
=== 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: 2.6416 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: 2.7121 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=2.0054 top1= 40.8454


=> 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: 2.8346 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: 3.0686 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=1.5015 top1= 53.4655


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4915 top1= 51.7027


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.4924 top1= 51.7929

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 3.1171 top1= 31.5341

=== 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: 3.2866 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: 3.3806 top1= 37.2159

=== 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=1.3726 top1= 59.9459


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.2873 top1= 60.4667


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.2958 top1= 59.7356

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 3.5348 top1= 35.2273

=== 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: 3.6623 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: 3.7493 top1= 38.3523

=== 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=1.5106 top1= 59.1947


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.3238 top1= 60.6871


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.3591 top1= 58.8642

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 4.1158 top1= 36.6477

=== 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: 4.0639 top1= 42.3295

=== Log global consensus distance @ E7B10 ===
consensus_distance=5.442



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


[E 7B20 |   8064/60000 ( 13%) ] Loss: 4.2302 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=0.301



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7815 top1= 57.7324


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.4796 top1= 58.9042


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.5336 top1= 57.0012

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 4.8309 top1= 39.2045

=== 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: 4.6878 top1= 42.0455

=== 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: 5.1244 top1= 43.7500

=== 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=2.2352 top1= 57.6022


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=1.7561 top1= 58.9243


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=1.8126 top1= 56.9311

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 5.9332 top1= 41.7614

=== 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: 5.7386 top1= 44.6023

=== 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: 6.5232 top1= 43.7500

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



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.307



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.9835 top1= 56.9010


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.1735 top1= 58.2933


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.2261 top1= 56.7708

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 7.3715 top1= 42.8977

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



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.309


[E10B10 |   4224/60000 (  7%) ] Loss: 7.2144 top1= 44.6023

=== 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: 8.3731 top1= 41.7614

=== 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=4.1211 top1= 56.4904


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=2.7554 top1= 58.1731


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.8745 top1= 56.5405

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 9.4733 top1= 42.0455

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



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.314


[E11B10 |   4224/60000 (  7%) ] Loss: 9.4908 top1= 46.0227

=== 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: 11.1671 top1= 43.1818

=== 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=6.3672 top1= 57.9127


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6464 top1= 58.7039


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9247 top1= 57.1014

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 12.8135 top1= 42.8977

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



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.321


[E12B10 |   4224/60000 (  7%) ] Loss: 12.7110 top1= 46.3068

=== Log global consensus distance @ E12B10 ===
consensus_distance=5.450



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


[E12B20 |   8064/60000 ( 13%) ] Loss: 15.6312 top1= 43.4659

=== Log global consensus distance @ E12B20 ===
consensus_distance=5.451



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.326



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=10.1576 top1= 56.7708


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.2899 top1= 60.1362


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5362 top1= 58.6538

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 19.3665 top1= 43.1818

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



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.334


[E13B10 |   4224/60000 (  7%) ] Loss: 19.0360 top1= 46.0227

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



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=0.339


[E13B20 |   8064/60000 ( 13%) ] Loss: 23.3056 top1= 45.7386

=== Log global consensus distance @ E13B20 ===
consensus_distance=5.461



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



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=16.0689 top1= 58.9643


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=7.9744 top1= 61.9692


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=8.6119 top1= 60.6871

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 30.7376 top1= 44.8864

=== 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: 30.2578 top1= 47.7273

=== 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: 38.9763 top1= 47.7273

=== Log global consensus distance @ E14B20 ===
consensus_distance=5.478



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.300
clique2_consensus_distance=0.374



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=29.7482 top1= 61.9892


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.9301 top1= 64.2728


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=14.4907 top1= 63.1711

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 49.1356 top1= 49.7159

=== Log global consensus distance @ E15B0 ===
consensus_distance=5.484



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.300
clique2_consensus_distance=0.401


[E15B10 |   4224/60000 (  7%) ] Loss: 49.2518 top1= 50.2841

=== Log global consensus distance @ E15B10 ===
consensus_distance=5.502



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.301
clique2_consensus_distance=0.425


