
=== 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 ByzantineWorker(index=11)

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

Train epoch 1
[E 1B0  |    384/60000 (  1%) ] Loss: 2.3028 top1=  8.5227

=== Peeking data label distribution E1B0 ===
Worker 0 has targets: tensor([9, 8, 5, 7, 7], device='cuda:0')
Worker 1 has targets: tensor([3, 9, 0, 3, 0], device='cuda:0')
Worker 2 has targets: tensor([5, 4, 2, 3, 6], device='cuda:0')
Worker 3 has targets: tensor([4, 0, 1, 5, 7], device='cuda:0')
Worker 4 has targets: tensor([7, 6, 6, 1, 8], device='cuda:0')
Worker 5 has targets: tensor([4, 8, 5, 6, 9], device='cuda:0')
Worker 6 has targets: tensor([9, 9, 5, 0, 2], device='cuda:0')
Worker 7 has targets: tensor([6, 9, 4, 1, 1], device='cuda:0')
Worker 8 has targets: tensor([8, 3, 7, 4, 0], device='cuda:0')
Worker 9 has targets: tensor([8, 1, 4, 4, 7], device='cuda:0')
Worker 10 has targets: tensor([7, 3, 1, 0, 9], device='cuda:0')
Worker 11 has targets: tensor([4, 2, 8, 0, 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 |   4224/60000 (  7%) ] Loss: 2.2920 top1= 13.6364

=== 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 |   8064/60000 ( 13%) ] Loss: 2.2810 top1= 14.4886

=== 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=2.2737 top1= 19.7216


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2751 top1= 18.7200


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2751 top1= 18.4996

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 2.2606 top1= 16.4773

=== Log global consensus distance @ E2B0 ===
consensus_distance=0.003



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


[E 2B10 |   4224/60000 (  7%) ] Loss: 2.2513 top1= 20.1705

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.030



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=0.001


[E 2B20 |   8064/60000 ( 13%) ] Loss: 2.2672 top1= 24.1477

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.272



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=0.012



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.4072 top1= 36.6486


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.2773 top1= 36.4083


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2776 top1= 36.1979

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 2.3200 top1= 22.1591

=== Log global consensus distance @ E3B0 ===
consensus_distance=2.476



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.109
clique2_consensus_distance=0.109


[E 3B10 |   4224/60000 (  7%) ] Loss: 2.6417 top1= 25.2841

=== Log global consensus distance @ E3B10 ===
consensus_distance=5.322



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.288
clique2_consensus_distance=0.289


