
=== Start adding workers ===
=> Add worker SGDMWorker(index=0, momentum=0.0)
=> Add worker SGDMWorker(index=1, momentum=0.0)
=> Add worker SGDMWorker(index=2, momentum=0.0)
=> Add worker SGDMWorker(index=3, momentum=0.0)
=> Add worker SGDMWorker(index=4, momentum=0.0)
=> Add worker SGDMWorker(index=5, momentum=0.0)
=> Add worker SGDMWorker(index=6, momentum=0.0)
=> Add worker SGDMWorker(index=7, momentum=0.0)
=> Add worker SGDMWorker(index=8, momentum=0.0)
=> Add worker SGDMWorker(index=9, momentum=0.0)
=> Add worker SGDMWorker(index=10, momentum=0.0)
=> Add worker LabelFlippingWorker
=> Add worker LabelFlippingWorker
=> Add worker LabelFlippingWorker

=== Start adding graph ===
TwoCliquesWithByzantine(m=5,b=3)

Train epoch 1
[E 1B0  |    448/60000 (  1%) ] Loss: 2.3005 top1=  9.0909

=== Peeking data label distribution E1B0 ===
Worker 0 has targets: tensor([9, 4, 6, 0, 0], device='cuda:0')
Worker 1 has targets: tensor([3, 0, 5, 1, 7], device='cuda:0')
Worker 2 has targets: tensor([5, 6, 5, 4, 9], device='cuda:0')
Worker 3 has targets: tensor([4, 8, 4, 4, 2], device='cuda:0')
Worker 4 has targets: tensor([7, 9, 7, 0, 6], device='cuda:0')
Worker 5 has targets: tensor([4, 9, 4, 0, 8], device='cuda:0')
Worker 6 has targets: tensor([9, 3, 1, 7, 7], device='cuda:0')
Worker 7 has targets: tensor([6, 1, 8, 0, 7], device='cuda:0')
Worker 8 has targets: tensor([8, 3, 7, 6, 2], device='cuda:0')
Worker 9 has targets: tensor([8, 2, 3, 7, 8], device='cuda:0')
Worker 10 has targets: tensor([7, 5, 3, 8, 8], device='cuda:0')
Worker 11 has targets: tensor([5, 9, 4, 0, 4], device='cuda:0')
Worker 12 has targets: tensor([1, 7, 8, 7, 2], device='cuda:0')
Worker 13 has targets: tensor([0, 8, 3, 8, 8], device='cuda:0')



=== Log global consensus distance @ E1B0 ===
consensus_distance=0.000



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


[E 1B10 |   4928/60000 (  8%) ] Loss: 2.2811 top1= 12.5000

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.000



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000


[E 1B20 |   9408/60000 ( 16%) ] Loss: 2.2947 top1= 10.2273

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.000



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2816 top1= 14.9539


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2794 top1= 16.2861


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2793 top1= 16.3562

Train epoch 2
[E 2B0  |    448/60000 (  1%) ] Loss: 2.2770 top1= 13.3523

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.000



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000


[E 2B10 |   4928/60000 (  8%) ] Loss: 2.2580 top1= 18.1818

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.000



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000


[E 2B20 |   9408/60000 ( 16%) ] Loss: 2.2690 top1= 16.7614

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.000



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2596 top1= 23.8582


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2557 top1= 25.7212


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2554 top1= 25.0200

Train epoch 3
[E 3B0  |    448/60000 (  1%) ] Loss: 2.2536 top1= 17.0455

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.000



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000


[E 3B10 |   4928/60000 (  8%) ] Loss: 2.2340 top1= 25.5682

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.000



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000


[E 3B20 |   9408/60000 ( 16%) ] Loss: 2.2425 top1= 21.8750

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.000



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.000



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2364 top1= 29.2268


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2305 top1= 30.5789


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2300 top1= 29.6074

Train epoch 4
[E 4B0  |    448/60000 (  1%) ] Loss: 2.2284 top1= 21.3068

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.000



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 4B10 |   4928/60000 (  8%) ] Loss: 2.2079 top1= 32.1023

