ===
consensus_distance=59.560



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=241.297


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.9317 top1= 78.1250

=== Log global consensus distance @ E4B10 ===
consensus_distance=68.456



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=277.476


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.3742 top1= 88.3523

=== Log global consensus distance @ E4B20 ===
consensus_distance=76.409



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=309.290



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2303 top1= 66.0357


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2667 top1= 43.1991


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.3437 top1= 40.6651

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.3147 top1= 90.9091

=== Log global consensus distance @ E5B0 ===
consensus_distance=82.111



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=332.040


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.3483 top1= 90.3409

=== Log global consensus distance @ E5B10 ===
consensus_distance=87.254



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=352.698


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.3374 top1= 89.7727

=== Log global consensus distance @ E5B20 ===
consensus_distance=93.298



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=377.313



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2713 top1= 53.8962


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3527 top1= 42.4179


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9862 top1= 43.9002

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.4181 top1= 86.6477

=== Log global consensus distance @ E6B0 ===
consensus_distance=100.448



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=406.260


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.3385 top1= 89.7727

=== Log global consensus distance @ E6B10 ===
consensus_distance=109.026



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=441.071


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.3201 top1= 90.9091

=== Log global consensus distance @ E6B20 ===
consensus_distance=119.885



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.003
clique2_consensus_distance=485.130