[E 3B20 |   8064/60000 ( 13%) ] Loss: 2.7123 top1= 28.1250

=== Log global consensus distance @ E3B20 ===
consensus_distance=5.435



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=0.297



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.0058 top1= 40.8754


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.9507 top1= 39.5733


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.9630 top1= 39.3029

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 2.6869 top1= 30.6818

=== Log global consensus distance @ E4B0 ===
consensus_distance=5.439



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=0.298


[E 4B10 |   4224/60000 (  7%) ] Loss: 2.8342 top1= 30.1136

=== Log global consensus distance @ E4B10 ===
consensus_distance=5.440



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=0.298


[E 4B20 |   8064/60000 ( 13%) ] Loss: 3.0676 top1= 31.5341

=== Log global consensus distance @ E4B20 ===
consensus_distance=5.440



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=0.298



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5019 top1= 53.4956


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4918 top1= 51.6426


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.4923 top1= 51.7929

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 3.1164 top1= 31.2500

=== Log global consensus distance @ E5B0 ===
consensus_distance=5.440



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=0.299


[E 5B10 |   4224/60000 (  7%) ] Loss: 3.2860 top1= 33.5227

=== Log global consensus distance @ E5B10 ===
consensus_distance=5.440



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.299


[E 5B20 |   8064/60000 ( 13%) ] Loss: 3.3763 top1= 37.5000

=== Log global consensus distance @ E5B20 ===
consensus_distance=5.440



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=0.299



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3725 top1= 60.1062


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2874 top1= 60.5268


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.2953 top1= 59.7155

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 3.5371 top1= 35.7955

=== Log global consensus distance @ E6B0 ===
consensus_distance=5.441



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.300


[E 6B10 |   4224/60000 (  7%) ] Loss: 3.6636 top1= 38.3523

=== Log global consensus distance @ E6B10 ===
consensus_distance=5.441



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.300


[E 6B20 |   8064/60000 ( 13%) ] Loss: 3.7417 top1= 38.6364

=== Log global consensus distance @ E6B20 ===
consensus_distance=5.441



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.300



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.5153 top1= 59.3550


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.3251 top1= 60.9375


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.3600 top1= 58.9042

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 4.1288 top1= 36.3636

=== Log global consensus distance @ E7B0 ===
consensus_distance=5.441



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.301


[E 7B10 |   4224/60000 (  7%) ] Loss: 4.0763 top1= 42.0455

=== Log global consensus distance @ E7B10 ===
consensus_distance=5.441



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.301


[E 7B20 |   8064/60000 ( 13%) ] Loss: 4.2092 top1= 40.6250

=== Log global consensus distance @ E7B20 ===
consensus_distance=5.442



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.302



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7877 top1= 57.9026


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4780 top1= 59.0845


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5320 top1= 57.1815

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 4.8598 top1= 38.3523

=== Log global consensus distance @ E8B0 ===
consensus_distance=5.442



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.303


[E 8B10 |   4224/60000 (  7%) ] Loss: 4.7018 top1= 42.8977

=== Log global consensus distance @ E8B10 ===
consensus_distance=5.442



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.303


[E 8B20 |   8064/60000 ( 13%) ] Loss: 5.1650 top1= 43.1818

=== Log global consensus distance @ E8B20 ===
consensus_distance=5.442



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.304



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.2701 top1= 57.3818


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.7627 top1= 58.9844


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.8228 top1= 56.8209

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 5.9776 top1= 41.4773

=== Log global consensus distance @ E9B0 ===
consensus_distance=5.443



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.305


[E 9B10 |   4224/60000 (  7%) ] Loss: 5.7521 top1= 44.0341

=== Log global consensus distance @ E9B10 ===
consensus_distance=5.443



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.306


[E 9B20 |   8064/60000 ( 13%) ] Loss: 6.4468 top1= 42.8977

=== Log global consensus distance @ E9B20 ===
consensus_distance=5.443



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.306



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9990 top1= 57.0513


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1706 top1= 58.4936


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2284 top1= 56.8710

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 7.3722 top1= 43.1818

=== Log global consensus distance @ E10B0 ===
consensus_distance=5.444



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.308


[E10B10 |   4224/60000 (  7%) ] Loss: 7.3224 top1= 45.1705

=== Log global consensus distance @ E10B10 ===
consensus_distance=5.445



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.309


[E10B20 |   8064/60000 ( 13%) ] Loss: 8.4118 top1= 41.1932

=== Log global consensus distance @ E10B20 ===
consensus_distance=5.444



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.311



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.1694 top1= 56.5304


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7672 top1= 58.5938


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9041 top1= 56.7308

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 9.6282 top1= 42.8977

=== Log global consensus distance @ E11B0 ===
consensus_distance=5.446