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.000



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 4B20 |   9408/60000 ( 16%) ] Loss: 2.2142 top1= 26.4205

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.000



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2110 top1= 36.9591


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2027 top1= 37.2796


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2022 top1= 38.3313

Train epoch 5
[E 5B0  |    448/60000 (  1%) ] Loss: 2.2014 top1= 28.1250

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.000



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 5B10 |   4928/60000 (  8%) ] Loss: 2.1785 top1= 38.0682

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.000



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 5B20 |   9408/60000 ( 16%) ] Loss: 2.1834 top1= 32.6705

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.001



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.1828 top1= 43.0489


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1719 top1= 43.8301


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.1710 top1= 42.7484

Train epoch 6
[E 6B0  |    448/60000 (  1%) ] Loss: 2.1718 top1= 32.1023

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 6B10 |   4928/60000 (  8%) ] Loss: 2.1452 top1= 41.7614

=== Log global consensus distance @ E6B10 ===
consensus_distance=0.001



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002


[E 6B20 |   9408/60000 ( 16%) ] Loss: 2.1492 top1= 38.9205

=== Log global consensus distance @ E6B20 ===
consensus_distance=0.001



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.1516 top1= 46.4343


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1378 top1= 47.7564


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.1360 top1= 45.6230

Train epoch 7
[E 7B0  |    448/60000 (  1%) ] Loss: 2.1388 top1= 37.2159

=== Log global consensus distance @ E7B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002


[E 7B10 |   4928/60000 (  8%) ] Loss: 2.1083 top1= 44.6023

=== Log global consensus distance @ E7B10 ===
consensus_distance=0.001



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002


[E 7B20 |   9408/60000 ( 16%) ] Loss: 2.1115 top1= 44.6023

=== Log global consensus distance @ E7B20 ===
consensus_distance=0.001



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.1171 top1= 50.0401


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0998 top1= 51.8830


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0971 top1= 48.4475

Train epoch 8
[E 8B0  |    448/60000 (  1%) ] Loss: 2.1022 top1= 40.3409

=== Log global consensus distance @ E8B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.003


