
=== Start adding workers ===
=> Add worker SGDMWorker(index=0, momentum=0.95)
=> Add worker SGDMWorker(index=1, momentum=0.95)
=> Add worker SGDMWorker(index=2, momentum=0.95)
=> Add worker SGDMWorker(index=3, momentum=0.95)
=> Add worker SGDMWorker(index=4, momentum=0.95)
=> Add worker SGDMWorker(index=5, momentum=0.95)
=> Add worker SGDMWorker(index=6, momentum=0.95)
=> Add worker SGDMWorker(index=7, momentum=0.95)
=> Add worker SGDMWorker(index=8, momentum=0.95)
=> Add worker SGDMWorker(index=9, momentum=0.95)
=> Add worker SGDMWorker(index=10, momentum=0.95)
=> Add worker ByzantineWorker(index=11)
=> Add worker ByzantineWorker(index=12)
=> Add worker ByzantineWorker(index=13)

=== 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([4, 0, 5, 9, 5], device='cuda:0')
Worker 12 has targets: tensor([8, 2, 1, 2, 7], device='cuda:0')
Worker 13 has targets: tensor([9, 1, 6, 1, 1], 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: 2.2491 top1= 21.0227

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



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.001


[E 1B20 |   9408/60000 ( 16%) ] Loss: 2.1681 top1= 33.8068

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.001



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.003



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0125 top1= 54.1366


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.0137 top1= 57.7724


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.0099 top1= 49.5793

Train epoch 2
[E 2B0  |    448/60000 (  1%) ] Loss: 2.0054 top1= 46.3068

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.005


[E 2B10 |   4928/60000 (  8%) ] Loss: 1.7409 top1= 58.5227

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.002



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.008


[E 2B20 |   9408/60000 ( 16%) ] Loss: 1.4035 top1= 68.4659

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.003



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.013



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.9970 top1= 76.3221


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.9991 top1= 76.6727


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.9964 top1= 76.4022

Train epoch 3
[E 3B0  |    448/60000 (  1%) ] Loss: 1.1166 top1= 69.6023

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.005



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.019


[E 3B10 |   4928/60000 (  8%) ] Loss: 0.7943 top1= 77.2727

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.006



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.024


[E 3B20 |   9408/60000 ( 16%) ] Loss: 0.6183 top1= 82.6705

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.007



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.030



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.4706 top1= 86.4984


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.4754 top1= 86.2280


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.4731 top1= 86.3482

Train epoch 4
[E 4B0  |    448/60000 (  1%) ] Loss: 0.5989 top1= 80.3977

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.009



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.037


[E 4B10 |   4928/60000 (  8%) ] Loss: 0.4768 top1= 84.9432

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.010



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.043


[E 4B20 |   9408/60000 ( 16%) ] Loss: 0.4068 top1= 89.2045

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.048



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.3769 top1= 88.9824


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.3824 top1= 88.9623


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.3794 top1= 88.9123

Train epoch 5
[E 5B0  |    448/60000 (  1%) ] Loss: 0.4048 top1= 86.3636

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.013



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055


[E 5B10 |   4928/60000 (  8%) ] Loss: 0.3601 top1= 90.6250

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.014



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.059


[E 5B20 |   9408/60000 ( 16%) ] Loss: 0.3296 top1= 90.6250

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.015



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.061



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.3342 top1= 90.2644


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.3355 top1= 90.1843


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.3405 top1= 89.7937

Train epoch 6
[E 6B0  |    448/60000 (  1%) ] Loss: 0.3280 top1= 89.4886

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.016



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.066


[E 6B10 |   4928/60000 (  8%) ] Loss: 0.3036 top1= 92.0455

=== Log global consensus distance @ E6B10 ===
consensus_distance=0.016



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.067


[E 6B20 |   9408/60000 ( 16%) ] Loss: 0.2852 top1= 91.1932

=== Log global consensus distance @ E6B20 ===
consensus_distance=0.016



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.069



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.3103 top1= 90.7752


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.3086 top1= 90.9255


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.3174 top1= 90.5649

Train epoch 7
[E 7B0  |    448/60000 (  1%) ] Loss: 0.2775 top1= 91.4773

=== Log global consensus distance @ E7B0 ===
