
=== 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 BitFlippingWorker

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

Train epoch 1
[E 1B0  |    384/60000 (  1%) ] Loss: 2.3142 top1=  7.6705

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



=== Log global consensus distance @ E1B0 ===
consensus_distance=0.001



=== Log clique consensus distance @ E1B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=0.002



=== Log mixing matrix @ E1B0 ===
[[0.167 0.167 0.167 0.167 0.167 0.    0.    0.    0.    0.    0.167 0.   ]
 [0.167 0.233 0.2   0.2   0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.233 0.2   0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.2   0.233 0.2   0.    0.    0.    0.    0.    0.    0.   ]
 [0.167 0.2   0.2   0.2   0.233 0.    0.    0.    0.    0.    0.    0.   ]
 [0.    0.    0.    0.    0.    0.233 0.2   0.2   0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.233 0.2   0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.2   0.233 0.2   0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.2   0.2   0.2   0.233 0.167 0.    0.   ]
 [0.    0.    0.    0.    0.    0.167 0.167 0.167 0.167 0.167 0.167 0.   ]
 [0.167 0.    0.    0.    0.    0.    0.    0.    0.    0.167 0.499 0.168]
 [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.168 0.833]]


[E 1B10 |   4224/60000 (  7%) ] Loss: 0.3054 top1= 88.0682

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.810



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.458
clique2_consensus_distance=1.762


[E 1B20 |   8064/60000 ( 13%) ] Loss: 0.2291 top1= 91.7614

=== Log global consensus distance @ E1B20 ===
consensus_distance=1.250



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.527
clique2_consensus_distance=3.180



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.7191 top1= 48.2672


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.2746 top1= 37.2696


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.3516 top1= 35.1763

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 0.0550 top1= 98.5795

=== Log global consensus distance @ E2B0 ===
consensus_distance=1.106



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.262
clique2_consensus_distance=3.422


[E 2B10 |   4224/60000 (  7%) ] Loss: 0.0819 top1= 97.7273

=== Log global consensus distance @ E2B10 ===
consensus_distance=0.898



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.063
clique2_consensus_distance=3.321


[E 2B20 |   8064/60000 ( 13%) ] Loss: 0.0869 top1= 97.7273

=== Log global consensus distance @ E2B20 ===
consensus_distance=0.837



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.014
clique2_consensus_distance=3.313



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4548 top1= 55.4487


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6923 top1= 42.2175


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.6897 top1= 37.6002

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 0.0588 top1= 98.0114

=== Log global consensus distance @ E3B0 ===
consensus_distance=0.845



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.392


[E 3B10 |   4224/60000 (  7%) ] Loss: 0.0653 top1= 97.4432

=== Log global consensus distance @ E3B10 ===
consensus_distance=0.848



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.006
clique2_consensus_distance=3.427


[E 3B20 |   8064/60000 ( 13%) ] Loss: 0.0622 top1= 98.8636

=== Log global consensus distance @ E3B20 ===
consensus_distance=0.855



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=3.453



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.4320 top1= 57.0312


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.6273 top1= 44.4411


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.5188 top1= 39.3029

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 0.0370 top1= 99.4318

=== Log global consensus distance @ E4B0 ===
consensus_distance=0.866



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.005
clique2_consensus_distance=3.480


[E 4B10 |   4224/60000 (  7%) ] Loss: 0.0438 top1= 99.1477

=== Log global consensus distance @ E4B10 ===
consensus_distance=0.856



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.003
clique2_consensus_distance=3.456


[E 4B20 |   8064/60000 ( 13%) ] Loss: 0.0463 top1= 99.1477

=== Log global consensus distance @ E4B20 ===
consensus_distance=0.852



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.005
clique2_consensus_distance=3.444



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3514 top1= 60.3466


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.0209 top1= 45.3826


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.0332 top1= 40.1843

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 0.0298 top1= 99.4318

=== Log global consensus distance @ E5B0 ===
consensus_distance=0.859



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.003
clique2_consensus_distance=3.467


