
=== Start adding workers ===
=> Add worker SGDMWorker(index=0, momentum=0.9)
=> Add worker SGDMWorker(index=1, momentum=0.9)
=> Add worker SGDMWorker(index=2, momentum=0.9)
=> Add worker SGDMWorker(index=3, momentum=0.9)
=> Add worker SGDMWorker(index=4, momentum=0.9)
=> Add worker SGDMWorker(index=5, momentum=0.9)
=> Add worker SGDMWorker(index=6, momentum=0.9)
=> Add worker SGDMWorker(index=7, momentum=0.9)
=> Add worker SGDMWorker(index=8, momentum=0.9)
=> Add worker SGDMWorker(index=9, momentum=0.9)
=> Add worker SGDMWorker(index=10, momentum=0.9)
=> Add worker ByzantineWorker(index=11)

=== 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=0.000



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


[E 1B10 |   4224/60000 (  7%) ] Loss: 1.9616 top1= 42.6136

=== Log global consensus distance @ E1B10 ===
consensus_distance=0.030



=== Log clique consensus distance @ E1B10 ===
clique1_consensus_distance=0.001
clique2_consensus_distance=0.033


[E 1B20 |   8064/60000 ( 13%) ] Loss: 2.0196 top1= 26.9886

=== Log global consensus distance @ E1B20 ===
consensus_distance=0.384



=== Log clique consensus distance @ E1B20 ===
clique1_consensus_distance=0.016
clique2_consensus_distance=0.184



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=9.9519 top1= 16.5465


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.2120 top1= 15.8854


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=4.4870 top1= 17.1675

Train epoch 2
[E 2B0  |    384/60000 (  1%) ] Loss: 5.3532 top1= 11.3636

=== Log global consensus distance @ E2B0 ===
consensus_distance=3.919



=== Log clique consensus distance @ E2B0 ===
clique1_consensus_distance=0.177
clique2_consensus_distance=0.786


[E 2B10 |   4224/60000 (  7%) ] Loss: 2.0968 top1= 23.8636

=== Log global consensus distance @ E2B10 ===
consensus_distance=5.801



=== Log clique consensus distance @ E2B10 ===
clique1_consensus_distance=0.301
clique2_consensus_distance=2.016


[E 2B20 |   8064/60000 ( 13%) ] Loss: 1.9090 top1= 28.4091

=== Log global consensus distance @ E2B20 ===
consensus_distance=5.920



=== Log clique consensus distance @ E2B20 ===
clique1_consensus_distance=0.305
clique2_consensus_distance=2.255



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=2.6772 top1= 12.2596


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.4345 top1=  2.1534


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.7542 top1=  8.8341

Train epoch 3
[E 3B0  |    384/60000 (  1%) ] Loss: 1.7061 top1= 28.9773

=== Log global consensus distance @ E3B0 ===
consensus_distance=5.839



=== Log clique consensus distance @ E3B0 ===
clique1_consensus_distance=0.303
clique2_consensus_distance=1.975


[E 3B10 |   4224/60000 (  7%) ] Loss: 1.7774 top1= 31.2500

=== Log global consensus distance @ E3B10 ===
consensus_distance=5.749



=== Log clique consensus distance @ E3B10 ===
clique1_consensus_distance=0.301
clique2_consensus_distance=1.646


[E 3B20 |   8064/60000 ( 13%) ] Loss: 1.7151 top1= 39.4886

=== Log global consensus distance @ E3B20 ===
consensus_distance=5.685



=== Log clique consensus distance @ E3B20 ===
clique1_consensus_distance=0.299
clique2_consensus_distance=1.434



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.0691 top1= 18.8602


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=4.6946 top1= 13.0008


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=5.0501 top1=  8.8842

Train epoch 4
[E 4B0  |    384/60000 (  1%) ] Loss: 1.7530 top1= 38.9205

=== Log global consensus distance @ E4B0 ===
consensus_distance=5.655



=== Log clique consensus distance @ E4B0 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=1.374


[E 4B10 |   4224/60000 (  7%) ] Loss: 1.9205 top1= 40.3409

=== Log global consensus distance @ E4B10 ===
consensus_distance=5.662



=== Log clique consensus distance @ E4B10 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=1.411


[E 4B20 |   8064/60000 ( 13%) ] Loss: 2.1127 top1= 36.0795

=== Log global consensus distance @ E4B20 ===
consensus_distance=5.680



=== Log clique consensus distance @ E4B20 ===
clique1_consensus_distance=0.298
clique2_consensus_distance=1.498



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=4.7180 top1= 19.0104


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=3.4402 top1= 19.9119


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.6839 top1= 11.8389

Train epoch 5
[E 5B0  |    384/60000 (  1%) ] Loss: 2.3376 top1= 35.2273

=== Log global consensus distance @ E5B0 ===
consensus_distance=5.706



=== Log clique consensus distance @ E5B0 ===
clique1_consensus_distance=0.297
clique2_consensus_distance=1.641


