
=== 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)
=> Add worker ByzantineWorker(index=12)

=== Start adding graph ===
TwoCliquesWithByzantine(m=5,b=2)

Train epoch 1
[E 1B0  |    416/60000 (  1%) ] Loss: 2.3051 top1=  8.5227

=== Peeking data label distribution E1B0 ===
Worker 0 has targets: tensor([9, 9, 2, 5, 8], device='cuda:0')
Worker 1 has targets: tensor([3, 4, 1, 1, 9], device='cuda:0')
Worker 2 has targets: tensor([5, 0, 6, 6, 2], device='cuda:0')
Worker 3 has targets: tensor([4, 6, 5, 0, 1], device='cuda:0')
Worker 4 has targets: tensor([7, 8, 5, 1, 0], device='cuda:0')
Worker 5 has targets: tensor([4, 9, 4, 4, 7], device='cuda:0')
Worker 6 has targets: tensor([9, 9, 7, 4, 9], device='cuda:0')
Worker 7 has targets: tensor([6, 3, 4, 0, 2], device='cuda:0')
Worker 8 has targets: tensor([8, 1, 1, 0, 6], device='cuda:0')
Worker 9 has targets: tensor([8, 3, 8, 7, 8], device='cuda:0')
Worker 10 has targets: tensor([7, 2, 7, 0, 7], device='cuda:0')
Worker 11 has targets: tensor([4, 5, 3, 6, 7], device='cuda:0')
Worker 12 has targets: tensor([8, 0, 3, 7, 2], 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 |   4576/60000 (  8%) ] Loss: 2.2696 top1= 16.7614

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.001



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


[E 1B20 |   8736/60000 ( 15%) ] Loss: 2.2132 top1= 24.7159

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.008



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.1822 top1= 19.4311


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1453 top1= 34.0445


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.1479 top1= 34.1747

Train epoch 2
[E 2B0  |    416/60000 (  1%) ] Loss: 2.1213 top1= 31.2500

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.083



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=0.006


[E 2B10 |   4576/60000 (  8%) ] Loss: 2.0700 top1= 31.5341

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.791



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.035
clique2_consensus_distance=0.038


[E 2B20 |   8736/60000 ( 15%) ] Loss: 2.2574 top1= 32.9545

=== Log global consensus distance @ E2B20 ===
consensus_distance=7.263



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.319
clique2_consensus_distance=0.323