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1216 top1= 65.4547


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1187 top1= 45.2424


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.8481 top1= 40.0541

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.2166 top1= 92.6136

=== Log global consensus distance @ E7B0 ===
consensus_distance=129.117



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=521.922


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.2924 top1= 93.1818

=== Log global consensus distance @ E7B10 ===
consensus_distance=135.933



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=549.232


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.4670 top1= 86.0795

=== Log global consensus distance @ E7B20 ===
consensus_distance=141.851



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=573.208



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0495 top1= 67.5080


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.8619 top1= 45.7833


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.7836 top1= 43.1891

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.4634 top1= 91.1932

=== Log global consensus distance @ E8B0 ===
consensus_distance=148.111



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=598.459


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.2729 top1= 90.9091

=== Log global consensus distance @ E8B10 ===
consensus_distance=154.917



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=625.916


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.2451 top1= 94.0341

=== Log global consensus distance @ E8B20 ===
consensus_distance=161.283



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=651.424



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1333 top1= 64.5933


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4536 top1= 45.5729


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9613 top1= 40.8954

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.3301 top1= 92.0455

=== Log global consensus distance @ E9B0 ===
consensus_distance=167.284



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=675.648


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.2314 top1= 92.6136

=== Log global consensus distance @ E9B10 ===
consensus_distance=174.173



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=703.584


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.3030 top1= 91.1932

=== Log global consensus distance @ E9B20 ===
consensus_distance=180.582



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=729.256



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1683 top1= 63.0108


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1951 top1= 47.1554


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9146 top1= 44.2508

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.7052 top1= 94.8864

=== Log global consensus distance @ E10B0 ===
consensus_distance=186.275



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=752.157


[E10B10 |   4224/60000 (  7%) ] Loss: 0.1581 top1= 95.4545

=== Log global consensus distance @ E10B10 ===
consensus_distance=190.969



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=770.966


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.1901 top1= 94.3182

=== Log global consensus distance @ E10B20 ===
consensus_distance=194.593



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=785.403



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1108 top1= 65.6851


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4410 top1= 47.0252


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.7157 top1= 44.4211

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.6613 top1= 95.4545

=== Log global consensus distance @ E11B0 ===
consensus_distance=197.713



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=797.948


[E11B10 |   4224/60000 (  7%) ] Loss: 0.1069 top1= 96.8750

=== Log global consensus distance @ E11B10 ===
consensus_distance=200.632



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=809.753


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.2231 top1= 94.6023

=== Log global consensus distance @ E11B20 ===
consensus_distance=203.676



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=821.985



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1780 top1= 62.9908


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.5929 top1= 45.6430


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2138 top1= 42.3878

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.6044 top1= 94.8864

=== Log global consensus distance @ E12B0 ===
consensus_distance=206.462



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=833.156


[E12B10 |   4224/60000 (  7%) ] Loss: 0.1572 top1= 95.4545

=== Log global consensus distance @ E12B10 ===
consensus_distance=209.073



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=843.656


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.1194 top1= 95.7386

=== Log global consensus distance @ E12B20 ===
consensus_distance=212.084



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=855.919



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1801 top1= 62.0393


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.4536 top1= 46.4844


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2384 top1= 43.2592

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.1751 top1= 95.7386

=== Log global consensus distance @ E13B0 ===
consensus_distance=215.542



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=869.955


[E13B10 |   4224/60000 (  7%) ] Loss: 0.1224 top1= 95.1705

=== Log global consensus distance @ E13B10 ===
consensus_distance=219.391



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=885.398


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.1095 top1= 97.1591

=== Log global consensus distance @ E13B20 ===
consensus_distance=223.390



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=901.612



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1599 top1= 61.9792


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7371 top1= 46.5745


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.1965 top1= 43.8001

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.4797 top1= 95.7386

=== Log global consensus distance @ E14B0 ===
consensus_distance=227.839



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=919.579


[E14B10 |   4224/60000 (  7%) ] Loss: 0.1252 top1= 96.5909

=== Log global consensus distance @ E14B10 ===
consensus_distance=232.210



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=937.199


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.1333 top1= 97.1591

=== Log global consensus distance @ E14B20 ===
consensus_distance=236.439



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=954.275



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1703 top1= 60.2664


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.0791 top1= 45.9435


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.4470 top1= 43.8802

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0760 top1= 97.7273

=== Log global consensus distance @ E15B0 ===
consensus_distance=240.877



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=972.185


[E15B10 |   4224/60000 (  7%) ] Loss: 0.2134 top1= 94.8864