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.313


[E11B10 |   4224/60000 (  7%) ] Loss: 9.4856 top1= 44.8864

=== Log global consensus distance @ E11B10 ===
consensus_distance=5.447



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.315


[E11B20 |   8064/60000 ( 13%) ] Loss: 11.2019 top1= 42.8977

=== Log global consensus distance @ E11B20 ===
consensus_distance=5.447



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.317



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=6.1780 top1= 57.5721


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7139 top1= 59.1647


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9069 top1= 57.8025

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 12.9591 top1= 43.7500

=== Log global consensus distance @ E12B0 ===
consensus_distance=5.448



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.320


[E12B10 |   4224/60000 (  7%) ] Loss: 12.7838 top1= 45.1705

=== Log global consensus distance @ E12B10 ===
consensus_distance=5.451



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.322


[E12B20 |   8064/60000 ( 13%) ] Loss: 15.3726 top1= 44.6023

=== Log global consensus distance @ E12B20 ===
consensus_distance=5.452



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.327



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9419 top1= 58.2031


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.1609 top1= 60.4968


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.6916 top1= 58.7440

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 18.3962 top1= 46.0227

=== Log global consensus distance @ E13B0 ===
consensus_distance=5.456



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.333


[E13B10 |   4224/60000 (  7%) ] Loss: 19.4344 top1= 46.3068

=== Log global consensus distance @ E13B10 ===
consensus_distance=5.457



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.335


[E13B20 |   8064/60000 ( 13%) ] Loss: 24.1751 top1= 44.3182

=== Log global consensus distance @ E13B20 ===
consensus_distance=5.462



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.299
clique2_consensus_distance=0.343



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=18.2827 top1= 56.2700


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=8.2642 top1= 60.4768


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=9.1751 top1= 58.8942

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 31.1718 top1= 45.1705

=== Log global consensus distance @ E14B0 ===
consensus_distance=5.464



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.299
clique2_consensus_distance=0.356


[E14B10 |   4224/60000 (  7%) ] Loss: 29.4681 top1= 48.0114

=== Log global consensus distance @ E14B10 ===
consensus_distance=5.471



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.299
clique2_consensus_distance=0.362


[E14B20 |   8064/60000 ( 13%) ] Loss: 35.7323 top1= 48.8636

=== Log global consensus distance @ E14B20 ===
consensus_distance=5.476



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.299
clique2_consensus_distance=0.379



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=26.7302 top1= 62.5401


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.2709 top1= 65.6150


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=13.7407 top1= 64.1126

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 47.2228 top1= 49.4318

=== Log global consensus distance @ E15B0 ===
consensus_distance=5.491



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.300
clique2_consensus_distance=0.404


[E15B10 |   4224/60000 (  7%) ] Loss: 49.5928 top1= 51.1364

=== Log global consensus distance @ E15B10 ===
consensus_distance=5.499



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.301
clique2_consensus_distance=0.420


[E15B20 |   8064/60000 ( 13%) ] Loss: 65.0946 top1= 52.5568

=== Log global consensus distance @ E15B20 ===
consensus_distance=5.513



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.302
clique2_consensus_distance=0.458



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=43.3488 top1= 67.3077


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=20.2145 top1= 70.3626


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=22.4796 top1= 68.4095

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 83.2718 top1= 56.5341

=== Log global consensus distance @ E16B0 ===
consensus_distance=5.525



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.301
clique2_consensus_distance=0.516


[E16B10 |   4224/60000 (  7%) ] Loss: 70.4049 top1= 57.1023

=== Log global consensus distance @ E16B10 ===
consensus_distance=5.543



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.302
clique2_consensus_distance=0.552


[E16B20 |   8064/60000 ( 13%) ] Loss: 115.5144 top1= 57.1023

=== Log global consensus distance @ E16B20 ===
consensus_distance=5.549



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.303
clique2_consensus_distance=0.612



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=64.6796 top1= 72.7163


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=28.9190 top1= 75.8814


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=30.9745 top1= 73.8582

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 117.6054 top1= 58.8068

=== Log global consensus distance @ E17B0 ===
consensus_distance=5.602



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.304
clique2_consensus_distance=0.717


[E17B10 |   4224/60000 (  7%) ] Loss: 117.6056 top1= 60.5114

=== Log global consensus distance @ E17B10 ===
consensus_distance=5.631



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.305
clique2_consensus_distance=0.804


[E17B20 |   8064/60000 ( 13%) ] Loss: 174.8663 top1= 60.7955

=== Log global consensus distance @ E17B20 ===
consensus_distance=5.678



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.308
clique2_consensus_distance=0.926



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=76.0799 top1= 77.3337


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=40.1299 top1= 78.6058


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=39.2205 top1= 78.6358

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 169.8691 top1= 61.6477

=== Log global consensus distance @ E18B0 ===
consensus_distance=5.734



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.309
clique2_consensus_distance=1.092