[E 8B10 |   4928/60000 (  8%) ] Loss: 2.0676 top1= 49.4318

=== Log global consensus distance @ E8B10 ===
consensus_distance=0.001



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.003


[E 8B20 |   9408/60000 ( 16%) ] Loss: 2.0701 top1= 46.5909

=== Log global consensus distance @ E8B20 ===
consensus_distance=0.001



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.003



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0791 top1= 53.8061


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0573 top1= 55.5990


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0540 top1= 52.1234

Train epoch 9
[E 9B0  |    448/60000 (  1%) ] Loss: 2.0615 top1= 43.4659

=== Log global consensus distance @ E9B0 ===
consensus_distance=0.002



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.003


[E 9B10 |   4928/60000 (  8%) ] Loss: 2.0223 top1= 51.1364

=== Log global consensus distance @ E9B10 ===
consensus_distance=0.002



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.004


[E 9B20 |   9408/60000 ( 16%) ] Loss: 2.0243 top1= 50.2841

=== Log global consensus distance @ E9B20 ===
consensus_distance=0.002



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.004



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0369 top1= 57.0112


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0093 top1= 58.8842


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0060 top1= 55.4087

Train epoch 10
[E10B0  |    448/60000 (  1%) ] Loss: 2.0163 top1= 46.8750

=== Log global consensus distance @ E10B0 ===
consensus_distance=0.002



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.004


[E10B10 |   4928/60000 (  8%) ] Loss: 1.9723 top1= 52.8409

=== Log global consensus distance @ E10B10 ===
consensus_distance=0.002



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.005


[E10B20 |   9408/60000 ( 16%) ] Loss: 1.9737 top1= 53.9773

=== Log global consensus distance @ E10B20 ===
consensus_distance=0.002



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.005



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.9903 top1= 59.6554


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9558 top1= 61.5184


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9524 top1= 58.0629

Train epoch 11
[E11B0  |    448/60000 (  1%) ] Loss: 1.9662 top1= 50.5682

=== Log global consensus distance @ E11B0 ===
consensus_distance=0.003



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.005


[E11B10 |   4928/60000 (  8%) ] Loss: 1.9175 top1= 54.5455

=== Log global consensus distance @ E11B10 ===
consensus_distance=0.003



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.006


[E11B20 |   9408/60000 ( 16%) ] Loss: 1.9177 top1= 57.1023

=== Log global consensus distance @ E11B20 ===
consensus_distance=0.003



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.006



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.9389 top1= 61.9792


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8967 top1= 63.8121


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.8926 top1= 60.8073

Train epoch 12
[E12B0  |    448/60000 (  1%) ] Loss: 1.9110 top1= 52.8409

=== Log global consensus distance @ E12B0 ===
consensus_distance=0.003



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.007


[E12B10 |   4928/60000 (  8%) ] Loss: 1.8574 top1= 57.9545

=== Log global consensus distance @ E12B10 ===
consensus_distance=0.004



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.007


[E12B20 |   9408/60000 ( 16%) ] Loss: 1.8558 top1= 59.9432

=== Log global consensus distance @ E12B20 ===
consensus_distance=0.004



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.008



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.8824 top1= 64.0725


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.8315 top1= 66.0357


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.8263 top1= 63.2312

Train epoch 13
[E13B0  |    448/60000 (  1%) ] Loss: 1.8508 top1= 54.8295

=== Log global consensus distance @ E13B0 ===
consensus_distance=0.004



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.008


[E13B10 |   4928/60000 (  8%) ] Loss: 1.7919 top1= 60.2273

=== Log global consensus distance @ E13B10 ===
consensus_distance=0.004



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.009


[E13B20 |   9408/60000 ( 16%) ] Loss: 1.7879 top1= 61.0795

=== Log global consensus distance @ E13B20 ===
consensus_distance=0.005



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.009