[E 5B10 |   4224/60000 (  7%) ] Loss: 14.1563 top1= 32.1023

=== Log global consensus distance @ E5B10 ===
consensus_distance=6.056



=== Log clique consensus distance @ E5B10 ===
clique1_consensus_distance=0.314
clique2_consensus_distance=3.012


[E 5B20 |   8064/60000 ( 13%) ] Loss: 166.3265 top1= 21.0227

=== Log global consensus distance @ E5B20 ===
consensus_distance=7.923



=== Log clique consensus distance @ E5B20 ===
clique1_consensus_distance=0.346
clique2_consensus_distance=9.771



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=45.4955 top1=  9.8558


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=17.4039 top1= 12.3598


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=50.7583 top1=  9.0345

Train epoch 6
[E 6B0  |    384/60000 (  1%) ] Loss: 10.6618 top1= 53.6932

=== Log global consensus distance @ E6B0 ===
consensus_distance=117.125



=== Log clique consensus distance @ E6B0 ===
clique1_consensus_distance=0.206
clique2_consensus_distance=408.118


[E 6B10 |   4224/60000 (  7%) ] Loss: 11.2725 top1= 39.4886

=== Log global consensus distance @ E6B10 ===
consensus_distance=449.014



=== Log clique consensus distance @ E6B10 ===
clique1_consensus_distance=0.110
clique2_consensus_distance=1745.160


[E 6B20 |   8064/60000 ( 13%) ] Loss: 2.0988 top1= 47.4432

=== Log global consensus distance @ E6B20 ===
consensus_distance=609.339



=== Log clique consensus distance @ E6B20 ===
clique1_consensus_distance=0.106
clique2_consensus_distance=2377.607



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.6900 top1=  6.6807


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=14.3668 top1= 24.2488


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.8438 top1= 14.4531

Train epoch 7
[E 7B0  |    384/60000 (  1%) ] Loss: 12.5131 top1= 42.6136

=== Log global consensus distance @ E7B0 ===
consensus_distance=635.554



=== Log clique consensus distance @ E7B0 ===
clique1_consensus_distance=0.106
clique2_consensus_distance=2483.867


[E 7B10 |   4224/60000 (  7%) ] Loss: 6.1176 top1= 34.6591

=== Log global consensus distance @ E7B10 ===
consensus_distance=579.424



=== Log clique consensus distance @ E7B10 ===
clique1_consensus_distance=0.343
clique2_consensus_distance=2283.043


[E 7B20 |   8064/60000 ( 13%) ] Loss: 2.9379 top1= 37.5000

=== Log global consensus distance @ E7B20 ===
consensus_distance=510.929



=== Log clique consensus distance @ E7B20 ===
clique1_consensus_distance=0.247
clique2_consensus_distance=1996.893



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=22.8776 top1=  2.9948


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=62.0429 top1= 16.8169


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.7930 top1= 17.7384

Train epoch 8
[E 8B0  |    384/60000 (  1%) ] Loss: 1.9078 top1= 43.7500

=== Log global consensus distance @ E8B0 ===
consensus_distance=459.974



=== Log clique consensus distance @ E8B0 ===
clique1_consensus_distance=0.139
clique2_consensus_distance=1786.436


[E 8B10 |   4224/60000 (  7%) ] Loss: 1.8174 top1= 45.7386

=== Log global consensus distance @ E8B10 ===
consensus_distance=416.463



=== Log clique consensus distance @ E8B10 ===
clique1_consensus_distance=0.114
clique2_consensus_distance=1610.438


[E 8B20 |   8064/60000 ( 13%) ] Loss: 1.7956 top1= 50.8523

=== Log global consensus distance @ E8B20 ===
consensus_distance=376.695



=== Log clique consensus distance @ E8B20 ===
clique1_consensus_distance=0.110
clique2_consensus_distance=1451.496



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=52.2200 top1=  6.0897


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=35.2524 top1= 32.4820


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9932 top1= 19.2208

Train epoch 9
[E 9B0  |    384/60000 (  1%) ] Loss: 1.5888 top1= 53.6932

=== Log global consensus distance @ E9B0 ===
consensus_distance=339.269



=== Log clique consensus distance @ E9B0 ===
clique1_consensus_distance=0.112
clique2_consensus_distance=1303.455


[E 9B10 |   4224/60000 (  7%) ] Loss: 1.6310 top1= 50.5682

=== Log global consensus distance @ E9B10 ===
consensus_distance=303.721



=== Log clique consensus distance @ E9B10 ===
clique1_consensus_distance=0.114
clique2_consensus_distance=1162.629


[E 9B20 |   8064/60000 ( 13%) ] Loss: 1.6710 top1= 51.9886

=== Log global consensus distance @ E9B20 ===
consensus_distance=269.971



=== Log clique consensus distance @ E9B20 ===
clique1_consensus_distance=0.113
clique2_consensus_distance=1029.217