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3171 top1= 60.1062


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.5737 top1= 56.6907


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5853 top1= 57.2216

Train epoch 3
[E 3B0  |    416/60000 (  1%) ] Loss: 1.9599 top1= 35.5114

=== Log global consensus distance @ E3B0 ===
consensus_distance=16.298



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.645


[E 3B10 |   4576/60000 (  8%) ] Loss: 1.3975 top1= 53.6932

=== Log global consensus distance @ E3B10 ===
consensus_distance=24.808



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.648


[E 3B20 |   8736/60000 ( 15%) ] Loss: 1.3341 top1= 55.9659

=== Log global consensus distance @ E3B20 ===
consensus_distance=35.151



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.651



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8584 top1= 75.1302


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7806 top1= 78.4355


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7964 top1= 77.4038

Train epoch 4
[E 4B0  |    416/60000 (  1%) ] Loss: 1.2519 top1= 57.3864

=== Log global consensus distance @ E4B0 ===
consensus_distance=47.312



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.657


[E 4B10 |   4576/60000 (  8%) ] Loss: 0.9948 top1= 67.6136

=== Log global consensus distance @ E4B10 ===
consensus_distance=61.319



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.665


[E 4B20 |   8736/60000 ( 15%) ] Loss: 1.0990 top1= 65.0568

=== Log global consensus distance @ E4B20 ===
consensus_distance=77.171



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.672



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8320 top1= 76.8029


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6675 top1= 82.7123


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6677 top1= 82.1414

Train epoch 5
[E 5B0  |    416/60000 (  1%) ] Loss: 1.0276 top1= 67.6136

=== Log global consensus distance @ E5B0 ===
consensus_distance=94.864



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.682


[E 5B10 |   4576/60000 (  8%) ] Loss: 0.9620 top1= 70.7386

=== Log global consensus distance @ E5B10 ===
consensus_distance=114.390



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.693


[E 5B20 |   8736/60000 ( 15%) ] Loss: 1.0316 top1= 67.6136

=== Log global consensus distance @ E5B20 ===
consensus_distance=135.749



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.702



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8616 top1= 73.5477


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6512 top1= 82.9928


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6324 top1= 83.0128

Train epoch 6
[E 6B0  |    416/60000 (  1%) ] Loss: 1.0877 top1= 65.9091

=== Log global consensus distance @ E6B0 ===
consensus_distance=158.947



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.716


[E 6B10 |   4576/60000 (  8%) ] Loss: 1.1280 top1= 72.7273

=== Log global consensus distance @ E6B10 ===
consensus_distance=183.994



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.728


[E 6B20 |   8736/60000 ( 15%) ] Loss: 1.0416 top1= 66.7614

=== Log global consensus distance @ E6B20 ===
consensus_distance=210.898



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.741



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.9143 top1= 71.9551


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6358 top1= 82.8425


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6144 top1= 83.0829

Train epoch 7
[E 7B0  |    416/60000 (  1%) ] Loss: 1.0384 top1= 68.4659

=== Log global consensus distance @ E7B0 ===
consensus_distance=239.632



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.757


[E 7B10 |   4576/60000 (  8%) ] Loss: 1.0263 top1= 68.7500

=== Log global consensus distance @ E7B10 ===
consensus_distance=270.195



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.769


[E 7B20 |   8736/60000 ( 15%) ] Loss: 1.0354 top1= 67.6136

=== Log global consensus distance @ E7B20 ===
consensus_distance=302.595



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.781



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8160 top1= 73.1971


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6336 top1= 82.4619


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6086 top1= 83.4034

Train epoch 8
[E 8B0  |    416/60000 (  1%) ] Loss: 1.0801 top1= 69.3182

=== Log global consensus distance @ E8B0 ===
consensus_distance=336.812



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.796


[E 8B10 |   4576/60000 (  8%) ] Loss: 0.9126 top1= 70.1705

=== Log global consensus distance @ E8B10 ===
consensus_distance=372.880



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.808


[E 8B20 |   8736/60000 ( 15%) ] Loss: 1.0095 top1= 68.4659

=== Log global consensus distance @ E8B20 ===
consensus_distance=410.783



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.821



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7744 top1= 75.1703


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6307 top1= 82.0112


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6033 top1= 83.2432

Train epoch 9
[E 9B0  |    416/60000 (  1%) ] Loss: 0.9495 top1= 70.7386

=== Log global consensus distance @ E9B0 ===
consensus_distance=450.528