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.8209 top1= 66.2861


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.7602 top1= 67.8385


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.7538 top1= 65.6550

Train epoch 14
[E14B0  |    448/60000 (  1%) ] Loss: 1.7852 top1= 58.5227

=== Log global consensus distance @ E14B0 ===
consensus_distance=0.005



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.010


[E14B10 |   4928/60000 (  8%) ] Loss: 1.7215 top1= 61.9318

=== Log global consensus distance @ E14B10 ===
consensus_distance=0.006



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.011


[E14B20 |   9408/60000 ( 16%) ] Loss: 1.7147 top1= 62.2159

=== Log global consensus distance @ E14B20 ===
consensus_distance=0.006



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.011



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7545 top1= 68.3494


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6830 top1= 69.5012


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.6753 top1= 67.8986

Train epoch 15
[E15B0  |    448/60000 (  1%) ] Loss: 1.7148 top1= 62.2159

=== Log global consensus distance @ E15B0 ===
consensus_distance=0.006



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.012


[E15B10 |   4928/60000 (  8%) ] Loss: 1.6467 top1= 64.7727

=== Log global consensus distance @ E15B10 ===
consensus_distance=0.007



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.013


[E15B20 |   9408/60000 ( 16%) ] Loss: 1.6367 top1= 63.9205

=== Log global consensus distance @ E15B20 ===
consensus_distance=0.007



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.014



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.6837 top1= 70.2624


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6007 top1= 71.3442


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5920 top1= 70.1522

Train epoch 16
[E16B0  |    448/60000 (  1%) ] Loss: 1.6408 top1= 63.0682

=== Log global consensus distance @ E16B0 ===
consensus_distance=0.008



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.014


[E16B10 |   4928/60000 (  8%) ] Loss: 1.5683 top1= 65.6250

=== Log global consensus distance @ E16B10 ===
consensus_distance=0.008



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.015


[E16B20 |   9408/60000 ( 16%) ] Loss: 1.5556 top1= 67.6136

=== Log global consensus distance @ E16B20 ===
consensus_distance=0.009



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.016



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.6096 top1= 72.0553


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.5146 top1= 73.2672


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5051 top1= 72.0553

Train epoch 17
[E17B0  |    448/60000 (  1%) ] Loss: 1.5642 top1= 64.2045

=== Log global consensus distance @ E17B0 ===
consensus_distance=0.009



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.017


[E17B10 |   4928/60000 (  8%) ] Loss: 1.4883 top1= 68.1818

=== Log global consensus distance @ E17B10 ===
consensus_distance=0.010



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.018


[E17B20 |   9408/60000 ( 16%) ] Loss: 1.4727 top1= 69.6023

=== Log global consensus distance @ E17B20 ===
consensus_distance=0.010



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.019



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5332 top1= 73.7280


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4264 top1= 74.8498


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.4165 top1= 73.8782

Train epoch 18
[E18B0  |    448/60000 (  1%) ] Loss: 1.4868 top1= 66.1932

=== Log global consensus distance @ E18B0 ===
consensus_distance=0.011



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.020


[E18B10 |   4928/60000 (  8%) ] Loss: 1.4081 top1= 69.3182

=== Log global consensus distance @ E18B10 ===
consensus_distance=0.011



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.020


[E18B20 |   9408/60000 ( 16%) ] Loss: 1.3902 top1= 71.5909

=== Log global consensus distance @ E18B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.021



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4562 top1= 75.1903


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.3383 top1= 76.1218


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.3284 top1= 75.3906

Train epoch 19
[E19B0  |    448/60000 (  1%) ] Loss: 1.4102 top1= 67.6136

=== Log global consensus distance @ E19B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.022