[E15B20 |   8064/60000 ( 13%) ] Loss: 66.9310 top1= 51.9886

=== Log global consensus distance @ E15B20 ===
consensus_distance=5.506



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.301
clique2_consensus_distance=0.456



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=38.7481 top1= 70.8534


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=18.4876 top1= 70.8333


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=20.4360 top1= 69.6114

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 81.1673 top1= 53.1250

=== Log global consensus distance @ E16B0 ===
consensus_distance=5.539



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.303
clique2_consensus_distance=0.513


[E16B10 |   4224/60000 (  7%) ] Loss: 71.2800 top1= 56.2500

=== Log global consensus distance @ E16B10 ===
consensus_distance=5.550



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.303
clique2_consensus_distance=0.547


[E16B20 |   8064/60000 ( 13%) ] Loss: 106.3893 top1= 54.5455

=== Log global consensus distance @ E16B20 ===
consensus_distance=5.592



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.306
clique2_consensus_distance=0.599



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=56.0723 top1= 73.0068


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=27.6779 top1= 74.5693


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=29.6714 top1= 73.5076

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 122.7160 top1= 57.6705

=== Log global consensus distance @ E17B0 ===
consensus_distance=5.617



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.306
clique2_consensus_distance=0.692


[E17B10 |   4224/60000 (  7%) ] Loss: 115.1980 top1= 60.5114

=== Log global consensus distance @ E17B10 ===
consensus_distance=5.671



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.308
clique2_consensus_distance=0.810


[E17B20 |   8064/60000 ( 13%) ] Loss: 150.8644 top1= 61.6477

=== Log global consensus distance @ E17B20 ===
consensus_distance=5.700



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.310
clique2_consensus_distance=0.940



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=129.3464 top1= 74.2588


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=41.8963 top1= 78.4054


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=45.4462 top1= 75.9115

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 207.2315 top1= 60.7955

=== Log global consensus distance @ E18B0 ===
consensus_distance=5.806



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.315
clique2_consensus_distance=1.140


[E18B10 |   4224/60000 (  7%) ] Loss: 146.3095 top1= 66.4773

=== Log global consensus distance @ E18B10 ===
consensus_distance=5.756



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.307
clique2_consensus_distance=1.292


[E18B20 |   8064/60000 ( 13%) ] Loss: 157.9046 top1= 67.3295

=== Log global consensus distance @ E18B20 ===
consensus_distance=5.787



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.309
clique2_consensus_distance=1.431



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=98.9479 top1= 78.5958


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=46.2544 top1= 80.5990


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=46.2257 top1= 80.3886

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 196.4320 top1= 63.0682

=== Log global consensus distance @ E19B0 ===
consensus_distance=5.839



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.309
clique2_consensus_distance=1.582


[E19B10 |   4224/60000 (  7%) ] Loss: 181.8060 top1= 67.0455

=== Log global consensus distance @ E19B10 ===
consensus_distance=5.914



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.314
clique2_consensus_distance=1.720


[E19B20 |   8064/60000 ( 13%) ] Loss: 206.8346 top1= 67.8977

=== Log global consensus distance @ E19B20 ===
consensus_distance=5.976



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.318
clique2_consensus_distance=1.871



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=159.9957 top1= 79.3670


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=70.2587 top1= 81.3301


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=66.3027 top1= 81.0397

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 222.1386 top1= 67.8977

=== Log global consensus distance @ E20B0 ===
consensus_distance=6.055



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.320
clique2_consensus_distance=2.030


[E20B10 |   4224/60000 (  7%) ] Loss: 275.3873 top1= 67.3295

=== Log global consensus distance @ E20B10 ===
consensus_distance=6.136



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.320
clique2_consensus_distance=2.347


[E20B20 |   8064/60000 ( 13%) ] Loss: 388.8070 top1= 69.3182

=== Log global consensus distance @ E20B20 ===
consensus_distance=6.275



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.330
clique2_consensus_distance=2.678