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.835


[E 9B10 |   4576/60000 (  8%) ] Loss: 0.8588 top1= 73.8636

=== Log global consensus distance @ E9B10 ===
consensus_distance=492.113



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.846


[E 9B20 |   8736/60000 ( 15%) ] Loss: 1.0031 top1= 68.4659

=== Log global consensus distance @ E9B20 ===
consensus_distance=535.535



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.860



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8055 top1= 72.2756


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6295 top1= 81.2901


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6035 top1= 82.8125

Train epoch 10
[E10B0  |    416/60000 (  1%) ] Loss: 0.9430 top1= 69.3182

=== Log global consensus distance @ E10B0 ===
consensus_distance=580.794



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.876


[E10B10 |   4576/60000 (  8%) ] Loss: 0.9738 top1= 71.8750

=== Log global consensus distance @ E10B10 ===
consensus_distance=627.879



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.887


[E10B20 |   8736/60000 ( 15%) ] Loss: 1.1852 top1= 67.3295

=== Log global consensus distance @ E10B20 ===
consensus_distance=676.814



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.903



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8863 top1= 76.4523


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6251 top1= 81.0296


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6057 top1= 81.9010

Train epoch 11
[E11B0  |    416/60000 (  1%) ] Loss: 1.1757 top1= 67.8977

=== Log global consensus distance @ E11B0 ===
consensus_distance=727.613



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.920


[E11B10 |   4576/60000 (  8%) ] Loss: 1.0822 top1= 70.4545

=== Log global consensus distance @ E11B10 ===
consensus_distance=780.233



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.933


[E11B20 |   8736/60000 ( 15%) ] Loss: 2.0172 top1= 67.8977

=== Log global consensus distance @ E11B20 ===
consensus_distance=834.673



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.953



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0468 top1= 76.3421


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6199 top1= 80.9595


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6041 top1= 81.6807

Train epoch 12
[E12B0  |    416/60000 (  1%) ] Loss: 1.8272 top1= 66.1932

=== Log global consensus distance @ E12B0 ===
consensus_distance=891.107



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.972


[E12B10 |   4576/60000 (  8%) ] Loss: 1.2005 top1= 70.4545

=== Log global consensus distance @ E12B10 ===
consensus_distance=949.417



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=0.988


[E12B20 |   8736/60000 ( 15%) ] Loss: 1.7996 top1= 65.3409

=== Log global consensus distance @ E12B20 ===
consensus_distance=1009.508



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.011



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0654 top1= 74.8698


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6057 top1= 81.3602


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6146 top1= 81.0998

Train epoch 13
[E13B0  |    416/60000 (  1%) ] Loss: 1.6142 top1= 66.4773

=== Log global consensus distance @ E13B0 ===
consensus_distance=1071.446



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.027


[E13B10 |   4576/60000 (  8%) ] Loss: 1.2606 top1= 65.0568

=== Log global consensus distance @ E13B10 ===
consensus_distance=1135.207



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.043


[E13B20 |   8736/60000 ( 15%) ] Loss: 1.8256 top1= 63.9205

=== Log global consensus distance @ E13B20 ===
consensus_distance=1200.792



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.068



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1523 top1= 62.4700


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6298 top1= 80.6290


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6466 top1= 79.1466

Train epoch 14
[E14B0  |    416/60000 (  1%) ] Loss: 1.2078 top1= 65.9091

=== Log global consensus distance @ E14B0 ===
consensus_distance=1268.177



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.087


[E14B10 |   4576/60000 (  8%) ] Loss: 1.1046 top1= 65.9091

=== Log global consensus distance @ E14B10 ===
consensus_distance=1337.365



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.108


[E14B20 |   8736/60000 ( 15%) ] Loss: 1.3910 top1= 62.5000

=== Log global consensus distance @ E14B20 ===
consensus_distance=1408.390



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.136



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1239 top1= 62.1194


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6382 top1= 80.5489


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6177 top1= 80.9796

Train epoch 15
[E15B0  |    416/60000 (  1%) ] Loss: 1.2748 top1= 65.0568

=== Log global consensus distance @ E15B0 ===
consensus_distance=1481.235



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.158


[E15B10 |   4576/60000 (  8%) ] Loss: 1.1192 top1= 67.6136

=== Log global consensus distance @ E15B10 ===
consensus_distance=1555.924



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.175


[E15B20 |   8736/60000 ( 15%) ] Loss: 1.3884 top1= 63.0682