[E18B10 |   4224/60000 (  7%) ] Loss: 168.2472 top1= 63.6364

=== Log global consensus distance @ E18B10 ===
consensus_distance=5.920



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.322
clique2_consensus_distance=1.258


[E18B20 |   8064/60000 ( 13%) ] Loss: 183.2381 top1= 65.3409

=== Log global consensus distance @ E18B20 ===
consensus_distance=5.798



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.310
clique2_consensus_distance=1.415



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=114.0424 top1= 79.3770


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=55.5763 top1= 80.4688


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=52.3953 top1= 80.5188

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 210.4465 top1= 64.7727

=== Log global consensus distance @ E19B0 ===
consensus_distance=5.916



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.315
clique2_consensus_distance=1.630


[E19B10 |   4224/60000 (  7%) ] Loss: 239.6550 top1= 63.9205

=== Log global consensus distance @ E19B10 ===
consensus_distance=6.063



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.323
clique2_consensus_distance=1.844


[E19B20 |   8064/60000 ( 13%) ] Loss: 242.2154 top1= 65.6250

=== Log global consensus distance @ E19B20 ===
consensus_distance=5.972



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.313
clique2_consensus_distance=2.061



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=155.7247 top1= 80.9195


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=75.3958 top1= 82.7724


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=64.2850 top1= 82.5421

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 237.2987 top1= 66.7614

=== Log global consensus distance @ E20B0 ===
consensus_distance=6.114



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.316
clique2_consensus_distance=2.373


[E20B10 |   4224/60000 (  7%) ] Loss: 247.2655 top1= 66.4773

=== Log global consensus distance @ E20B10 ===
consensus_distance=6.204



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.322
clique2_consensus_distance=2.524


[E20B20 |   8064/60000 ( 13%) ] Loss: 343.9703 top1= 67.6136

=== Log global consensus distance @ E20B20 ===
consensus_distance=6.149



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.318
clique2_consensus_distance=2.777



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=207.9134 top1= 81.7808


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=94.0437 top1= 83.8442


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=89.9571 top1= 82.8526

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 350.9318 top1= 66.4773

=== Log global consensus distance @ E21B0 ===
consensus_distance=6.508



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.339
clique2_consensus_distance=3.106


[E21B10 |   4224/60000 (  7%) ] Loss: 357.1579 top1= 65.3409

=== Log global consensus distance @ E21B10 ===
consensus_distance=6.508



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.331
clique2_consensus_distance=3.629


[E21B20 |   8064/60000 ( 13%) ] Loss: 459.2026 top1= 68.1818

=== Log global consensus distance @ E21B20 ===
consensus_distance=6.579



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.340
clique2_consensus_distance=3.735



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=256.9493 top1= 82.2716


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=117.8525 top1= 84.2248


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=113.2230 top1= 83.7440

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 407.2220 top1= 65.6250

=== Log global consensus distance @ E22B0 ===
consensus_distance=6.610



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.331
clique2_consensus_distance=3.979


[E22B10 |   4224/60000 (  7%) ] Loss: 453.4871 top1= 67.3295

=== Log global consensus distance @ E22B10 ===
consensus_distance=6.717



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.330
clique2_consensus_distance=4.505


[E22B20 |   8064/60000 ( 13%) ] Loss: 480.7401 top1= 68.1818

=== Log global consensus distance @ E22B20 ===
consensus_distance=6.766



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.339
clique2_consensus_distance=4.569



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=310.3898 top1= 83.2332


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=137.7924 top1= 85.5469


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=125.8805 top1= 85.2163

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 508.2206 top1= 66.4773

=== Log global consensus distance @ E23B0 ===
consensus_distance=6.895



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.675


[E23B10 |   4224/60000 (  7%) ] Loss: 417.5309 top1= 71.8750

=== Log global consensus distance @ E23B10 ===
consensus_distance=6.853



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.332
clique2_consensus_distance=4.998