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=191.4831 top1= 81.5204


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=97.5395 top1= 81.7007


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=87.2648 top1= 82.2616

Train epoch 21
[E21B0  |    384/60000 (  1%) ] Loss: 278.2196 top1= 70.4545

=== Log global consensus distance @ E21B0 ===
consensus_distance=6.227



=== Log clique consensus distance @ E21B0 ===
clique1_consensus_distance=0.318
clique2_consensus_distance=2.818


[E21B10 |   4224/60000 (  7%) ] Loss: 332.1887 top1= 69.3182

=== Log global consensus distance @ E21B10 ===
consensus_distance=6.402



=== Log clique consensus distance @ E21B10 ===
clique1_consensus_distance=0.328
clique2_consensus_distance=3.149


[E21B20 |   8064/60000 ( 13%) ] Loss: 332.5012 top1= 70.1705

=== Log global consensus distance @ E21B20 ===
consensus_distance=6.428



=== Log clique consensus distance @ E21B20 ===
clique1_consensus_distance=0.328
clique2_consensus_distance=3.414



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=273.5171 top1= 81.6306


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=126.9995 top1= 82.6522


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=112.8443 top1= 83.6538

Train epoch 22
[E22B0  |    384/60000 (  1%) ] Loss: 357.3715 top1= 69.8864

=== Log global consensus distance @ E22B0 ===
consensus_distance=6.519



=== Log clique consensus distance @ E22B0 ===
clique1_consensus_distance=0.328
clique2_consensus_distance=3.537


[E22B10 |   4224/60000 (  7%) ] Loss: 390.8229 top1= 71.3068

=== Log global consensus distance @ E22B10 ===
consensus_distance=6.561



=== Log clique consensus distance @ E22B10 ===
clique1_consensus_distance=0.329
clique2_consensus_distance=3.836


[E22B20 |   8064/60000 ( 13%) ] Loss: 408.8762 top1= 68.1818

=== Log global consensus distance @ E22B20 ===
consensus_distance=6.733



=== Log clique consensus distance @ E22B20 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.183



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=300.0518 top1= 82.2015


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=137.3758 top1= 83.7540


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=134.0995 top1= 83.5737

Train epoch 23
[E23B0  |    384/60000 (  1%) ] Loss: 375.1286 top1= 72.7273

=== Log global consensus distance @ E23B0 ===
consensus_distance=6.664



=== Log clique consensus distance @ E23B0 ===
clique1_consensus_distance=0.329
clique2_consensus_distance=4.242


[E23B10 |   4224/60000 (  7%) ] Loss: 462.7974 top1= 72.1591

=== Log global consensus distance @ E23B10 ===
consensus_distance=6.767



=== Log clique consensus distance @ E23B10 ===
clique1_consensus_distance=0.336
clique2_consensus_distance=4.470


[E23B20 |   8064/60000 ( 13%) ] Loss: 455.1604 top1= 71.5909

=== Log global consensus distance @ E23B20 ===
consensus_distance=6.776



=== Log clique consensus distance @ E23B20 ===
clique1_consensus_distance=0.336
clique2_consensus_distance=4.657



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=320.7314 top1= 83.1731


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=150.3077 top1= 84.0545


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=145.5841 top1= 84.6354

Train epoch 24
[E24B0  |    384/60000 (  1%) ] Loss: 440.4375 top1= 70.7386

=== Log global consensus distance @ E24B0 ===
consensus_distance=6.828



=== Log clique consensus distance @ E24B0 ===
clique1_consensus_distance=0.337
clique2_consensus_distance=4.526


[E24B10 |   4224/60000 (  7%) ] Loss: 516.2543 top1= 71.5909

=== Log global consensus distance @ E24B10 ===
consensus_distance=6.942



=== Log clique consensus distance @ E24B10 ===
clique1_consensus_distance=0.344
clique2_consensus_distance=4.768


[E24B20 |   8064/60000 ( 13%) ] Loss: 460.0699 top1= 71.8750

=== Log global consensus distance @ E24B20 ===
consensus_distance=6.816



=== Log clique consensus distance @ E24B20 ===
clique1_consensus_distance=0.339
clique2_consensus_distance=4.687