=== Log global consensus distance @ E15B20 ===
consensus_distance=1632.463



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.205



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0817 top1= 68.1791


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6366 top1= 80.4187


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6236 top1= 80.5889

Train epoch 16
[E16B0  |    416/60000 (  1%) ] Loss: 1.2728 top1= 66.1932

=== Log global consensus distance @ E16B0 ===
consensus_distance=1710.828



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.230


[E16B10 |   4576/60000 (  8%) ] Loss: 1.2325 top1= 65.9091

=== Log global consensus distance @ E16B10 ===
consensus_distance=1791.048



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.255


[E16B20 |   8736/60000 ( 15%) ] Loss: 1.3486 top1= 61.0795

=== Log global consensus distance @ E16B20 ===
consensus_distance=1873.122



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.290



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.0818 top1= 70.6030


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6547 top1= 79.5573


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6367 top1= 80.3085

Train epoch 17
[E17B0  |    416/60000 (  1%) ] Loss: 1.2420 top1= 67.6136

=== Log global consensus distance @ E17B0 ===
consensus_distance=1957.019



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.318


[E17B10 |   4576/60000 (  8%) ] Loss: 1.2656 top1= 64.2045

=== Log global consensus distance @ E17B10 ===
consensus_distance=2042.766



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.350


[E17B20 |   8736/60000 ( 15%) ] Loss: 1.2906 top1= 64.7727

=== Log global consensus distance @ E17B20 ===
consensus_distance=2130.407



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.389



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1720 top1= 71.6947


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6689 top1= 79.2969


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6554 top1= 79.7977

Train epoch 18
[E18B0  |    416/60000 (  1%) ] Loss: 1.3355 top1= 67.6136

=== Log global consensus distance @ E18B0 ===
consensus_distance=2219.859



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.416


[E18B10 |   4576/60000 (  8%) ] Loss: 1.7340 top1= 65.0568

=== Log global consensus distance @ E18B10 ===
consensus_distance=2311.374



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.456


[E18B20 |   8736/60000 ( 15%) ] Loss: 2.7261 top1= 62.5000

=== Log global consensus distance @ E18B20 ===
consensus_distance=2405.110



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.496



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7037 top1= 54.6675


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.6870 top1= 78.4355


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.6754 top1= 79.8277

Train epoch 19
[E19B0  |    416/60000 (  1%) ] Loss: 2.6889 top1= 63.3523

=== Log global consensus distance @ E19B0 ===
consensus_distance=2500.917



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.523


[E19B10 |   4576/60000 (  8%) ] Loss: 1.8910 top1= 60.2273

=== Log global consensus distance @ E19B10 ===
consensus_distance=2598.543



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.554


[E19B20 |   8736/60000 ( 15%) ] Loss: 2.2377 top1= 59.9432

=== Log global consensus distance @ E19B20 ===
consensus_distance=2697.733



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.589



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.5788 top1= 38.5216


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7222 top1= 76.6627


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7101 top1= 78.9263

Train epoch 20
[E20B0  |    416/60000 (  1%) ] Loss: 1.5999 top1= 62.7841

=== Log global consensus distance @ E20B0 ===
consensus_distance=2798.678



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.617


[E20B10 |   4576/60000 (  8%) ] Loss: 1.5919 top1= 57.3864

=== Log global consensus distance @ E20B10 ===
consensus_distance=2901.259



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.658


[E20B20 |   8736/60000 ( 15%) ] Loss: 1.5859 top1= 59.6591

=== Log global consensus distance @ E20B20 ===
consensus_distance=3005.677



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.696



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3181 top1= 33.6739


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7530 top1= 75.6811


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7431 top1= 77.5841

Train epoch 21
[E21B0  |    416/60000 (  1%) ] Loss: 1.8002 top1= 62.2159

=== Log global consensus distance @ E21B0 ===
consensus_distance=3111.832



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.731


[E21B10 |   4576/60000 (  8%) ] Loss: 1.7106 top1= 55.6818

=== Log global consensus distance @ E21B10 ===
consensus_distance=3219.771



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.778


[E21B20 |   8736/60000 ( 15%) ] Loss: 1.6506 top1= 56.5341

=== Log global consensus distance @ E21B20 ===
consensus_distance=3329.501



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.823



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.1104 top1= 44.9119


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.7721 top1= 74.8998


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7725 top1= 76.6126