=== Log global consensus distance @ E15B10 ===
consensus_distance=246.228



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=993.851


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.1869 top1= 96.8750

=== Log global consensus distance @ E15B20 ===
consensus_distance=252.249



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1018.275



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1622 top1= 61.6987


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.9525 top1= 46.4443


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9933 top1= 43.5196

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 1.0571 top1= 96.3068

=== Log global consensus distance @ E16B0 ===
consensus_distance=259.079



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1045.862


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0758 top1= 98.0114

=== Log global consensus distance @ E16B10 ===
consensus_distance=264.399



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1067.122


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.1395 top1= 96.5909

=== Log global consensus distance @ E16B20 ===
consensus_distance=269.166



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1086.196



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1690 top1= 60.5068


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1634 top1= 46.1839


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.8848 top1= 43.1591

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.9534 top1= 96.8750

=== Log global consensus distance @ E17B0 ===
consensus_distance=272.537



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1099.599


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0668 top1= 98.2955

=== Log global consensus distance @ E17B10 ===
consensus_distance=275.753



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1112.687


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.1666 top1= 97.4432

=== Log global consensus distance @ E17B20 ===
consensus_distance=278.716



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1124.517



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1226 top1= 63.0008


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1396 top1= 46.3542


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3238 top1= 44.9519

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.8693 top1= 97.1591

=== Log global consensus distance @ E18B0 ===
consensus_distance=281.361



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1135.201


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0777 top1= 96.5909

=== Log global consensus distance @ E18B10 ===
consensus_distance=283.882



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1145.411


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.1474 top1= 98.0114

=== Log global consensus distance @ E18B20 ===
consensus_distance=286.375



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1155.395



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1169 top1= 63.6819


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1230 top1= 46.5044


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7402 top1= 45.4227

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.1342 top1= 96.3068

=== Log global consensus distance @ E19B0 ===
consensus_distance=289.257



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1167.157


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0974 top1= 97.4432

=== Log global consensus distance @ E19B10 ===
consensus_distance=291.510



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1176.198


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.1090 top1= 98.0114

=== Log global consensus distance @ E19B20 ===
consensus_distance=293.314



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1183.318



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0905 top1= 64.7336


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.1822 top1= 46.5345


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.5234 top1= 45.2123

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.2727 top1= 96.3068

=== Log global consensus distance @ E20B0 ===
consensus_distance=295.193



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1191.136


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0556 top1= 97.4432

=== Log global consensus distance @ E20B10 ===
consensus_distance=296.996



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1198.214


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.1887 top1= 96.3068

=== Log global consensus distance @ E20B20 ===
consensus_distance=298.293



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1203.377



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1405 top1= 64.1026


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2192 top1= 46.5946


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1873 top1= 43.3093

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 1.0395 top1= 97.7273

=== Log global consensus distance @ E21B0 ===
consensus_distance=299.329



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1207.473


[E21B10 |   4224/60000 (  7%) ] Loss: 0.0358 top1= 98.8636

=== Log global consensus distance @ E21B10 ===
consensus_distance=300.116



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1210.707


[E21B20 |   8064/60000 ( 13%) ] Loss: 0.0880 top1= 97.7273

=== Log global consensus distance @ E21B20 ===
consensus_distance=300.900



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1213.790



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1468 top1= 63.6318


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3726 top1= 46.3642


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1738 top1= 43.9303

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 0.9709 top1= 98.0114

=== Log global consensus distance @ E22B0 ===
consensus_distance=301.628



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1216.731


[E22B10 |   4224/60000 (  7%) ] Loss: 0.0296 top1= 98.8636

=== Log global consensus distance @ E22B10 ===
consensus_distance=302.325



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1219.623


[E22B20 |   8064/60000 ( 13%) ] Loss: 0.2286 top1= 95.4545

=== Log global consensus distance @ E22B20 ===
consensus_distance=303.123



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1222.720



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1306 top1= 63.5717


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4107 top1= 46.3341


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3033 top1= 44.1306

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 0.0287 top1= 99.4318

=== Log global consensus distance @ E23B0 ===
consensus_distance=303.831



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1225.663


[E23B10 |   4224/60000 (  7%) ] Loss: 0.3872 top1= 97.1591

=== Log global consensus distance @ E23B10 ===
consensus_distance=304.571



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1228.769


[E23B20 |   8064/60000 ( 13%) ] Loss: 0.0929 top1= 98.2955

=== Log global consensus distance @ E23B20 ===
consensus_distance=305.491



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1232.432



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1529 top1= 63.2913