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=324.9220 top1= 82.6522


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=145.2525 top1= 84.7656


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=138.4163 top1= 85.0861

Train epoch 25
[E25B0  |    384/60000 (  1%) ] Loss: 471.7663 top1= 69.6023

=== Log global consensus distance @ E25B0 ===
consensus_distance=6.831



=== Log clique consensus distance @ E25B0 ===
clique1_consensus_distance=0.341
clique2_consensus_distance=4.410


[E25B10 |   4224/60000 (  7%) ] Loss: 468.0938 top1= 72.4432

=== Log global consensus distance @ E25B10 ===
consensus_distance=6.813



=== Log clique consensus distance @ E25B10 ===
clique1_consensus_distance=0.335
clique2_consensus_distance=4.616


[E25B20 |   8064/60000 ( 13%) ] Loss: 459.7119 top1= 72.7273

=== Log global consensus distance @ E25B20 ===
consensus_distance=6.797



=== Log clique consensus distance @ E25B20 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.443



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=366.0364 top1= 83.5036


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=150.5923 top1= 84.9960


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=135.3345 top1= 84.8458

Train epoch 26
[E26B0  |    384/60000 (  1%) ] Loss: 454.2158 top1= 69.0341

=== Log global consensus distance @ E26B0 ===
consensus_distance=6.798



=== Log clique consensus distance @ E26B0 ===
clique1_consensus_distance=0.341
clique2_consensus_distance=4.272


[E26B10 |   4224/60000 (  7%) ] Loss: 471.2762 top1= 71.5909

=== Log global consensus distance @ E26B10 ===
consensus_distance=6.893



=== Log clique consensus distance @ E26B10 ===
clique1_consensus_distance=0.339
clique2_consensus_distance=4.548


[E26B20 |   8064/60000 ( 13%) ] Loss: 488.2084 top1= 71.3068

=== Log global consensus distance @ E26B20 ===
consensus_distance=6.811



=== Log clique consensus distance @ E26B20 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.378



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=415.1441 top1= 82.9127


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=159.8345 top1= 84.4050


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=136.8227 top1= 84.4852

Train epoch 27
[E27B0  |    384/60000 (  1%) ] Loss: 469.0099 top1= 68.4659

=== Log global consensus distance @ E27B0 ===
consensus_distance=6.800



=== Log clique consensus distance @ E27B0 ===
clique1_consensus_distance=0.341
clique2_consensus_distance=4.238


[E27B10 |   4224/60000 (  7%) ] Loss: 469.5848 top1= 71.5909

=== Log global consensus distance @ E27B10 ===
consensus_distance=6.895



=== Log clique consensus distance @ E27B10 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.461


[E27B20 |   8064/60000 ( 13%) ] Loss: 499.0527 top1= 72.4432

=== Log global consensus distance @ E27B20 ===
consensus_distance=6.812



=== Log clique consensus distance @ E27B20 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.347



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=453.2828 top1= 82.9627


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=162.3934 top1= 84.3850


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=142.5653 top1= 84.3550

Train epoch 28
[E28B0  |    384/60000 (  1%) ] Loss: 488.5656 top1= 68.1818

=== Log global consensus distance @ E28B0 ===
consensus_distance=6.934



=== Log clique consensus distance @ E28B0 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=4.376


[E28B10 |   4224/60000 (  7%) ] Loss: 479.7828 top1= 71.3068

=== Log global consensus distance @ E28B10 ===
consensus_distance=7.034



=== Log clique consensus distance @ E28B10 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=4.566


[E28B20 |   8064/60000 ( 13%) ] Loss: 468.1109 top1= 72.4432

=== Log global consensus distance @ E28B20 ===
consensus_distance=6.850



=== Log clique consensus distance @ E28B20 ===
clique1_consensus_distance=0.345
clique2_consensus_distance=4.361



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=414.3400 top1= 82.9527


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=145.1298 top1= 84.8257


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=131.1413 top1= 84.3850

Train epoch 29
[E29B0  |    384/60000 (  1%) ] Loss: 444.1282 top1= 69.6023

=== Log global consensus distance @ E29B0 ===
consensus_distance=6.961



=== Log clique consensus distance @ E29B0 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=4.273