consensus_distance=0.017



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.071


[E 7B10 |   4928/60000 (  8%) ] Loss: 0.2592 top1= 92.6136

=== Log global consensus distance @ E7B10 ===
consensus_distance=0.017



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.071


[E 7B20 |   9408/60000 ( 16%) ] Loss: 0.2486 top1= 92.8977

=== Log global consensus distance @ E7B20 ===
consensus_distance=0.017



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.072



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2924 top1= 91.3862


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2900 top1= 91.3261


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.3013 top1= 90.9856

Train epoch 8
[E 8B0  |    448/60000 (  1%) ] Loss: 0.2457 top1= 92.6136

=== Log global consensus distance @ E8B0 ===
consensus_distance=0.017



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.073


[E 8B10 |   4928/60000 (  8%) ] Loss: 0.2252 top1= 93.4659

=== Log global consensus distance @ E8B10 ===
consensus_distance=0.017



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.072


[E 8B20 |   9408/60000 ( 16%) ] Loss: 0.2144 top1= 93.7500

=== Log global consensus distance @ E8B20 ===
consensus_distance=0.017



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.073



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2784 top1= 91.8369


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2757 top1= 91.7067


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2874 top1= 91.5465

Train epoch 9
[E 9B0  |    448/60000 (  1%) ] Loss: 0.2162 top1= 94.3182

=== Log global consensus distance @ E9B0 ===
consensus_distance=0.017



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.074


[E 9B10 |   4928/60000 (  8%) ] Loss: 0.1968 top1= 94.6023

=== Log global consensus distance @ E9B10 ===
consensus_distance=0.017



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.073


[E 9B20 |   9408/60000 ( 16%) ] Loss: 0.1841 top1= 94.6023

=== Log global consensus distance @ E9B20 ===
consensus_distance=0.017



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.073



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2671 top1= 92.0974


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2653 top1= 91.9872


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2759 top1= 91.9271

Train epoch 10
[E10B0  |    448/60000 (  1%) ] Loss: 0.1939 top1= 96.3068

=== Log global consensus distance @ E10B0 ===
consensus_distance=0.017



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.073


[E10B10 |   4928/60000 (  8%) ] Loss: 0.1719 top1= 94.8864

=== Log global consensus distance @ E10B10 ===
consensus_distance=0.017



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.072


[E10B20 |   9408/60000 ( 16%) ] Loss: 0.1578 top1= 96.0227

=== Log global consensus distance @ E10B20 ===
consensus_distance=0.017



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.072



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2586 top1= 92.3878


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2585 top1= 92.3077


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2671 top1= 92.1775

Train epoch 11
[E11B0  |    448/60000 (  1%) ] Loss: 0.1742 top1= 96.8750

=== Log global consensus distance @ E11B0 ===
consensus_distance=0.017



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.072


[E11B10 |   4928/60000 (  8%) ] Loss: 0.1507 top1= 95.7386

=== Log global consensus distance @ E11B10 ===
consensus_distance=0.017



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.071


[E11B20 |   9408/60000 ( 16%) ] Loss: 0.1355 top1= 96.8750

=== Log global consensus distance @ E11B20 ===
consensus_distance=0.017



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.071



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2509 top1= 92.6683


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2535 top1= 92.4579


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2591 top1= 92.4079

Train epoch 12
[E12B0  |    448/60000 (  1%) ] Loss: 0.1576 top1= 97.1591

=== Log global consensus distance @ E12B0 ===
consensus_distance=0.017



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.071


[E12B10 |   4928/60000 (  8%) ] Loss: 0.1317 top1= 96.0227

=== Log global consensus distance @ E12B10 ===
consensus_distance=0.016



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.069


[E12B20 |   9408/60000 ( 16%) ] Loss: 0.1204 top1= 97.1591

=== Log global consensus distance @ E12B20 ===
consensus_distance=0.016



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.070



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2440 top1= 92.8986


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2486 top1= 92.6382


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2523 top1= 92.6082

Train epoch 13
[E13B0  |    448/60000 (  1%) ] Loss: 0.1431 top1= 97.4432

=== Log global consensus distance @ E13B0 ===
consensus_distance=0.016



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.069


[E13B10 |   4928/60000 (  8%) ] Loss: 0.1152 top1= 97.1591

=== Log global consensus distance @ E13B10 ===
consensus_distance=0.016



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.067


[E13B20 |   9408/60000 ( 16%) ] Loss: 0.1056 top1= 97.4432

=== Log global consensus distance @ E13B20 ===
consensus_distance=0.016



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.067