Train epoch 22
[E22B0  |    416/60000 (  1%) ] Loss: 1.9868 top1= 60.5114

=== Log global consensus distance @ E22B0 ===
consensus_distance=3441.105



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.859


[E22B10 |   4576/60000 (  8%) ] Loss: 1.7285 top1= 55.6818

=== Log global consensus distance @ E22B10 ===
consensus_distance=3554.604



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.904


[E22B20 |   8736/60000 ( 15%) ] Loss: 1.7885 top1= 56.8182

=== Log global consensus distance @ E22B20 ===
consensus_distance=3669.983



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.952



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.4693 top1= 29.5072


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.8243 top1= 73.0569


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.7997 top1= 75.4207

Train epoch 23
[E23B0  |    416/60000 (  1%) ] Loss: 1.7887 top1= 58.5227

=== Log global consensus distance @ E23B0 ===
consensus_distance=3787.113



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=1.991


[E23B10 |   4576/60000 (  8%) ] Loss: 1.7374 top1= 54.2614

=== Log global consensus distance @ E23B10 ===
consensus_distance=3906.062



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.046


[E23B20 |   8736/60000 ( 15%) ] Loss: 1.8388 top1= 57.6705

=== Log global consensus distance @ E23B20 ===
consensus_distance=4026.830



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.098



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.7006 top1= 36.0477


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.8426 top1= 72.1154


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.8279 top1= 74.0685

Train epoch 24
[E24B0  |    416/60000 (  1%) ] Loss: 1.8115 top1= 58.5227

=== Log global consensus distance @ E24B0 ===
consensus_distance=4149.599



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.130


[E24B10 |   4576/60000 (  8%) ] Loss: 1.8518 top1= 51.4205

=== Log global consensus distance @ E24B10 ===
consensus_distance=4274.094



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.185


[E24B20 |   8736/60000 ( 15%) ] Loss: 1.8300 top1= 54.8295

=== Log global consensus distance @ E24B20 ===
consensus_distance=4400.374



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.247



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.2337 top1= 32.0212


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.8767 top1= 70.6831


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.8629 top1= 72.8566

Train epoch 25
[E25B0  |    416/60000 (  1%) ] Loss: 2.1219 top1= 56.8182

=== Log global consensus distance @ E25B0 ===
consensus_distance=4528.474



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.284


[E25B10 |   4576/60000 (  8%) ] Loss: 1.8693 top1= 54.2614

=== Log global consensus distance @ E25B10 ===
consensus_distance=4658.427



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.322


[E25B20 |   8736/60000 ( 15%) ] Loss: 1.9472 top1= 52.2727

=== Log global consensus distance @ E25B20 ===
consensus_distance=4790.236



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.368



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5765 top1= 27.9948


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.8988 top1= 70.1322


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.9139 top1= 70.1522

Train epoch 26
[E26B0  |    416/60000 (  1%) ] Loss: 1.8371 top1= 56.5341

=== Log global consensus distance @ E26B0 ===
consensus_distance=4923.832



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.390


[E26B10 |   4576/60000 (  8%) ] Loss: 2.0434 top1= 52.8409

=== Log global consensus distance @ E26B10 ===
consensus_distance=5059.281



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.438


[E26B20 |   8736/60000 ( 15%) ] Loss: 1.9979 top1= 53.6932

=== Log global consensus distance @ E26B20 ===
consensus_distance=5196.567



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.496



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3182 top1= 31.2600


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.9556 top1= 68.9303


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=0.9486 top1= 69.4712

Train epoch 27
[E27B0  |    416/60000 (  1%) ] Loss: 2.0304 top1= 54.8295

=== Log global consensus distance @ E27B0 ===
consensus_distance=5335.682



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.522


[E27B10 |   4576/60000 (  8%) ] Loss: 1.8578 top1= 51.9886

=== Log global consensus distance @ E27B10 ===
consensus_distance=5476.648



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.567


[E27B20 |   8736/60000 ( 15%) ] Loss: 2.1456 top1= 53.4091

=== Log global consensus distance @ E27B20 ===
consensus_distance=5619.460



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.650



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5972 top1= 29.2768


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=0.9866 top1= 68.0789


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.0020 top1= 67.3678

Train epoch 28
[E28B0  |    416/60000 (  1%) ] Loss: 2.1262 top1= 53.6932

=== Log global consensus distance @ E28B0 ===
consensus_distance=5764.117



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.717


[E28B10 |   4576/60000 (  8%) ] Loss: 2.0858 top1= 51.9886