[E29B10 |   4224/60000 (  7%) ] Loss: 438.9711 top1= 73.0114

=== Log global consensus distance @ E29B10 ===
consensus_distance=7.033



=== Log clique consensus distance @ E29B10 ===
clique1_consensus_distance=0.353
clique2_consensus_distance=4.497


[E29B20 |   8064/60000 ( 13%) ] Loss: 466.0821 top1= 69.8864

=== Log global consensus distance @ E29B20 ===
consensus_distance=6.957



=== Log clique consensus distance @ E29B20 ===
clique1_consensus_distance=0.353
clique2_consensus_distance=4.386



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=428.5424 top1= 83.2933


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=145.7237 top1= 84.8758


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=128.5750 top1= 84.8057

Train epoch 30
[E30B0  |    384/60000 (  1%) ] Loss: 437.4501 top1= 69.3182

=== Log global consensus distance @ E30B0 ===
consensus_distance=6.813



=== Log clique consensus distance @ E30B0 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.181


[E30B10 |   4224/60000 (  7%) ] Loss: 447.6807 top1= 71.3068

=== Log global consensus distance @ E30B10 ===
consensus_distance=6.920



=== Log clique consensus distance @ E30B10 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=4.553


[E30B20 |   8064/60000 ( 13%) ] Loss: 486.2051 top1= 71.5909

=== Log global consensus distance @ E30B20 ===
consensus_distance=6.910



=== Log clique consensus distance @ E30B20 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=4.510



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=423.3314 top1= 83.5938


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=143.8253 top1= 85.0260


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=136.5153 top1= 84.7556

Train epoch 31
[E31B0  |    384/60000 (  1%) ] Loss: 447.0621 top1= 69.3182

=== Log global consensus distance @ E31B0 ===
consensus_distance=6.955



=== Log clique consensus distance @ E31B0 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=4.571


[E31B10 |   4224/60000 (  7%) ] Loss: 451.1907 top1= 73.0114

=== Log global consensus distance @ E31B10 ===
consensus_distance=7.072



=== Log clique consensus distance @ E31B10 ===
clique1_consensus_distance=0.345
clique2_consensus_distance=5.175


[E31B20 |   8064/60000 ( 13%) ] Loss: 479.9514 top1= 70.4545

=== Log global consensus distance @ E31B20 ===
consensus_distance=7.108



=== Log clique consensus distance @ E31B20 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=5.176



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=464.9942 top1= 83.1831


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=158.5629 top1= 84.6955


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=155.8664 top1= 84.8758

Train epoch 32
[E32B0  |    384/60000 (  1%) ] Loss: 474.2086 top1= 71.3068

=== Log global consensus distance @ E32B0 ===
consensus_distance=7.134



=== Log clique consensus distance @ E32B0 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=5.118


[E32B10 |   4224/60000 (  7%) ] Loss: 496.6442 top1= 73.2955

=== Log global consensus distance @ E32B10 ===
consensus_distance=7.387



=== Log clique consensus distance @ E32B10 ===
clique1_consensus_distance=0.341
clique2_consensus_distance=6.706


[E32B20 |   8064/60000 ( 13%) ] Loss: 503.0830 top1= 71.3068

=== Log global consensus distance @ E32B20 ===
consensus_distance=7.368



=== Log clique consensus distance @ E32B20 ===
clique1_consensus_distance=0.349
clique2_consensus_distance=6.384



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=463.6992 top1= 82.9828


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=174.6427 top1= 84.8357


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=142.4828 top1= 84.5753

Train epoch 33
[E33B0  |    384/60000 (  1%) ] Loss: 463.8784 top1= 71.3068

=== Log global consensus distance @ E33B0 ===
consensus_distance=7.264



=== Log clique consensus distance @ E33B0 ===
clique1_consensus_distance=0.346
clique2_consensus_distance=5.781