[E19B10 |   4928/60000 (  8%) ] Loss: 1.3294 top1= 70.7386

=== Log global consensus distance @ E19B10 ===
consensus_distance=0.013



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.023


[E19B20 |   9408/60000 ( 16%) ] Loss: 1.3099 top1= 73.2955

=== Log global consensus distance @ E19B20 ===
consensus_distance=0.014



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.024



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3800 top1= 76.2821


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2525 top1= 77.2837


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.2427 top1= 77.1134

Train epoch 20
[E20B0  |    448/60000 (  1%) ] Loss: 1.3357 top1= 69.3182

=== Log global consensus distance @ E20B0 ===
consensus_distance=0.014



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.026


[E20B10 |   4928/60000 (  8%) ] Loss: 1.2535 top1= 70.7386

=== Log global consensus distance @ E20B10 ===
consensus_distance=0.015



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.027


[E20B20 |   9408/60000 ( 16%) ] Loss: 1.2334 top1= 74.7159

=== Log global consensus distance @ E20B20 ===
consensus_distance=0.015



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.028



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3062 top1= 77.7644


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.1709 top1= 78.5256


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.1612 top1= 78.1651

Train epoch 21
[E21B0  |    448/60000 (  1%) ] Loss: 1.2649 top1= 70.1705

=== Log global consensus distance @ E21B0 ===
consensus_distance=0.016



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.029


[E21B10 |   4928/60000 (  8%) ] Loss: 1.1817 top1= 73.8636

=== Log global consensus distance @ E21B10 ===
consensus_distance=0.017



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.030


[E21B20 |   9408/60000 ( 16%) ] Loss: 1.1617 top1= 75.8523

=== Log global consensus distance @ E21B20 ===
consensus_distance=0.017



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.031



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2357 top1= 78.7560


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.0950 top1= 79.4972


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.0853 top1= 79.2368

Train epoch 22
[E22B0  |    448/60000 (  1%) ] Loss: 1.1988 top1= 70.7386

=== Log global consensus distance @ E22B0 ===
consensus_distance=0.018



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.032


[E22B10 |   4928/60000 (  8%) ] Loss: 1.1149 top1= 75.8523

=== Log global consensus distance @ E22B10 ===
consensus_distance=0.019



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.033


[E22B20 |   9408/60000 ( 16%) ] Loss: 1.0957 top1= 76.1364

=== Log global consensus distance @ E22B20 ===
consensus_distance=0.019



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.034



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1696 top1= 79.6374


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.0253 top1= 80.3886


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.0157 top1= 80.2885

Train epoch 23
[E23B0  |    448/60000 (  1%) ] Loss: 1.1375 top1= 71.5909

=== Log global consensus distance @ E23B0 ===
consensus_distance=0.020



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.036


[E23B10 |   4928/60000 (  8%) ] Loss: 1.0534 top1= 76.7045

=== Log global consensus distance @ E23B10 ===
consensus_distance=0.020



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.037


[E23B20 |   9408/60000 ( 16%) ] Loss: 1.0356 top1= 77.2727

=== Log global consensus distance @ E23B20 ===
consensus_distance=0.021



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.038



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1083 top1= 80.5188


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.9624 top1= 81.0497


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.9527 top1= 81.0296

Train epoch 24
[E24B0  |    448/60000 (  1%) ] Loss: 1.0813 top1= 73.2955

=== Log global consensus distance @ E24B0 ===
consensus_distance=0.022



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.039


[E24B10 |   4928/60000 (  8%) ] Loss: 0.9971 top1= 76.7045

=== Log global consensus distance @ E24B10 ===
consensus_distance=0.022



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.040


[E24B20 |   9408/60000 ( 16%) ] Loss: 0.9807 top1= 79.8295

=== Log global consensus distance @ E24B20 ===
consensus_distance=0.023



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.041



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0519 top1= 81.0597


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.9060 top1= 81.7408


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.8961 top1= 81.7608

Train epoch 25
[E25B0  |    448/60000 (  1%) ] Loss: 1.0300 top1= 73.2955

=== Log global consensus distance @ E25B0 ===
consensus_distance=0.024



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.043


[E25B10 |   4928/60000 (  8%) ] Loss: 0.9458 top1= 77.2727

=== Log global consensus distance @ E25B10 ===
consensus_distance=0.024



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.044


[E25B20 |   9408/60000 ( 16%) ] Loss: 0.9311 top1= 80.1136

=== Log global consensus distance @ E25B20 ===
consensus_distance=0.025



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.045



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0005 top1= 81.7208


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.8558 top1= 82.3417


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.8457 top1= 82.4419

Train epoch 26
[E26B0  |    448/60000 (  1%) ] Loss: 0.9834 top1= 74.1477

=== Log global consensus distance @ E26B0 ===
consensus_distance=0.026



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.046


[E26B10 |   4928/60000 (  8%) ] Loss: 0.8995 top1= 77.5568

=== Log global consensus distance @ E26B10 ===
consensus_distance=0.026



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.047


[E26B20 |   9408/60000 ( 16%) ] Loss: 0.8865 top1= 81.5341