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3432 top1= 46.4844


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3387 top1= 44.4010

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 0.0823 top1= 98.2955

=== Log global consensus distance @ E24B0 ===
consensus_distance=306.293



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1235.789


[E24B10 |   4224/60000 (  7%) ] Loss: 0.0375 top1= 98.2955

=== Log global consensus distance @ E24B10 ===
consensus_distance=307.276



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1239.620


[E24B20 |   8064/60000 ( 13%) ] Loss: 0.0749 top1= 98.0114

=== Log global consensus distance @ E24B20 ===
consensus_distance=308.363



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1244.004



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1611 top1= 63.4014


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3450 top1= 46.5244


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2737 top1= 44.8217

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 0.0633 top1= 98.8636

=== Log global consensus distance @ E25B0 ===
consensus_distance=309.333



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1247.957


[E25B10 |   4224/60000 (  7%) ] Loss: 0.0281 top1= 98.8636

=== Log global consensus distance @ E25B10 ===
consensus_distance=310.355



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1252.008


[E25B20 |   8064/60000 ( 13%) ] Loss: 0.1447 top1= 98.2955

=== Log global consensus distance @ E25B20 ===
consensus_distance=311.424



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1256.299



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1383 top1= 63.5917


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5061 top1= 46.3542


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1425 top1= 45.3225

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 0.1423 top1= 98.2955

=== Log global consensus distance @ E26B0 ===
consensus_distance=312.238



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1259.730


[E26B10 |   4224/60000 (  7%) ] Loss: 0.0267 top1= 99.1477

=== Log global consensus distance @ E26B10 ===
consensus_distance=313.230



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1263.651


[E26B20 |   8064/60000 ( 13%) ] Loss: 0.0797 top1= 98.2955

=== Log global consensus distance @ E26B20 ===
consensus_distance=314.314



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1268.113



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1141 top1= 64.5032


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.3980 top1= 46.5144


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9105 top1= 45.4127

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 0.1551 top1= 96.8750

=== Log global consensus distance @ E27B0 ===
consensus_distance=315.684



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1273.578


[E27B10 |   4224/60000 (  7%) ] Loss: 0.0397 top1= 98.8636

=== Log global consensus distance @ E27B10 ===
consensus_distance=317.119



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1279.278


[E27B20 |   8064/60000 ( 13%) ] Loss: 0.0688 top1= 98.8636

=== Log global consensus distance @ E27B20 ===
consensus_distance=318.352



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1284.246



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1944 top1= 62.4900


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4958 top1= 46.4143


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0328 top1= 45.2825

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 1.1209 top1= 98.0114

=== Log global consensus distance @ E28B0 ===
consensus_distance=319.501



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1288.777


[E28B10 |   4224/60000 (  7%) ] Loss: 0.0203 top1= 99.4318

=== Log global consensus distance @ E28B10 ===
consensus_distance=320.616



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1293.503


[E28B20 |   8064/60000 ( 13%) ] Loss: 0.5654 top1= 97.7273

=== Log global consensus distance @ E28B20 ===
consensus_distance=321.780



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1298.254



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2004 top1= 62.6603


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5722 top1= 46.2139


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0963 top1= 45.6130

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 1.1074 top1= 97.7273

=== Log global consensus distance @ E29B0 ===
consensus_distance=323.011



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1303.098


[E29B10 |   4224/60000 (  7%) ] Loss: 0.0216 top1= 99.4318

=== Log global consensus distance @ E29B10 ===
consensus_distance=324.252



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1308.208


[E29B20 |   8064/60000 ( 13%) ] Loss: 0.1280 top1= 98.5795

=== Log global consensus distance @ E29B20 ===
consensus_distance=325.528



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1313.280



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1900 top1= 62.9908


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6112 top1= 46.1639


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4355 top1= 45.1522

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 0.0381 top1= 98.8636

=== Log global consensus distance @ E30B0 ===
consensus_distance=326.806



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1318.393


[E30B10 |   4224/60000 (  7%) ] Loss: 0.0863 top1= 98.8636

=== Log global consensus distance @ E30B10 ===
consensus_distance=328.015



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1323.304


[E30B20 |   8064/60000 ( 13%) ] Loss: 0.0710 top1= 98.0114

=== Log global consensus distance @ E30B20 ===
consensus_distance=329.321



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1328.583



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2468 top1= 62.2196


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7050 top1= 46.0537


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.2734 top1= 45.9435

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 0.0917 top1= 97.7273

=== Log global consensus distance @ E31B0 ===
consensus_distance=330.608



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1333.922


[E31B10 |   4224/60000 (  7%) ] Loss: 0.0338 top1= 98.8636

=== Log global consensus distance @ E31B10 ===
consensus_distance=331.805



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1338.707


[E31B20 |   8064/60000 ( 13%) ] Loss: 0.6553 top1= 98.2955

=== Log global consensus distance @ E31B20 ===
consensus_distance=332.947



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1343.277



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2081 top1= 63.2412


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5638 top1= 46.3341


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3346 top1= 45.7732

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 0.0517 top1= 99.1477

=== Log global consensus distance @ E32B0 ===
consensus_distance=333.937



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1347.183


[E32B10 |   4224/60000 (  7%) ] Loss: 0.0830 top1= 99.1477

=== Log global consensus distance @ E32B10 ===
consensus_distance=334.977



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1351.509


[E32B20 |   8064/60000 ( 13%) ] Loss: 0.1499 top1= 96.5909