[E33B10 |   4224/60000 (  7%) ] Loss: 461.9636 top1= 73.0114

=== Log global consensus distance @ E33B10 ===
consensus_distance=7.308



=== Log clique consensus distance @ E33B10 ===
clique1_consensus_distance=0.346
clique2_consensus_distance=6.250


[E33B20 |   8064/60000 ( 13%) ] Loss: 502.4006 top1= 71.5909

=== Log global consensus distance @ E33B20 ===
consensus_distance=7.455



=== Log clique consensus distance @ E33B20 ===
clique1_consensus_distance=0.353
clique2_consensus_distance=6.596



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=459.1048 top1= 83.7440


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=164.7692 top1= 85.1863


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=147.6346 top1= 85.1162

Train epoch 34
[E34B0  |    384/60000 (  1%) ] Loss: 461.7814 top1= 70.1705

=== Log global consensus distance @ E34B0 ===
consensus_distance=7.363



=== Log clique consensus distance @ E34B0 ===
clique1_consensus_distance=0.350
clique2_consensus_distance=6.271


[E34B10 |   4224/60000 (  7%) ] Loss: 470.8119 top1= 73.0114

=== Log global consensus distance @ E34B10 ===
consensus_distance=7.458



=== Log clique consensus distance @ E34B10 ===
clique1_consensus_distance=0.346
clique2_consensus_distance=6.920


[E34B20 |   8064/60000 ( 13%) ] Loss: 486.7835 top1= 72.4432

=== Log global consensus distance @ E34B20 ===
consensus_distance=7.637



=== Log clique consensus distance @ E34B20 ===
clique1_consensus_distance=0.351
clique2_consensus_distance=7.652



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=493.2830 top1= 82.9427


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=162.9693 top1= 84.7055


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=145.6493 top1= 84.8357

Train epoch 35
[E35B0  |    384/60000 (  1%) ] Loss: 449.3673 top1= 69.0341

=== Log global consensus distance @ E35B0 ===
consensus_distance=7.682



=== Log clique consensus distance @ E35B0 ===
clique1_consensus_distance=0.351
clique2_consensus_distance=7.630


[E35B10 |   4224/60000 (  7%) ] Loss: 469.6935 top1= 74.4318

=== Log global consensus distance @ E35B10 ===
consensus_distance=7.737



=== Log clique consensus distance @ E35B10 ===
clique1_consensus_distance=0.348
clique2_consensus_distance=8.124


[E35B20 |   8064/60000 ( 13%) ] Loss: 507.4302 top1= 72.4432

=== Log global consensus distance @ E35B20 ===
consensus_distance=7.975



=== Log clique consensus distance @ E35B20 ===
clique1_consensus_distance=0.355
clique2_consensus_distance=9.024



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=512.1277 top1= 82.7324


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=169.7479 top1= 84.7256


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=145.2275 top1= 84.8057

Train epoch 36
[E36B0  |    384/60000 (  1%) ] Loss: 481.3587 top1= 68.7500

=== Log global consensus distance @ E36B0 ===
consensus_distance=8.032



=== Log clique consensus distance @ E36B0 ===
clique1_consensus_distance=0.360
clique2_consensus_distance=9.218


[E36B10 |   4224/60000 (  7%) ] Loss: 515.2719 top1= 74.7159

=== Log global consensus distance @ E36B10 ===
consensus_distance=7.999



=== Log clique consensus distance @ E36B10 ===
clique1_consensus_distance=0.348
clique2_consensus_distance=9.206


[E36B20 |   8064/60000 ( 13%) ] Loss: 512.5282 top1= 72.7273

=== Log global consensus distance @ E36B20 ===
consensus_distance=8.275



=== Log clique consensus distance @ E36B20 ===
clique1_consensus_distance=0.361
clique2_consensus_distance=10.169



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=477.1347 top1= 83.6739


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=166.7970 top1= 85.1963


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=148.5818 top1= 85.2063

Train epoch 37
[E37B0  |    384/60000 (  1%) ] Loss: 489.9547 top1= 70.7386

=== Log global consensus distance @ E37B0 ===
consensus_distance=8.221



=== Log clique consensus distance @ E37B0 ===
clique1_consensus_distance=0.356
clique2_consensus_distance=10.178