=== Log global consensus distance @ E26B20 ===
consensus_distance=0.027



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.049



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.9538 top1= 82.2216


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.8110 top1= 82.8726


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.8009 top1= 83.0529

Train epoch 27
[E27B0  |    448/60000 (  1%) ] Loss: 0.9411 top1= 75.0000

=== Log global consensus distance @ E27B0 ===
consensus_distance=0.027



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050


[E27B10 |   4928/60000 (  8%) ] Loss: 0.8577 top1= 78.1250

=== Log global consensus distance @ E27B10 ===
consensus_distance=0.028



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051


[E27B20 |   9408/60000 ( 16%) ] Loss: 0.8464 top1= 81.8182

=== Log global consensus distance @ E27B20 ===
consensus_distance=0.029



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.9115 top1= 82.7324


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7714 top1= 83.4135


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7614 top1= 83.5136

Train epoch 28
[E28B0  |    448/60000 (  1%) ] Loss: 0.9030 top1= 75.8523

=== Log global consensus distance @ E28B0 ===
consensus_distance=0.029



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.054


[E28B10 |   4928/60000 (  8%) ] Loss: 0.8202 top1= 79.2614

=== Log global consensus distance @ E28B10 ===
consensus_distance=0.030



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055


[E28B20 |   9408/60000 ( 16%) ] Loss: 0.8104 top1= 82.9545

=== Log global consensus distance @ E28B20 ===
consensus_distance=0.031



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.056



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8733 top1= 83.0228


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7363 top1= 83.8041


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7264 top1= 83.8842

Train epoch 29
[E29B0  |    448/60000 (  1%) ] Loss: 0.8684 top1= 75.8523

=== Log global consensus distance @ E29B0 ===
consensus_distance=0.031



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.057


[E29B10 |   4928/60000 (  8%) ] Loss: 0.7865 top1= 80.3977

=== Log global consensus distance @ E29B10 ===
consensus_distance=0.032



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.058


[E29B20 |   9408/60000 ( 16%) ] Loss: 0.7775 top1= 83.2386

=== Log global consensus distance @ E29B20 ===
consensus_distance=0.032



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.060



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8386 top1= 83.4736


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7048 top1= 84.1847


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6953 top1= 84.2849

Train epoch 30
[E30B0  |    448/60000 (  1%) ] Loss: 0.8370 top1= 76.4205

=== Log global consensus distance @ E30B0 ===
consensus_distance=0.033



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.061


[E30B10 |   4928/60000 (  8%) ] Loss: 0.7560 top1= 80.3977

=== Log global consensus distance @ E30B10 ===
consensus_distance=0.033



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.062


[E30B20 |   9408/60000 ( 16%) ] Loss: 0.7476 top1= 83.2386

=== Log global consensus distance @ E30B20 ===
consensus_distance=0.034



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.063



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8072 top1= 83.8041


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6768 top1= 84.5453


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6677 top1= 84.5853

Train epoch 31
[E31B0  |    448/60000 (  1%) ] Loss: 0.8083 top1= 77.5568

=== Log global consensus distance @ E31B0 ===
consensus_distance=0.035



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.065


[E31B10 |   4928/60000 (  8%) ] Loss: 0.7284 top1= 80.1136

=== Log global consensus distance @ E31B10 ===
consensus_distance=0.035



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.066


[E31B20 |   9408/60000 ( 16%) ] Loss: 0.7203 top1= 83.8068

=== Log global consensus distance @ E31B20 ===
consensus_distance=0.036



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.067



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7788 top1= 84.2147


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6516 top1= 84.9760


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6430 top1= 84.8758

Train epoch 32
[E32B0  |    448/60000 (  1%) ] Loss: 0.7821 top1= 78.6932

=== Log global consensus distance @ E32B0 ===
consensus_distance=0.036



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.068


[E32B10 |   4928/60000 (  8%) ] Loss: 0.7033 top1= 80.9659

=== Log global consensus distance @ E32B10 ===
consensus_distance=0.037



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.069


[E32B20 |   9408/60000 ( 16%) ] Loss: 0.6956 top1= 83.8068

=== Log global consensus distance @ E32B20 ===
consensus_distance=0.038



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.071



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7530 top1= 84.4151


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6290 top1= 85.2163


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6209 top1= 85.2063

Train epoch 33
[E33B0  |    448/60000 (  1%) ] Loss: 0.7579 top1= 80.1136

=== Log global consensus distance @ E33B0 ===
consensus_distance=0.038



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.072


[E33B10 |   4928/60000 (  8%) ] Loss: 0.6806 top1= 81.8182

=== Log global consensus distance @ E33B10 ===
consensus_distance=0.039



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.073


[E33B20 |   9408/60000 ( 16%) ] Loss: 0.6731 top1= 84.6591

=== Log global consensus distance @ E33B20 ===
consensus_distance=0.039



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.074



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7295 top1= 84.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6087 top1= 85.4467