[E23B20 |   8064/60000 ( 13%) ] Loss: 534.2342 top1= 69.0341

=== Log global consensus distance @ E23B20 ===
consensus_distance=6.848



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.339
clique2_consensus_distance=5.005



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=317.9300 top1= 83.9143


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=141.3547 top1= 85.2664


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=139.5180 top1= 85.4868

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 524.2851 top1= 67.0455

=== Log global consensus distance @ E24B0 ===
consensus_distance=6.981



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.342
clique2_consensus_distance=5.180


[E24B10 |   4224/60000 (  7%) ] Loss: 437.0739 top1= 73.2955

=== Log global consensus distance @ E24B10 ===
consensus_distance=6.997



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.339
clique2_consensus_distance=5.249


[E24B20 |   8064/60000 ( 13%) ] Loss: 535.6707 top1= 70.4545

=== Log global consensus distance @ E24B20 ===
consensus_distance=6.948



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=5.168



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=342.5422 top1= 82.9427


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=151.1518 top1= 85.3666


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=138.7145 top1= 85.1763

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 510.1015 top1= 67.0455

=== Log global consensus distance @ E25B0 ===
consensus_distance=6.894



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.336
clique2_consensus_distance=5.051


[E25B10 |   4224/60000 (  7%) ] Loss: 461.9899 top1= 73.5795

=== Log global consensus distance @ E25B10 ===
consensus_distance=7.175



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.356
clique2_consensus_distance=5.184


[E25B20 |   8064/60000 ( 13%) ] Loss: 525.6346 top1= 71.5909

=== Log global consensus distance @ E25B20 ===
consensus_distance=6.877



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.828



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=331.2049 top1= 83.8141


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=146.3918 top1= 85.8273


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=131.3100 top1= 85.8674

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 486.4019 top1= 69.3182

=== Log global consensus distance @ E26B0 ===
consensus_distance=6.818



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.333
clique2_consensus_distance=4.730


[E26B10 |   4224/60000 (  7%) ] Loss: 427.1631 top1= 73.8636

=== Log global consensus distance @ E26B10 ===
consensus_distance=6.935



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.342
clique2_consensus_distance=4.777


[E26B20 |   8064/60000 ( 13%) ] Loss: 548.7541 top1= 72.1591

=== Log global consensus distance @ E26B20 ===
consensus_distance=6.870



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=4.570



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=375.0421 top1= 84.4151


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=157.5231 top1= 86.1679


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=140.1559 top1= 85.6871

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 521.3080 top1= 68.1818

=== Log global consensus distance @ E27B0 ===
consensus_distance=6.868



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.342
clique2_consensus_distance=4.533


[E27B10 |   4224/60000 (  7%) ] Loss: 442.1977 top1= 75.0000

=== Log global consensus distance @ E27B10 ===
consensus_distance=6.816



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.338
clique2_consensus_distance=4.585


[E27B20 |   8064/60000 ( 13%) ] Loss: 545.1628 top1= 72.4432

=== Log global consensus distance @ E27B20 ===
consensus_distance=6.994



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.357
clique2_consensus_distance=4.557



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=405.1222 top1= 84.5353


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=169.6841 top1= 86.2380


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=138.6756 top1= 85.8574

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 552.6134 top1= 69.0341

=== Log global consensus distance @ E28B0 ===
consensus_distance=6.859



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.342
clique2_consensus_distance=4.507


[E28B10 |   4224/60000 (  7%) ] Loss: 442.3632 top1= 74.4318

=== Log global consensus distance @ E28B10 ===
consensus_distance=6.883



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.510


[E28B20 |   8064/60000 ( 13%) ] Loss: 508.2539 top1= 73.0114

=== Log global consensus distance @ E28B20 ===
consensus_distance=6.948



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=4.638



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=426.9714 top1= 83.4235


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=163.3172 top1= 86.1779


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=126.8464 top1= 86.0877

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 525.7785 top1= 67.6136

=== Log global consensus distance @ E29B0 ===
consensus_distance=6.887



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.344
clique2_consensus_distance=4.577