[E37B10 |   4224/60000 (  7%) ] Loss: 478.3248 top1= 75.0000

=== Log global consensus distance @ E37B10 ===
consensus_distance=8.215



=== Log clique consensus distance @ E37B10 ===
clique1_consensus_distance=0.352
clique2_consensus_distance=10.294


[E37B20 |   8064/60000 ( 13%) ] Loss: 528.0349 top1= 73.8636

=== Log global consensus distance @ E37B20 ===
consensus_distance=8.482



=== Log clique consensus distance @ E37B20 ===
clique1_consensus_distance=0.360
clique2_consensus_distance=11.331



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=483.6381 top1= 84.2648


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=158.1886 top1= 85.6671


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=154.3831 top1= 85.7472

Train epoch 38
[E38B0  |    384/60000 (  1%) ] Loss: 488.1171 top1= 70.4545

=== Log global consensus distance @ E38B0 ===
consensus_distance=8.505



=== Log clique consensus distance @ E38B0 ===
clique1_consensus_distance=0.362
clique2_consensus_distance=11.324


[E38B10 |   4224/60000 (  7%) ] Loss: 498.6260 top1= 73.8636

=== Log global consensus distance @ E38B10 ===
consensus_distance=8.473



=== Log clique consensus distance @ E38B10 ===
clique1_consensus_distance=0.355
clique2_consensus_distance=11.375


[E38B20 |   8064/60000 ( 13%) ] Loss: 546.5896 top1= 74.4318

=== Log global consensus distance @ E38B20 ===
consensus_distance=8.659



=== Log clique consensus distance @ E38B20 ===
clique1_consensus_distance=0.364
clique2_consensus_distance=12.105



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=490.7208 top1= 84.2648


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=165.9503 top1= 85.5869


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=162.3720 top1= 85.4768

Train epoch 39
[E39B0  |    384/60000 (  1%) ] Loss: 550.7176 top1= 69.6023

=== Log global consensus distance @ E39B0 ===
consensus_distance=8.686



=== Log clique consensus distance @ E39B0 ===
clique1_consensus_distance=0.366
clique2_consensus_distance=12.258


[E39B10 |   4224/60000 (  7%) ] Loss: 506.3599 top1= 75.5682

=== Log global consensus distance @ E39B10 ===
consensus_distance=8.733



=== Log clique consensus distance @ E39B10 ===
clique1_consensus_distance=0.366
clique2_consensus_distance=12.008


[E39B20 |   8064/60000 ( 13%) ] Loss: 539.1222 top1= 73.2955

=== Log global consensus distance @ E39B20 ===
consensus_distance=8.873



=== Log clique consensus distance @ E39B20 ===
clique1_consensus_distance=0.369
clique2_consensus_distance=12.873



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=486.2199 top1= 84.2047


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=162.6035 top1= 85.5469


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=164.9726 top1= 85.4968

Train epoch 40
[E40B0  |    384/60000 (  1%) ] Loss: 483.1060 top1= 72.1591

=== Log global consensus distance @ E40B0 ===
consensus_distance=8.746



=== Log clique consensus distance @ E40B0 ===
clique1_consensus_distance=0.359
clique2_consensus_distance=12.358


[E40B10 |   4224/60000 (  7%) ] Loss: 491.8579 top1= 75.0000

=== Log global consensus distance @ E40B10 ===
consensus_distance=8.616



=== Log clique consensus distance @ E40B10 ===
clique1_consensus_distance=0.355
clique2_consensus_distance=12.074


[E40B20 |   8064/60000 ( 13%) ] Loss: 1059.7317 top1= 70.4545

=== Log global consensus distance @ E40B20 ===
consensus_distance=10.865



=== Log clique consensus distance @ E40B20 ===
clique1_consensus_distance=0.359
clique2_consensus_distance=22.654



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=530.2762 top1= 84.2348


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=207.6000 top1= 86.1178


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=168.6327 top1= 85.8574