[E 5B10 |   4224/60000 (  7%) ] Loss: 0.0278 top1= 99.7159

=== Log global consensus distance @ E5B10 ===
consensus_distance=0.843



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.418


[E 5B20 |   8064/60000 ( 13%) ] Loss: 0.0262 top1= 99.7159

=== Log global consensus distance @ E5B20 ===
consensus_distance=0.833



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.003
clique2_consensus_distance=3.392



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.3674 top1= 61.0777


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.3220 top1= 45.6130


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.9823 top1= 43.1891

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 0.0234 top1= 99.1477

=== Log global consensus distance @ E6B0 ===
consensus_distance=0.827



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.376


[E 6B10 |   4224/60000 (  7%) ] Loss: 0.0236 top1= 99.4318

=== Log global consensus distance @ E6B10 ===
consensus_distance=0.807



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.308


[E 6B20 |   8064/60000 ( 13%) ] Loss: 0.0132 top1= 99.7159

=== Log global consensus distance @ E6B20 ===
consensus_distance=0.800



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.003
clique2_consensus_distance=3.275



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2989 top1= 63.3013


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=6.1388 top1= 46.4844


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=6.1130 top1= 42.3678

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 0.0237 top1= 99.7159

=== Log global consensus distance @ E7B0 ===
consensus_distance=0.791



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.243


[E 7B10 |   4224/60000 (  7%) ] Loss: 0.0273 top1= 99.1477

=== Log global consensus distance @ E7B10 ===
consensus_distance=0.794



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=3.195


[E 7B20 |   8064/60000 ( 13%) ] Loss: 0.0257 top1= 98.8636

=== Log global consensus distance @ E7B20 ===
consensus_distance=0.806



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=3.174



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2211 top1= 63.0008


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.9418 top1= 47.2756


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.8514 top1= 44.4411

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 0.0276 top1= 99.1477

=== Log global consensus distance @ E8B0 ===
consensus_distance=0.803



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=3.181


[E 8B10 |   4224/60000 (  7%) ] Loss: 0.0691 top1= 98.8636

=== Log global consensus distance @ E8B10 ===
consensus_distance=0.797



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.175


[E 8B20 |   8064/60000 ( 13%) ] Loss: 0.0700 top1= 99.1477

=== Log global consensus distance @ E8B20 ===
consensus_distance=0.814



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=3.168



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.1091 top1= 65.9756


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.5738 top1= 47.0453


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.7353 top1= 43.3193

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 0.0170 top1= 99.7159

=== Log global consensus distance @ E9B0 ===
consensus_distance=0.836



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=3.158


[E 9B10 |   4224/60000 (  7%) ] Loss: 0.0159 top1= 99.7159

=== Log global consensus distance @ E9B10 ===
consensus_distance=0.810



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.131


[E 9B20 |   8064/60000 ( 13%) ] Loss: 0.0260 top1= 99.4318

=== Log global consensus distance @ E9B20 ===
consensus_distance=0.784



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=3.103



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=1.2089 top1= 64.1326


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=5.2187 top1= 48.5477


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4629 top1= 43.9002

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 0.0253 top1= 99.4318

=== Log global consensus distance @ E10B0 ===
consensus_distance=0.778



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.024
clique2_consensus_distance=3.089


[E10B10 |   4224/60000 (  7%) ] Loss: 0.0302 top1= 98.8636

=== Log global consensus distance @ E10B10 ===
consensus_distance=0.774



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.015
clique2_consensus_distance=3.116


[E10B20 |   8064/60000 ( 13%) ] Loss: 0.0137 top1= 99.7159

=== Log global consensus distance @ E10B20 ===
consensus_distance=0.788



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=3.160



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7620 top1= 71.9251


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0156 top1= 48.4976


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.4618 top1= 41.5765

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 0.0095 top1=100.0000

=== Log global consensus distance @ E11B0 ===
consensus_distance=0.793



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.008
clique2_consensus_distance=3.205