[E29B10 |   4224/60000 (  7%) ] Loss: 405.2323 top1= 72.4432

=== Log global consensus distance @ E29B10 ===
consensus_distance=6.867



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.535


[E29B20 |   8064/60000 ( 13%) ] Loss: 474.8607 top1= 73.0114

=== Log global consensus distance @ E29B20 ===
consensus_distance=6.828



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=4.299



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=431.5079 top1= 83.2232


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=154.7454 top1= 86.2680


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=128.8651 top1= 85.8674

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 521.7220 top1= 68.7500

=== Log global consensus distance @ E30B0 ===
consensus_distance=6.833



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.331


[E30B10 |   4224/60000 (  7%) ] Loss: 420.8211 top1= 74.7159

=== Log global consensus distance @ E30B10 ===
consensus_distance=6.800



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.341
clique2_consensus_distance=4.243


[E30B20 |   8064/60000 ( 13%) ] Loss: 508.4488 top1= 73.8636

=== Log global consensus distance @ E30B20 ===
consensus_distance=6.844



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.347
clique2_consensus_distance=4.301



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=486.5921 top1= 83.3233


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=171.5891 top1= 85.9876


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=136.4293 top1= 85.3966

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 623.0988 top1= 66.4773

=== Log global consensus distance @ E31B0 ===
consensus_distance=6.963



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=4.485


[E31B10 |   4224/60000 (  7%) ] Loss: 459.6392 top1= 71.8750

=== Log global consensus distance @ E31B10 ===
consensus_distance=6.868



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.340
clique2_consensus_distance=4.647


[E31B20 |   8064/60000 ( 13%) ] Loss: 532.7099 top1= 73.2955

=== Log global consensus distance @ E31B20 ===
consensus_distance=6.951



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=4.607



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=474.6310 top1= 83.7240


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=181.7892 top1= 85.5970


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=137.6754 top1= 85.4167

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 597.1395 top1= 67.8977

=== Log global consensus distance @ E32B0 ===
consensus_distance=6.970



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.768


[E32B10 |   4224/60000 (  7%) ] Loss: 445.9972 top1= 75.5682

=== Log global consensus distance @ E32B10 ===
consensus_distance=6.891



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.341
clique2_consensus_distance=4.745


[E32B20 |   8064/60000 ( 13%) ] Loss: 561.7198 top1= 72.7273

=== Log global consensus distance @ E32B20 ===
consensus_distance=6.964



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=4.956



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=497.4980 top1= 83.6338


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=179.5222 top1= 85.7071


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=147.5961 top1= 85.5068

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 616.1547 top1= 67.8977

=== Log global consensus distance @ E33B0 ===
consensus_distance=7.082



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.348
clique2_consensus_distance=5.087


[E33B10 |   4224/60000 (  7%) ] Loss: 458.4689 top1= 76.1364

=== Log global consensus distance @ E33B10 ===
consensus_distance=7.037



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.344
clique2_consensus_distance=5.211


[E33B20 |   8064/60000 ( 13%) ] Loss: 574.5033 top1= 73.2955

=== Log global consensus distance @ E33B20 ===
consensus_distance=7.145



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=5.570



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=513.0531 top1= 83.5437


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=190.6546 top1= 85.7272


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=148.7486 top1= 85.5469

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 637.8117 top1= 68.1818

=== Log global consensus distance @ E34B0 ===
consensus_distance=7.269



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=5.887


[E34B10 |   4224/60000 (  7%) ] Loss: 476.3277 top1= 76.9886

=== Log global consensus distance @ E34B10 ===
consensus_distance=7.207



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.346
clique2_consensus_distance=5.906


[E34B20 |   8064/60000 ( 13%) ] Loss: 572.8546 top1= 72.4432

=== Log global consensus distance @ E34B20 ===
consensus_distance=7.346



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.354
clique2_consensus_distance=6.276



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=523.2445 top1= 83.1130


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=182.8719 top1= 85.8173


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=159.6659 top1= 85.2564

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 645.8798 top1= 67.0455

=== Log global consensus distance @ E35B0 ===
consensus_distance=7.304



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=6.177


[E35B10 |   4224/60000 (  7%) ] Loss: 467.6952 top1= 75.2841

=== Log global consensus distance @ E35B10 ===
consensus_distance=7.220



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.342
clique2_consensus_distance=6.223