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2373 top1= 93.2292


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2446 top1= 92.8285


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2448 top1= 92.8786

Train epoch 14
[E14B0  |    448/60000 (  1%) ] Loss: 0.1292 top1= 97.7273

=== Log global consensus distance @ E14B0 ===
consensus_distance=0.016



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.066


[E14B10 |   4928/60000 (  8%) ] Loss: 0.1044 top1= 97.7273

=== Log global consensus distance @ E14B10 ===
consensus_distance=0.015



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.065


[E14B20 |   9408/60000 ( 16%) ] Loss: 0.0937 top1= 97.7273

=== Log global consensus distance @ E14B20 ===
consensus_distance=0.015



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.065



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2312 top1= 93.4896


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2403 top1= 92.9888


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2390 top1= 93.1791

Train epoch 15
[E15B0  |    448/60000 (  1%) ] Loss: 0.1139 top1= 98.0114

=== Log global consensus distance @ E15B0 ===
consensus_distance=0.015



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.064


[E15B10 |   4928/60000 (  8%) ] Loss: 0.0959 top1= 98.0114

=== Log global consensus distance @ E15B10 ===
consensus_distance=0.015



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.063


[E15B20 |   9408/60000 ( 16%) ] Loss: 0.0808 top1= 98.2955

=== Log global consensus distance @ E15B20 ===
consensus_distance=0.015



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.063



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2270 top1= 93.6398


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2353 top1= 93.2592


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2327 top1= 93.4095

Train epoch 16
[E16B0  |    448/60000 (  1%) ] Loss: 0.0984 top1= 98.8636

=== Log global consensus distance @ E16B0 ===
consensus_distance=0.014



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.062


[E16B10 |   4928/60000 (  8%) ] Loss: 0.0883 top1= 98.2955

=== Log global consensus distance @ E16B10 ===
consensus_distance=0.014



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.061


[E16B20 |   9408/60000 ( 16%) ] Loss: 0.0716 top1= 98.5795

=== Log global consensus distance @ E16B20 ===
consensus_distance=0.014



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.060



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2246 top1= 93.6398


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2303 top1= 93.3694


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2314 top1= 93.4295

Train epoch 17
[E17B0  |    448/60000 (  1%) ] Loss: 0.0815 top1= 98.8636

=== Log global consensus distance @ E17B0 ===
consensus_distance=0.014



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.060


[E17B10 |   4928/60000 (  8%) ] Loss: 0.0835 top1= 98.8636

=== Log global consensus distance @ E17B10 ===
consensus_distance=0.014



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.058


[E17B20 |   9408/60000 ( 16%) ] Loss: 0.0605 top1= 98.5795

=== Log global consensus distance @ E17B20 ===
consensus_distance=0.013



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.058



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2275 top1= 93.5998


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2278 top1= 93.5697


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2335 top1= 93.4696

Train epoch 18
[E18B0  |    448/60000 (  1%) ] Loss: 0.0689 top1= 98.5795

=== Log global consensus distance @ E18B0 ===
consensus_distance=0.013



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.057


[E18B10 |   4928/60000 (  8%) ] Loss: 0.0769 top1= 98.2955

=== Log global consensus distance @ E18B10 ===
consensus_distance=0.013



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055


[E18B20 |   9408/60000 ( 16%) ] Loss: 0.0557 top1= 98.8636

=== Log global consensus distance @ E18B20 ===
consensus_distance=0.013



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2347 top1= 93.5597


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2277 top1= 93.6699


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2451 top1= 93.2392

Train epoch 19
[E19B0  |    448/60000 (  1%) ] Loss: 0.0602 top1= 98.8636

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



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.054


[E19B10 |   4928/60000 (  8%) ] Loss: 0.0667 top1= 98.8636

=== Log global consensus distance @ E19B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052


[E19B20 |   9408/60000 ( 16%) ] Loss: 0.0521 top1= 99.1477

=== Log global consensus distance @ E19B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2432 top1= 93.4896


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2369 top1= 93.5597


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2539 top1= 93.0589

Train epoch 20
[E20B0  |    448/60000 (  1%) ] Loss: 0.0579 top1= 99.1477

=== Log global consensus distance @ E20B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051


[E20B10 |   4928/60000 (  8%) ] Loss: 0.0590 top1= 98.8636

=== Log global consensus distance @ E20B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050


[E20B20 |   9408/60000 ( 16%) ] Loss: 0.0570 top1= 98.8636

=== Log global consensus distance @ E20B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2482 top1= 93.4195