[E11B10 |   4224/60000 (  7%) ] Loss: 0.0249 top1= 99.4318

=== Log global consensus distance @ E11B10 ===
consensus_distance=0.774



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=3.169


[E11B20 |   8064/60000 ( 13%) ] Loss: 0.0864 top1= 98.5795

=== Log global consensus distance @ E11B20 ===
consensus_distance=0.769



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.119



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8124 top1= 71.1839


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.0588 top1= 48.6078


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0490 top1= 42.8686

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 0.0111 top1= 99.7159

=== Log global consensus distance @ E12B0 ===
consensus_distance=0.779



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.089


[E12B10 |   4224/60000 (  7%) ] Loss: 0.0093 top1=100.0000

=== Log global consensus distance @ E12B10 ===
consensus_distance=0.762



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=3.026


[E12B20 |   8064/60000 ( 13%) ] Loss: 0.0064 top1=100.0000

=== Log global consensus distance @ E12B20 ===
consensus_distance=0.750



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=3.006



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7737 top1= 71.4844


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.1227 top1= 48.1671


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5918 top1= 44.6214

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 0.0155 top1= 99.4318

=== Log global consensus distance @ E13B0 ===
consensus_distance=0.755



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=2.983


[E13B10 |   4224/60000 (  7%) ] Loss: 0.0136 top1= 99.4318

=== Log global consensus distance @ E13B10 ===
consensus_distance=0.748



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.956


[E13B20 |   8064/60000 ( 13%) ] Loss: 0.0145 top1= 99.4318

=== Log global consensus distance @ E13B20 ===
consensus_distance=0.722



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=2.906



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7562 top1= 72.4459


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.2084 top1= 48.3474


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.5287 top1= 45.5629

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 0.0151 top1= 99.7159

=== Log global consensus distance @ E14B0 ===
consensus_distance=0.697



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.850


[E14B10 |   4224/60000 (  7%) ] Loss: 0.0311 top1= 98.5795

=== Log global consensus distance @ E14B10 ===
consensus_distance=0.687



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.792


[E14B20 |   8064/60000 ( 13%) ] Loss: 0.0499 top1= 99.1477

=== Log global consensus distance @ E14B20 ===
consensus_distance=0.700



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=2.782



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8062 top1= 72.1554


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.1083 top1= 48.1270


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0896 top1= 42.4379

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 0.0084 top1=100.0000

=== Log global consensus distance @ E15B0 ===
consensus_distance=0.701



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=2.770


[E15B10 |   4224/60000 (  7%) ] Loss: 0.0070 top1= 99.7159

=== Log global consensus distance @ E15B10 ===
consensus_distance=0.681



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=2.729


[E15B20 |   8064/60000 ( 13%) ] Loss: 0.0116 top1= 99.7159

=== Log global consensus distance @ E15B20 ===
consensus_distance=0.664



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.004
clique2_consensus_distance=2.704



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.8900 top1= 70.0220


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7914 top1= 48.8782


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1476 top1= 45.6330

Train epoch 16
[E16B0  |    384/60000 (  1%) ] Loss: 0.0118 top1= 99.7159

=== Log global consensus distance @ E16B0 ===
consensus_distance=0.664



=== Log clique consensus distance @ E16B0 ===
clique1_consensus_distance=0.025
clique2_consensus_distance=2.668


[E16B10 |   4224/60000 (  7%) ] Loss: 0.0200 top1= 99.4318

=== Log global consensus distance @ E16B10 ===
consensus_distance=0.661



=== Log clique consensus distance @ E16B10 ===
clique1_consensus_distance=0.002
clique2_consensus_distance=2.682