[E35B20 |   8064/60000 ( 13%) ] Loss: 580.7746 top1= 71.0227

=== Log global consensus distance @ E35B20 ===
consensus_distance=7.227



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=6.370



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=503.5813 top1= 83.4034


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=187.8444 top1= 85.7672


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=159.8803 top1= 85.3866

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 653.9470 top1= 67.0455

=== Log global consensus distance @ E36B0 ===
consensus_distance=7.430



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=6.605


[E36B10 |   4224/60000 (  7%) ] Loss: 479.0309 top1= 75.8523

=== Log global consensus distance @ E36B10 ===
consensus_distance=7.319



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.345
clique2_consensus_distance=6.623


[E36B20 |   8064/60000 ( 13%) ] Loss: 596.6616 top1= 71.5909

=== Log global consensus distance @ E36B20 ===
consensus_distance=7.332



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.353
clique2_consensus_distance=6.774



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=505.0061 top1= 83.8241


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=191.2089 top1= 86.1078


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=161.0742 top1= 85.6871

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 668.5579 top1= 66.7614

=== Log global consensus distance @ E37B0 ===
consensus_distance=7.509



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=6.998


[E37B10 |   4224/60000 (  7%) ] Loss: 479.0977 top1= 76.4205

=== Log global consensus distance @ E37B10 ===
consensus_distance=7.426



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.345
clique2_consensus_distance=7.014


[E37B20 |   8064/60000 ( 13%) ] Loss: 594.9633 top1= 71.8750

=== Log global consensus distance @ E37B20 ===
consensus_distance=7.462



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=7.146



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=536.3558 top1= 83.5437


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=197.2067 top1= 86.1178


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=155.4545 top1= 85.7672

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 676.4493 top1= 67.6136

=== Log global consensus distance @ E38B0 ===
consensus_distance=7.630



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.355
clique2_consensus_distance=7.404


[E38B10 |   4224/60000 (  7%) ] Loss: 494.9350 top1= 75.8523

=== Log global consensus distance @ E38B10 ===
consensus_distance=7.559



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.345
clique2_consensus_distance=7.615


[E38B20 |   8064/60000 ( 13%) ] Loss: 594.6520 top1= 71.8750

=== Log global consensus distance @ E38B20 ===
consensus_distance=7.638



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=7.751



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=491.0546 top1= 84.4151


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=202.9067 top1= 86.3882


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=165.1354 top1= 85.8674

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 685.4123 top1= 68.4659

=== Log global consensus distance @ E39B0 ===
consensus_distance=7.760



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.360
clique2_consensus_distance=7.679


[E39B10 |   4224/60000 (  7%) ] Loss: 472.4309 top1= 74.7159

=== Log global consensus distance @ E39B10 ===
consensus_distance=7.503



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=7.654


[E39B20 |   8064/60000 ( 13%) ] Loss: 590.6695 top1= 74.4318

=== Log global consensus distance @ E39B20 ===
consensus_distance=7.603



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=7.671



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=504.0919 top1= 84.0144


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=199.1790 top1= 86.3081


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=158.2899 top1= 85.5268

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 674.9545 top1= 68.1818

=== Log global consensus distance @ E40B0 ===
consensus_distance=7.647



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=7.756


[E40B10 |   4224/60000 (  7%) ] Loss: 468.5020 top1= 76.1364

=== Log global consensus distance @ E40B10 ===
consensus_distance=7.522



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.344
clique2_consensus_distance=7.642


[E40B20 |   8064/60000 ( 13%) ] Loss: 598.9212 top1= 72.1591

=== Log global consensus distance @ E40B20 ===
consensus_distance=7.659



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.351
clique2_consensus_distance=7.799



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=538.9410 top1= 83.5938


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=203.7985 top1= 86.3682


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=171.6560 top1= 85.3766