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2470 top1= 93.2893


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2569 top1= 93.0889

Train epoch 21
[E21B0  |    448/60000 (  1%) ] Loss: 0.0580 top1= 98.0114

=== Log global consensus distance @ E21B0 ===
consensus_distance=0.011



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050


[E21B10 |   4928/60000 (  8%) ] Loss: 0.0521 top1= 99.4318

=== Log global consensus distance @ E21B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050


[E21B20 |   9408/60000 ( 16%) ] Loss: 0.0474 top1= 99.1477

=== Log global consensus distance @ E21B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2521 top1= 93.1891


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2579 top1= 93.0789


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2582 top1= 93.2292

Train epoch 22
[E22B0  |    448/60000 (  1%) ] Loss: 0.0562 top1= 98.2955

=== Log global consensus distance @ E22B0 ===
consensus_distance=0.011



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.048


[E22B10 |   4928/60000 (  8%) ] Loss: 0.0554 top1= 99.4318

=== Log global consensus distance @ E22B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050


[E22B20 |   9408/60000 ( 16%) ] Loss: 0.0395 top1= 98.5795

=== Log global consensus distance @ E22B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2507 top1= 93.4395


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2571 top1= 93.1691


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2537 top1= 93.3694

Train epoch 23
[E23B0  |    448/60000 (  1%) ] Loss: 0.0499 top1= 98.5795

=== Log global consensus distance @ E23B0 ===
consensus_distance=0.011



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.048


[E23B10 |   4928/60000 (  8%) ] Loss: 0.0582 top1= 98.8636

=== Log global consensus distance @ E23B10 ===
consensus_distance=0.011



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.048


[E23B20 |   9408/60000 ( 16%) ] Loss: 0.0340 top1= 99.4318

=== Log global consensus distance @ E23B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2612 top1= 93.3594


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2666 top1= 93.1390


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2661 top1= 93.2692

Train epoch 24
[E24B0  |    448/60000 (  1%) ] Loss: 0.0561 top1= 98.0114

=== Log global consensus distance @ E24B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.049


[E24B10 |   4928/60000 (  8%) ] Loss: 0.0494 top1= 98.5795

=== Log global consensus distance @ E24B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.050


[E24B20 |   9408/60000 ( 16%) ] Loss: 0.0232 top1=100.0000

=== Log global consensus distance @ E24B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.053



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2845 top1= 92.9087


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2898 top1= 92.7384


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2843 top1= 92.8085

Train epoch 25
[E25B0  |    448/60000 (  1%) ] Loss: 0.0642 top1= 97.7273

=== Log global consensus distance @ E25B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051


[E25B10 |   4928/60000 (  8%) ] Loss: 0.0390 top1= 99.4318

=== Log global consensus distance @ E25B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052


[E25B20 |   9408/60000 ( 16%) ] Loss: 0.0395 top1= 99.1477

=== Log global consensus distance @ E25B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.053



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2770 top1= 93.0288


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.3217 top1= 91.9471


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2729 top1= 93.0990

Train epoch 26
[E26B0  |    448/60000 (  1%) ] Loss: 0.0686 top1= 97.4432

=== Log global consensus distance @ E26B0 ===
consensus_distance=0.011



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.049


[E26B10 |   4928/60000 (  8%) ] Loss: 0.0332 top1= 99.1477

=== Log global consensus distance @ E26B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.051


[E26B20 |   9408/60000 ( 16%) ] Loss: 0.0429 top1= 99.1477

=== Log global consensus distance @ E26B20 ===
consensus_distance=0.012



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2525 top1= 93.5196


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2881 top1= 92.8385


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2491 top1= 93.6498

Train epoch 27
[E27B0  |    448/60000 (  1%) ] Loss: 0.0363 top1= 99.4318

=== Log global consensus distance @ E27B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052