=== Log global consensus distance @ E28B10 ===
consensus_distance=5910.602



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.769


[E28B20 |   8736/60000 ( 15%) ] Loss: 1.9504 top1= 52.8409

=== Log global consensus distance @ E28B20 ===
consensus_distance=6058.936



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.854



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8329 top1= 37.5200


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.0151 top1= 66.5865


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.0127 top1= 68.2192

Train epoch 29
[E29B0  |    416/60000 (  1%) ] Loss: 2.0759 top1= 55.9659

=== Log global consensus distance @ E29B0 ===
consensus_distance=6209.099



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.898


[E29B10 |   4576/60000 (  8%) ] Loss: 1.9358 top1= 50.2841

=== Log global consensus distance @ E29B10 ===
consensus_distance=6361.107



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=2.972


[E29B20 |   8736/60000 ( 15%) ] Loss: 1.9458 top1= 53.4091

=== Log global consensus distance @ E29B20 ===
consensus_distance=6514.953



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.055



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.8563 top1= 38.6919


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.0610 top1= 65.5749


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.0509 top1= 67.8085

Train epoch 30
[E30B0  |    416/60000 (  1%) ] Loss: 2.1317 top1= 53.1250

=== Log global consensus distance @ E30B0 ===
consensus_distance=6670.624



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.098


[E30B10 |   4576/60000 (  8%) ] Loss: 2.0172 top1= 49.4318

=== Log global consensus distance @ E30B10 ===
consensus_distance=6828.170



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.197


[E30B20 |   8736/60000 ( 15%) ] Loss: 1.9949 top1= 52.5568

=== Log global consensus distance @ E30B20 ===
consensus_distance=6987.576



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.321



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7744 top1= 30.7692


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.1285 top1= 65.1442


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.0824 top1= 65.6751

Train epoch 31
[E31B0  |    416/60000 (  1%) ] Loss: 2.2503 top1= 56.2500

=== Log global consensus distance @ E31B0 ===
consensus_distance=7148.793



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.413


[E31B10 |   4576/60000 (  8%) ] Loss: 2.4804 top1= 51.1364

=== Log global consensus distance @ E31B10 ===
consensus_distance=7311.853



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.529


[E31B20 |   8736/60000 ( 15%) ] Loss: 1.9898 top1= 50.2841

=== Log global consensus distance @ E31B20 ===
consensus_distance=7476.726



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.614



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.7918 top1= 32.7224


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.1808 top1= 62.8405


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.1113 top1= 64.5733

Train epoch 32
[E32B0  |    416/60000 (  1%) ] Loss: 2.2473 top1= 54.5455

=== Log global consensus distance @ E32B0 ===
consensus_distance=7643.445



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.682


[E32B10 |   4576/60000 (  8%) ] Loss: 2.2477 top1= 50.8523

=== Log global consensus distance @ E32B10 ===
consensus_distance=7812.020



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.787


[E32B20 |   8736/60000 ( 15%) ] Loss: 2.1706 top1= 49.7159

=== Log global consensus distance @ E32B20 ===
consensus_distance=7982.411



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.901



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3971 top1= 34.9259


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2014 top1= 62.1995


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.1627 top1= 63.2712

Train epoch 33
[E33B0  |    416/60000 (  1%) ] Loss: 2.3893 top1= 51.9886

=== Log global consensus distance @ E33B0 ===
consensus_distance=8154.648



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=3.999


[E33B10 |   4576/60000 (  8%) ] Loss: 2.1638 top1= 48.0114

=== Log global consensus distance @ E33B10 ===
consensus_distance=8328.752



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.117


[E33B20 |   8736/60000 ( 15%) ] Loss: 2.1280 top1= 52.8409

=== Log global consensus distance @ E33B20 ===
consensus_distance=8504.669



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.238



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.8339 top1= 25.8914


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2617 top1= 61.3482


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.1947 top1= 62.9908

Train epoch 34
[E34B0  |    416/60000 (  1%) ] Loss: 2.4649 top1= 50.2841

=== Log global consensus distance @ E34B0 ===
consensus_distance=8682.435



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.329


[E34B10 |   4576/60000 (  8%) ] Loss: 1.9935 top1= 49.1477

=== Log global consensus distance @ E34B10 ===
consensus_distance=8862.052



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.453


[E34B20 |   8736/60000 ( 15%) ] Loss: 2.2567 top1= 50.8523

=== Log global consensus distance @ E34B20 ===
consensus_distance=9043.508