[E16B20 |   8064/60000 ( 13%) ] Loss: 0.0314 top1= 99.1477

=== Log global consensus distance @ E16B20 ===
consensus_distance=0.643



=== Log clique consensus distance @ E16B20 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=2.634



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7138 top1= 74.4491


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.7455 top1= 47.7865


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.1434 top1= 45.0120

Train epoch 17
[E17B0  |    384/60000 (  1%) ] Loss: 0.0239 top1= 99.7159

=== Log global consensus distance @ E17B0 ===
consensus_distance=0.645



=== Log clique consensus distance @ E17B0 ===
clique1_consensus_distance=0.013
clique2_consensus_distance=2.613


[E17B10 |   4224/60000 (  7%) ] Loss: 0.0197 top1= 99.4318

=== Log global consensus distance @ E17B10 ===
consensus_distance=0.634



=== Log clique consensus distance @ E17B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.583


[E17B20 |   8064/60000 ( 13%) ] Loss: 0.0405 top1= 99.7159

=== Log global consensus distance @ E17B20 ===
consensus_distance=0.621



=== Log clique consensus distance @ E17B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.531



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.7309 top1= 73.7680


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.9416 top1= 47.3157


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.0467 top1= 44.8618

Train epoch 18
[E18B0  |    384/60000 (  1%) ] Loss: 0.0102 top1= 99.7159

=== Log global consensus distance @ E18B0 ===
consensus_distance=0.630



=== Log clique consensus distance @ E18B0 ===
clique1_consensus_distance=0.028
clique2_consensus_distance=2.495


[E18B10 |   4224/60000 (  7%) ] Loss: 0.0085 top1=100.0000

=== Log global consensus distance @ E18B10 ===
consensus_distance=0.606



=== Log clique consensus distance @ E18B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.453


[E18B20 |   8064/60000 ( 13%) ] Loss: 0.0126 top1= 99.7159

=== Log global consensus distance @ E18B20 ===
consensus_distance=0.588



=== Log clique consensus distance @ E18B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.399



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6647 top1= 75.7312


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.6106 top1= 48.5577


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9049 top1= 45.7532

Train epoch 19
[E19B0  |    384/60000 (  1%) ] Loss: 0.0080 top1= 99.7159

=== Log global consensus distance @ E19B0 ===
consensus_distance=0.577



=== Log clique consensus distance @ E19B0 ===
clique1_consensus_distance=0.012
clique2_consensus_distance=2.348


[E19B10 |   4224/60000 (  7%) ] Loss: 0.0174 top1= 99.4318

=== Log global consensus distance @ E19B10 ===
consensus_distance=0.556



=== Log clique consensus distance @ E19B10 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.289


[E19B20 |   8064/60000 ( 13%) ] Loss: 0.0322 top1= 99.7159

=== Log global consensus distance @ E19B20 ===
consensus_distance=0.544



=== Log clique consensus distance @ E19B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.227



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.5664 top1= 79.8077


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.2571 top1= 49.2288


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9922 top1= 44.2107

Train epoch 20
[E20B0  |    384/60000 (  1%) ] Loss: 0.0323 top1= 98.8636

=== Log global consensus distance @ E20B0 ===
consensus_distance=0.555



=== Log clique consensus distance @ E20B0 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.214


[E20B10 |   4224/60000 (  7%) ] Loss: 0.0706 top1= 98.0114

=== Log global consensus distance @ E20B10 ===
consensus_distance=0.594



=== Log clique consensus distance @ E20B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=2.210


[E20B20 |   8064/60000 ( 13%) ] Loss: 0.0370 top1= 99.1477

=== Log global consensus distance @ E20B20 ===
consensus_distance=0.608



=== Log clique consensus distance @ E20B20 ===
clique1_consensus_distance=0.000
clique2_consensus_distance=2.220



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=0.6174 top1= 77.5741


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.8801 top1= 47.8165


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.9279 top1= 45.4928