[E27B10 |   4928/60000 (  8%) ] Loss: 0.0411 top1= 99.1477

=== Log global consensus distance @ E27B10 ===
consensus_distance=0.012



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.052


[E27B20 |   9408/60000 ( 16%) ] Loss: 0.0477 top1= 98.2955

=== Log global consensus distance @ E27B20 ===
consensus_distance=0.012



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



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2401 top1= 93.8401


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2672 top1= 93.2792


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2383 top1= 93.8702

Train epoch 28
[E28B0  |    448/60000 (  1%) ] Loss: 0.0314 top1= 99.4318

=== Log global consensus distance @ E28B0 ===
consensus_distance=0.013



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055


[E28B10 |   4928/60000 (  8%) ] Loss: 0.0579 top1= 98.2955

=== Log global consensus distance @ E28B10 ===
consensus_distance=0.013



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


[E28B20 |   9408/60000 ( 16%) ] Loss: 0.0319 top1= 99.4318

=== Log global consensus distance @ E28B20 ===
consensus_distance=0.013



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



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2671 top1= 93.2492


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2804 top1= 92.5982


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2779 top1= 93.0088

Train epoch 29
[E29B0  |    448/60000 (  1%) ] Loss: 0.0551 top1= 97.4432

=== Log global consensus distance @ E29B0 ===
consensus_distance=0.013



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.054


[E29B10 |   4928/60000 (  8%) ] Loss: 0.0583 top1= 98.2955

=== Log global consensus distance @ E29B10 ===
consensus_distance=0.013



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.054


[E29B20 |   9408/60000 ( 16%) ] Loss: 0.0675 top1= 98.2955

=== Log global consensus distance @ E29B20 ===
consensus_distance=0.013



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2400 top1= 94.0905


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2605 top1= 93.3894


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2445 top1= 94.0004

Train epoch 30
[E30B0  |    448/60000 (  1%) ] Loss: 0.0341 top1= 99.7159

=== Log global consensus distance @ E30B0 ===
consensus_distance=0.013



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.055


[E30B10 |   4928/60000 (  8%) ] Loss: 0.0561 top1= 98.0114

=== Log global consensus distance @ E30B10 ===
consensus_distance=0.013



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.054


[E30B20 |   9408/60000 ( 16%) ] Loss: 0.0476 top1= 98.2955

=== Log global consensus distance @ E30B20 ===
consensus_distance=0.013



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.053



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2371 top1= 94.0004


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2221 top1= 94.3910


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2438 top1= 93.9303

Train epoch 31
[E31B0  |    448/60000 (  1%) ] Loss: 0.0396 top1= 99.1477

=== Log global consensus distance @ E31B0 ===
consensus_distance=0.012



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.053


[E31B10 |   4928/60000 (  8%) ] Loss: 0.0417 top1= 98.8636

=== Log global consensus distance @ E31B10 ===
consensus_distance=0.011



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.049


[E31B20 |   9408/60000 ( 16%) ] Loss: 0.0225 top1= 99.4318

=== Log global consensus distance @ E31B20 ===
consensus_distance=0.011



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.049



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2543 top1= 93.6498


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2542 top1= 93.6198


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2457 top1= 93.9303

Train epoch 32
[E32B0  |    448/60000 (  1%) ] Loss: 0.0418 top1= 98.8636

=== Log global consensus distance @ E32B0 ===
consensus_distance=0.011



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.047


[E32B10 |   4928/60000 (  8%) ] Loss: 0.0501 top1= 98.8636

=== Log global consensus distance @ E32B10 ===
consensus_distance=0.011



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.047


[E32B20 |   9408/60000 ( 16%) ] Loss: 0.0237 top1= 98.8636

=== Log global consensus distance @ E32B20 ===
consensus_distance=0.011



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.047



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2611 top1= 93.6699


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2460 top1= 93.9503


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2710 top1= 93.4495

Train epoch 33
[E33B0  |    448/60000 (  1%) ] Loss: 0.0339 top1= 98.8636

=== Log global consensus distance @ E33B0 ===
consensus_distance=0.010



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.044


[E33B10 |   4928/60000 (  8%) ] Loss: 0.0346 top1= 99.7159

=== Log global consensus distance @ E33B10 ===
consensus_distance=0.011



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.046


[E33B20 |   9408/60000 ( 16%) ] Loss: 0.0239 top1= 99.4318

=== Log global consensus distance @ E33B20 ===
consensus_distance=0.010



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.043



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2494 top1= 93.8702


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2521 top1= 93.6699


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2890 top1= 93.0889

Train epoch 34
[E34B0  |    448/60000 (  1%) ] Loss: 0.0450 top1= 98.5795

=== Log global consensus distance @ E34B0 ===
consensus_distance=0.010