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.571



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.2458 top1= 32.2115


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.3183 top1= 61.5385


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.2515 top1= 60.4167

Train epoch 35
[E35B0  |    416/60000 (  1%) ] Loss: 2.6807 top1= 49.4318

=== Log global consensus distance @ E35B0 ===
consensus_distance=9226.787



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.665


[E35B10 |   4576/60000 (  8%) ] Loss: 2.0586 top1= 48.2955

=== Log global consensus distance @ E35B10 ===
consensus_distance=9411.932



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.733


[E35B20 |   8736/60000 ( 15%) ] Loss: 2.2606 top1= 48.2955

=== Log global consensus distance @ E35B20 ===
consensus_distance=9598.915



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.804



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9888 top1= 23.9383


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.3205 top1= 60.5168


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.3241 top1= 58.6038

Train epoch 36
[E36B0  |    416/60000 (  1%) ] Loss: 2.7608 top1= 46.5909

=== Log global consensus distance @ E36B0 ===
consensus_distance=9787.691



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.861


[E36B10 |   4576/60000 (  8%) ] Loss: 2.1789 top1= 47.1591

=== Log global consensus distance @ E36B10 ===
consensus_distance=9978.310



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=4.935


[E36B20 |   8736/60000 ( 15%) ] Loss: 2.3364 top1= 47.4432

=== Log global consensus distance @ E36B20 ===
consensus_distance=10170.765



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.016



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.9427 top1= 25.0401


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4312 top1= 57.2316


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.3579 top1= 58.3233

Train epoch 37
[E37B0  |    416/60000 (  1%) ] Loss: 2.7273 top1= 45.4545

=== Log global consensus distance @ E37B0 ===
consensus_distance=10365.057



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.111


[E37B10 |   4576/60000 (  8%) ] Loss: 2.1465 top1= 47.7273

=== Log global consensus distance @ E37B10 ===
consensus_distance=10561.205



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.257


[E37B20 |   8736/60000 ( 15%) ] Loss: 2.5180 top1= 46.8750

=== Log global consensus distance @ E37B20 ===
consensus_distance=10759.183



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.394



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7983 top1= 27.0132


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4462 top1= 57.1214


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5138 top1= 54.9579

Train epoch 38
[E38B0  |    416/60000 (  1%) ] Loss: 2.8491 top1= 46.0227

=== Log global consensus distance @ E38B0 ===
consensus_distance=10959.000



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.492


[E38B10 |   4576/60000 (  8%) ] Loss: 2.3373 top1= 47.1591

=== Log global consensus distance @ E38B10 ===
consensus_distance=11160.651



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.556


[E38B20 |   8736/60000 ( 15%) ] Loss: 2.4400 top1= 47.1591

=== Log global consensus distance @ E38B20 ===
consensus_distance=11364.141



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.614



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7898 top1= 28.2953


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4577 top1= 58.5938


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.4606 top1= 55.5789

Train epoch 39
[E39B0  |    416/60000 (  1%) ] Loss: 2.7826 top1= 45.7386

=== Log global consensus distance @ E39B0 ===
consensus_distance=11569.468



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.677


[E39B10 |   4576/60000 (  8%) ] Loss: 2.2687 top1= 45.1705

=== Log global consensus distance @ E39B10 ===
consensus_distance=11776.648



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.804


[E39B20 |   8736/60000 ( 15%) ] Loss: 2.5800 top1= 46.8750

=== Log global consensus distance @ E39B20 ===
consensus_distance=11985.674



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=5.954



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=5.7203 top1= 31.6907


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.5052 top1= 57.5220


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.4708 top1= 55.5188

Train epoch 40
[E40B0  |    416/60000 (  1%) ] Loss: 2.8046 top1= 44.6023

=== Log global consensus distance @ E40B0 ===
consensus_distance=12196.516



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=6.054


[E40B10 |   4576/60000 (  8%) ] Loss: 2.3926 top1= 44.6023

=== Log global consensus distance @ E40B10 ===
consensus_distance=12409.208



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=6.102


[E40B20 |   8736/60000 ( 15%) ] Loss: 2.6214 top1= 47.7273

=== Log global consensus distance @ E40B20 ===
consensus_distance=12623.773



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.640
clique2_consensus_distance=6.213



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1984 top1= 28.5958


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.6124 top1= 54.2969


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5322 top1= 54.2067