=== Log global consensus distance @ E32B20 ===
consensus_distance=336.528



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1357.616



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1782 top1= 63.7119


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.5798 top1= 46.3742


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7041 top1= 41.8269

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 0.0558 top1= 98.2955

=== Log global consensus distance @ E33B0 ===
consensus_distance=337.740



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1362.224


[E33B10 |   4224/60000 (  7%) ] Loss: 0.1168 top1= 98.5795

=== Log global consensus distance @ E33B10 ===
consensus_distance=338.667



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1365.819


[E33B20 |   8064/60000 ( 13%) ] Loss: 0.5862 top1= 97.7273

=== Log global consensus distance @ E33B20 ===
consensus_distance=339.506



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1369.327



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2433 top1= 61.9591


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7011 top1= 46.1438


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4669 top1= 44.5513

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 0.8392 top1= 98.0114

=== Log global consensus distance @ E34B0 ===
consensus_distance=340.235



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1372.324


[E34B10 |   4224/60000 (  7%) ] Loss: 0.0537 top1= 98.5795

=== Log global consensus distance @ E34B10 ===
consensus_distance=340.926



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1375.102


[E34B20 |   8064/60000 ( 13%) ] Loss: 0.1173 top1= 98.2955

=== Log global consensus distance @ E34B20 ===
consensus_distance=341.534



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1377.640



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2412 top1= 62.0192


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7991 top1= 45.9635


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5933 top1= 44.1607

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 0.7075 top1= 98.0114

=== Log global consensus distance @ E35B0 ===
consensus_distance=342.101



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1379.852


[E35B10 |   4224/60000 (  7%) ] Loss: 0.6484 top1= 97.1591

=== Log global consensus distance @ E35B10 ===
consensus_distance=342.657



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1382.034


[E35B20 |   8064/60000 ( 13%) ] Loss: 0.2520 top1= 98.2955

=== Log global consensus distance @ E35B20 ===
consensus_distance=343.166



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1384.186



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2310 top1= 62.9808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8630 top1= 45.8433


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6405 top1= 44.3810

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 0.0614 top1= 99.1477

=== Log global consensus distance @ E36B0 ===
consensus_distance=343.643



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1386.264


[E36B10 |   4224/60000 (  7%) ] Loss: 0.0487 top1= 98.8636

=== Log global consensus distance @ E36B10 ===
consensus_distance=344.212



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1388.401


[E36B20 |   8064/60000 ( 13%) ] Loss: 0.0985 top1= 98.5795

=== Log global consensus distance @ E36B20 ===
consensus_distance=344.724



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1390.525



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2694 top1= 61.8189


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8037 top1= 45.9936


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6505 top1= 44.4111

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 0.0497 top1= 99.1477

=== Log global consensus distance @ E37B0 ===
consensus_distance=345.276



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1392.803


[E37B10 |   4224/60000 (  7%) ] Loss: 0.0617 top1= 98.5795

=== Log global consensus distance @ E37B10 ===
consensus_distance=346.057



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1395.771


[E37B20 |   8064/60000 ( 13%) ] Loss: 0.1940 top1= 98.5795

=== Log global consensus distance @ E37B20 ===
consensus_distance=346.664



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1398.324



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3209 top1= 60.2865


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8083 top1= 46.0537


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7189 top1= 43.9303

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 0.1577 top1= 98.2955

=== Log global consensus distance @ E38B0 ===
consensus_distance=347.344



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1400.999


[E38B10 |   4224/60000 (  7%) ] Loss: 0.1011 top1= 98.5795

=== Log global consensus distance @ E38B10 ===
consensus_distance=348.281



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1404.692


[E38B20 |   8064/60000 ( 13%) ] Loss: 0.1804 top1= 98.0114

=== Log global consensus distance @ E38B20 ===
consensus_distance=349.126



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1408.336



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2947 top1= 61.4583


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8657 top1= 45.9836


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.7079 top1= 43.4696

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 0.2205 top1= 97.4432

=== Log global consensus distance @ E39B0 ===
consensus_distance=350.314



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1413.125


[E39B10 |   4224/60000 (  7%) ] Loss: 0.0743 top1= 98.8636

=== Log global consensus distance @ E39B10 ===
consensus_distance=351.809



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1418.742


[E39B20 |   8064/60000 ( 13%) ] Loss: 0.2318 top1= 97.7273

=== Log global consensus distance @ E39B20 ===
consensus_distance=352.850



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1422.810



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4315 top1= 57.4820


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8450 top1= 46.0236


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.9900 top1= 43.5296

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 0.4627 top1= 97.7273

=== Log global consensus distance @ E40B0 ===
consensus_distance=353.686



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1426.333


[E40B10 |   4224/60000 (  7%) ] Loss: 0.1215 top1= 98.2955

=== Log global consensus distance @ E40B10 ===
consensus_distance=355.468



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1433.851


[E40B20 |   8064/60000 ( 13%) ] Loss: 0.3677 top1= 96.0227

=== Log global consensus distance @ E40B20 ===
consensus_distance=359.472



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1449.417



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3951 top1= 59.2548


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8803 top1= 46.0537


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0901 top1= 42.6182

Train epoch 41
[E41B0  |    384/60000 (  1%) ] Loss: 0.3823 top1= 95.7386

=== Log global consensus distance @ E41B0 ===
consensus_distance=366.282



=== Log clique consensus distance @ E41B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1477.681