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.041


[E34B10 |   4928/60000 (  8%) ] Loss: 0.0270 top1= 99.1477

=== Log global consensus distance @ E34B10 ===
consensus_distance=0.009



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.040


[E34B20 |   9408/60000 ( 16%) ] Loss: 0.0306 top1= 98.5795

=== Log global consensus distance @ E34B20 ===
consensus_distance=0.009



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.037



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2359 top1= 94.1607


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2407 top1= 93.9704


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2403 top1= 94.1206

Train epoch 35
[E35B0  |    448/60000 (  1%) ] Loss: 0.0168 top1= 99.7159

=== Log global consensus distance @ E35B0 ===
consensus_distance=0.008



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.035


[E35B10 |   4928/60000 (  8%) ] Loss: 0.0270 top1= 99.1477

=== Log global consensus distance @ E35B10 ===
consensus_distance=0.007



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.032


[E35B20 |   9408/60000 ( 16%) ] Loss: 0.0118 top1= 99.7159

=== Log global consensus distance @ E35B20 ===
consensus_distance=0.007



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.028



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2506 top1= 94.0204


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2686 top1= 93.5597


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2480 top1= 94.0905

Train epoch 36
[E36B0  |    448/60000 (  1%) ] Loss: 0.0240 top1= 99.4318

=== Log global consensus distance @ E36B0 ===
consensus_distance=0.006



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.026


[E36B10 |   4928/60000 (  8%) ] Loss: 0.0159 top1= 99.7159

=== Log global consensus distance @ E36B10 ===
consensus_distance=0.005



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.024


[E36B20 |   9408/60000 ( 16%) ] Loss: 0.0094 top1=100.0000

=== Log global consensus distance @ E36B20 ===
consensus_distance=0.005



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.022



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2318 top1= 94.4211


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2587 top1= 93.8001


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2316 top1= 94.3209

Train epoch 37
[E37B0  |    448/60000 (  1%) ] Loss: 0.0154 top1= 99.7159

=== Log global consensus distance @ E37B0 ===
consensus_distance=0.005



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.020


[E37B10 |   4928/60000 (  8%) ] Loss: 0.0115 top1=100.0000

=== Log global consensus distance @ E37B10 ===
consensus_distance=0.004



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.017


[E37B20 |   9408/60000 ( 16%) ] Loss: 0.0104 top1=100.0000

=== Log global consensus distance @ E37B20 ===
consensus_distance=0.004



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.016



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2374 top1= 94.3209


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2727 top1= 93.3393


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2315 top1= 94.5513

Train epoch 38
[E38B0  |    448/60000 (  1%) ] Loss: 0.0206 top1= 99.7159

=== Log global consensus distance @ E38B0 ===
consensus_distance=0.004



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.016


[E38B10 |   4928/60000 (  8%) ] Loss: 0.0146 top1= 99.7159

=== Log global consensus distance @ E38B10 ===
consensus_distance=0.004



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.016


[E38B20 |   9408/60000 ( 16%) ] Loss: 0.0165 top1= 99.7159

=== Log global consensus distance @ E38B20 ===
consensus_distance=0.003



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.015



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2300 top1= 94.4111


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2704 top1= 93.5597


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2300 top1= 94.5613

Train epoch 39
[E39B0  |    448/60000 (  1%) ] Loss: 0.0157 top1= 99.7159

=== Log global consensus distance @ E39B0 ===
consensus_distance=0.004



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.016


[E39B10 |   4928/60000 (  8%) ] Loss: 0.0086 top1=100.0000

=== Log global consensus distance @ E39B10 ===
consensus_distance=0.003



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.015


[E39B20 |   9408/60000 ( 16%) ] Loss: 0.0067 top1=100.0000

=== Log global consensus distance @ E39B20 ===
consensus_distance=0.003



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.014



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2314 top1= 94.4211


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2718 top1= 93.5096


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2320 top1= 94.5112

Train epoch 40
[E40B0  |    448/60000 (  1%) ] Loss: 0.0176 top1= 99.1477

=== Log global consensus distance @ E40B0 ===
consensus_distance=0.004



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.016


[E40B10 |   4928/60000 (  8%) ] Loss: 0.0110 top1= 99.7159

=== Log global consensus distance @ E40B10 ===
consensus_distance=0.003



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.014


[E40B20 |   9408/60000 ( 16%) ] Loss: 0.0176 top1= 99.4318

=== Log global consensus distance @ E40B20 ===
consensus_distance=0.003



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.014



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.2326 top1= 94.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.2686 top1= 93.6799


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.2300 top1= 94.6114