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6010 top1= 85.5669

Train epoch 34
[E34B0  |    448/60000 (  1%) ] Loss: 0.7358 top1= 80.6818

=== Log global consensus distance @ E34B0 ===
consensus_distance=0.040



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.076


[E34B10 |   4928/60000 (  8%) ] Loss: 0.6600 top1= 81.8182

=== Log global consensus distance @ E34B10 ===
consensus_distance=0.040



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.077


[E34B20 |   9408/60000 ( 16%) ] Loss: 0.6526 top1= 84.9432

=== Log global consensus distance @ E34B20 ===
consensus_distance=0.041



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.078



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7082 top1= 85.0461


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5904 top1= 85.6070


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5830 top1= 85.7472

Train epoch 35
[E35B0  |    448/60000 (  1%) ] Loss: 0.7154 top1= 80.9659

=== Log global consensus distance @ E35B0 ===
consensus_distance=0.042



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.079


[E35B10 |   4928/60000 (  8%) ] Loss: 0.6410 top1= 82.1023

=== Log global consensus distance @ E35B10 ===
consensus_distance=0.042



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.080


[E35B20 |   9408/60000 ( 16%) ] Loss: 0.6336 top1= 85.2273

=== Log global consensus distance @ E35B20 ===
consensus_distance=0.043



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.082



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6887 top1= 85.2464


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5737 top1= 85.7973


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5668 top1= 85.9575

Train epoch 36
[E36B0  |    448/60000 (  1%) ] Loss: 0.6965 top1= 81.2500

=== Log global consensus distance @ E36B0 ===
consensus_distance=0.043



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.083


[E36B10 |   4928/60000 (  8%) ] Loss: 0.6236 top1= 82.6705

=== Log global consensus distance @ E36B10 ===
consensus_distance=0.044



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.084


[E36B20 |   9408/60000 ( 16%) ] Loss: 0.6162 top1= 85.5114

=== Log global consensus distance @ E36B20 ===
consensus_distance=0.045



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.086



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6708 top1= 85.3466


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5585 top1= 85.9976


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5520 top1= 86.1278

Train epoch 37
[E37B0  |    448/60000 (  1%) ] Loss: 0.6789 top1= 80.9659

=== Log global consensus distance @ E37B0 ===
consensus_distance=0.045



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.087


[E37B10 |   4928/60000 (  8%) ] Loss: 0.6076 top1= 82.6705

=== Log global consensus distance @ E37B10 ===
consensus_distance=0.046



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.088


[E37B20 |   9408/60000 ( 16%) ] Loss: 0.6002 top1= 85.7955

=== Log global consensus distance @ E37B20 ===
consensus_distance=0.046



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.089



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6544 top1= 85.5569


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5447 top1= 86.1579


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5386 top1= 86.3381

Train epoch 38
[E38B0  |    448/60000 (  1%) ] Loss: 0.6626 top1= 81.8182

=== Log global consensus distance @ E38B0 ===
consensus_distance=0.047



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.091


[E38B10 |   4928/60000 (  8%) ] Loss: 0.5927 top1= 83.5227

=== Log global consensus distance @ E38B10 ===
consensus_distance=0.047



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.092


[E38B20 |   9408/60000 ( 16%) ] Loss: 0.5853 top1= 85.7955

=== Log global consensus distance @ E38B20 ===
consensus_distance=0.048



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.093



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6392 top1= 85.7171


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5320 top1= 86.3582


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5264 top1= 86.4583

Train epoch 39
[E39B0  |    448/60000 (  1%) ] Loss: 0.6474 top1= 82.1023

=== Log global consensus distance @ E39B0 ===
consensus_distance=0.049



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.095


[E39B10 |   4928/60000 (  8%) ] Loss: 0.5790 top1= 83.5227

=== Log global consensus distance @ E39B10 ===
consensus_distance=0.049



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.096


[E39B20 |   9408/60000 ( 16%) ] Loss: 0.5715 top1= 86.3636

=== Log global consensus distance @ E39B20 ===
consensus_distance=0.050



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.097



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6252 top1= 85.7772


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5204 top1= 86.4784


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5151 top1= 86.5885

Train epoch 40
[E40B0  |    448/60000 (  1%) ] Loss: 0.6332 top1= 82.1023

=== Log global consensus distance @ E40B0 ===
consensus_distance=0.050



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.099


[E40B10 |   4928/60000 (  8%) ] Loss: 0.5664 top1= 84.0909

=== Log global consensus distance @ E40B10 ===
consensus_distance=0.051



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.100


[E40B20 |   9408/60000 ( 16%) ] Loss: 0.5586 top1= 86.3636

=== Log global consensus distance @ E40B20 ===
consensus_distance=0.051



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.101



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6123 top1= 85.8574


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.5097 top1= 86.5885


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.5048 top1= 86.7889