[E41B10 |   4224/60000 (  7%) ] Loss: 0.2177 top1= 95.4545

=== Log global consensus distance @ E41B10 ===
consensus_distance=373.538



=== Log clique consensus distance @ E41B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1507.351


[E41B20 |   8064/60000 ( 13%) ] Loss: 0.3773 top1= 96.3068

=== Log global consensus distance @ E41B20 ===
consensus_distance=380.824



=== Log clique consensus distance @ E41B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1537.170



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3168 top1= 61.1579


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8984 top1= 46.0036


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4798 top1= 40.1442

Train epoch 42
[E42B0  |    384/60000 (  1%) ] Loss: 0.1837 top1= 95.4545

=== Log global consensus distance @ E42B0 ===
consensus_distance=386.499



=== Log clique consensus distance @ E42B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1559.556


[E42B10 |   4224/60000 (  7%) ] Loss: 0.2155 top1= 96.3068

=== Log global consensus distance @ E42B10 ===
consensus_distance=390.205



=== Log clique consensus distance @ E42B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1574.137


[E42B20 |   8064/60000 ( 13%) ] Loss: 0.2576 top1= 96.0227

=== Log global consensus distance @ E42B20 ===
consensus_distance=393.081



=== Log clique consensus distance @ E42B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1585.818



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1765 top1= 63.7119


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7971 top1= 46.1538


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.2970 top1= 44.3810

Train epoch 43
[E43B0  |    384/60000 (  1%) ] Loss: 0.2106 top1= 96.5909

=== Log global consensus distance @ E43B0 ===
consensus_distance=395.086



=== Log clique consensus distance @ E43B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1593.974


[E43B10 |   4224/60000 (  7%) ] Loss: 0.0784 top1= 98.5795

=== Log global consensus distance @ E43B10 ===
consensus_distance=396.546



=== Log clique consensus distance @ E43B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1599.721


[E43B20 |   8064/60000 ( 13%) ] Loss: 0.1971 top1= 97.7273

=== Log global consensus distance @ E43B20 ===
consensus_distance=397.631



=== Log clique consensus distance @ E43B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1604.274



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1823 top1= 61.9491


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7095 top1= 46.3542


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.1969 top1= 44.5212

Train epoch 44
[E44B0  |    384/60000 (  1%) ] Loss: 0.0731 top1= 98.0114

=== Log global consensus distance @ E44B0 ===
consensus_distance=398.895



=== Log clique consensus distance @ E44B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1609.254


[E44B10 |   4224/60000 (  7%) ] Loss: 0.3752 top1= 96.8750

=== Log global consensus distance @ E44B10 ===
consensus_distance=400.578



=== Log clique consensus distance @ E44B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1616.129


[E44B20 |   8064/60000 ( 13%) ] Loss: 0.1044 top1= 97.7273

=== Log global consensus distance @ E44B20 ===
consensus_distance=402.363



=== Log clique consensus distance @ E44B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1623.331



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2401 top1= 61.6486


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6451 top1= 46.4143


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7851 top1= 43.6398

Train epoch 45
[E45B0  |    384/60000 (  1%) ] Loss: 0.7412 top1= 96.8750

=== Log global consensus distance @ E45B0 ===
consensus_distance=403.747



=== Log clique consensus distance @ E45B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1628.737


[E45B10 |   4224/60000 (  7%) ] Loss: 0.0819 top1= 98.2955

=== Log global consensus distance @ E45B10 ===
consensus_distance=405.410



=== Log clique consensus distance @ E45B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1635.594


[E45B20 |   8064/60000 ( 13%) ] Loss: 0.1793 top1= 96.0227

=== Log global consensus distance @ E45B20 ===
consensus_distance=407.241



=== Log clique consensus distance @ E45B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1642.755



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2267 top1= 60.9075


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6628 top1= 46.4844


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0107 top1= 43.2492

Train epoch 46
[E46B0  |    384/60000 (  1%) ] Loss: 0.2477 top1= 97.4432

=== Log global consensus distance @ E46B0 ===
consensus_distance=408.399



=== Log clique consensus distance @ E46B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1647.545


[E46B10 |   4224/60000 (  7%) ] Loss: 0.0861 top1= 98.5795

=== Log global consensus distance @ E46B10 ===
consensus_distance=409.460



=== Log clique consensus distance @ E46B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1651.712


[E46B20 |   8064/60000 ( 13%) ] Loss: 0.1299 top1= 98.0114

=== Log global consensus distance @ E46B20 ===
consensus_distance=410.366



=== Log clique consensus distance @ E46B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1655.595



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2839 top1= 61.1078


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6424 top1= 46.4944


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1344 top1= 44.0605

Train epoch 47
[E47B0  |    384/60000 (  1%) ] Loss: 0.9670 top1= 97.4432

=== Log global consensus distance @ E47B0 ===
consensus_distance=411.315



=== Log clique consensus distance @ E47B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1659.211


[E47B10 |   4224/60000 (  7%) ] Loss: 0.0623 top1= 98.5795

=== Log global consensus distance @ E47B10 ===
consensus_distance=412.346



=== Log clique consensus distance @ E47B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1663.507


[E47B20 |   8064/60000 ( 13%) ] Loss: 0.2937 top1= 95.4545

=== Log global consensus distance @ E47B20 ===
consensus_distance=413.454



=== Log clique consensus distance @ E47B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1667.800



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2817 top1= 59.5252


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6711 top1= 46.4744


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0514 top1= 44.6615

Train epoch 48
[E48B0  |    384/60000 (  1%) ] Loss: 0.0492 top1= 98.2955

=== Log global consensus distance @ E48B0 ===
consensus_distance=414.439



=== Log clique consensus distance @ E48B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1671.840


[E48B10 |   4224/60000 (  7%) ] Loss: 0.0806 top1= 97.7273

=== Log global consensus distance @ E48B10 ===
consensus_distance=416.469



=== Log clique consensus distance @ E48B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1680.477


[E48B20 |   8064/60000 ( 13%) ] Loss: 0.0699 top1= 98.0114

=== Log global consensus distance @ E48B20 ===
consensus_distance=418.564



=== Log clique consensus distance @ E48B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1688.674



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2899 top1= 59.6755


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6549 top1= 46.4343


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0199 top1= 44.9920

Train epoch 49
[E49B0  |    384/60000 (  1%) ] Loss: 0.0865 top1= 98.2955

=== Log global consensus distance @ E49B0 ===
consensus_distance=420.073



=== Log clique consensus distance @ E49B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1694.763


[E49B10 |   4224/60000 (  7%) ] Loss: 0.1396 top1= 97.4432

=== Log global consensus distance @ E49B10 ===
consensus_distance=422.674



=== Log clique consensus distance @ E49B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1705.388


[E49B20 |   8064/60000 ( 13%) ] Loss: 0.2592 top1= 97.7273

=== Log global consensus distance @ E49B20 ===
consensus_distance=425.675



=== Log clique consensus distance @ E49B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1717.506



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2547 top1= 61.3782


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6236 top1= 46.5845


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4924 top1= 44.1206

Train epoch 50
[E50B0  |    384/60000 (  1%) ] Loss: 0.4509 top1= 97.1591

=== Log global consensus distance @ E50B0 ===
consensus_distance=427.839



=== Log clique consensus distance @ E50B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1726.023


[E50B10 |   4224/60000 (  7%) ] Loss: 0.2392 top1= 97.1591

=== Log global consensus distance @ E50B10 ===
consensus_distance=429.288



=== Log clique consensus distance @ E50B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1731.903


[E50B20 |   8064/60000 ( 13%) ] Loss: 0.0971 top1= 98.0114

=== Log global consensus distance @ E50B20 ===
consensus_distance=430.291



=== Log clique consensus distance @ E50B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=1735.863



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2661 top1= 60.9876


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6816 top1= 46.5345


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4933 top1= 44.5413