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=46.8533 top1=  4.0565


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=38.5196 top1= 34.6354


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9787 top1= 19.1607

Train epoch 10
[E10B0  |    384/60000 (  1%) ] Loss: 1.6378 top1= 53.9773

=== Log global consensus distance @ E10B0 ===
consensus_distance=238.292



=== Log clique consensus distance @ E10B0 ===
clique1_consensus_distance=0.114
clique2_consensus_distance=904.602


[E10B10 |   4224/60000 (  7%) ] Loss: 1.5273 top1= 56.8182

=== Log global consensus distance @ E10B10 ===
consensus_distance=208.913



=== Log clique consensus distance @ E10B10 ===
clique1_consensus_distance=0.113
clique2_consensus_distance=789.451


[E10B20 |   8064/60000 ( 13%) ] Loss: 1.4190 top1= 61.3636

=== Log global consensus distance @ E10B20 ===
consensus_distance=181.888



=== Log clique consensus distance @ E10B20 ===
clique1_consensus_distance=0.118
clique2_consensus_distance=683.264



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=28.2758 top1= 13.1110


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=32.0628 top1= 38.1611


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3027 top1= 25.4307

Train epoch 11
[E11B0  |    384/60000 (  1%) ] Loss: 1.2888 top1= 61.9318

=== Log global consensus distance @ E11B0 ===
consensus_distance=157.355



=== Log clique consensus distance @ E11B0 ===
clique1_consensus_distance=0.115
clique2_consensus_distance=587.301


[E11B10 |   4224/60000 (  7%) ] Loss: 1.1446 top1= 63.9205

=== Log global consensus distance @ E11B10 ===
consensus_distance=134.722



=== Log clique consensus distance @ E11B10 ===
clique1_consensus_distance=0.113
clique2_consensus_distance=498.995


[E11B20 |   8064/60000 ( 13%) ] Loss: 1.2747 top1= 64.7727

=== Log global consensus distance @ E11B20 ===
consensus_distance=113.827



=== Log clique consensus distance @ E11B20 ===
clique1_consensus_distance=0.112
clique2_consensus_distance=417.762



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=49.1396 top1= 15.5248


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=42.9878 top1= 38.9223


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.5885 top1= 16.6166

Train epoch 12
[E12B0  |    384/60000 (  1%) ] Loss: 1.2950 top1= 60.7955

=== Log global consensus distance @ E12B0 ===
consensus_distance=94.881



=== Log clique consensus distance @ E12B0 ===
clique1_consensus_distance=0.112
clique2_consensus_distance=344.334


[E12B10 |   4224/60000 (  7%) ] Loss: 1.3881 top1= 52.8409

=== Log global consensus distance @ E12B10 ===
consensus_distance=77.756



=== Log clique consensus distance @ E12B10 ===
clique1_consensus_distance=0.112
clique2_consensus_distance=278.280


[E12B20 |   8064/60000 ( 13%) ] Loss: 1.2452 top1= 59.3750

=== Log global consensus distance @ E12B20 ===
consensus_distance=62.491



=== Log clique consensus distance @ E12B20 ===
clique1_consensus_distance=0.112
clique2_consensus_distance=219.706



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=36.5576 top1= 26.4523


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=73.2266 top1= 38.3514


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9977 top1= 23.5076

Train epoch 13
[E13B0  |    384/60000 (  1%) ] Loss: 1.1658 top1= 57.9545

=== Log global consensus distance @ E13B0 ===
consensus_distance=48.971



=== Log clique consensus distance @ E13B0 ===
clique1_consensus_distance=0.112
clique2_consensus_distance=168.149


[E13B10 |   4224/60000 (  7%) ] Loss: 1.0742 top1= 64.7727

=== Log global consensus distance @ E13B10 ===
consensus_distance=37.106



=== Log clique consensus distance @ E13B10 ===
clique1_consensus_distance=0.113
clique2_consensus_distance=123.299


[E13B20 |   8064/60000 ( 13%) ] Loss: 1.2682 top1= 61.9318

=== Log global consensus distance @ E13B20 ===
consensus_distance=26.844



=== Log clique consensus distance @ E13B20 ===
clique1_consensus_distance=0.114
clique2_consensus_distance=84.954



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=11.0352 top1= 33.9243


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=94.9006 top1= 39.8337


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=2.9381 top1= 23.6579

Train epoch 14
[E14B0  |    384/60000 (  1%) ] Loss: 1.2095 top1= 63.3523

=== Log global consensus distance @ E14B0 ===
consensus_distance=18.337



=== Log clique consensus distance @ E14B0 ===
clique1_consensus_distance=0.114
clique2_consensus_distance=53.756


[E14B10 |   4224/60000 (  7%) ] Loss: 1.4331 top1= 58.2386

=== Log global consensus distance @ E14B10 ===
consensus_distance=12.457



=== Log clique consensus distance @ E14B10 ===
clique1_consensus_distance=0.129
clique2_consensus_distance=31.071


[E14B20 |   8064/60000 ( 13%) ] Loss: 1.6400 top1= 55.1136

=== Log global consensus distance @ E14B20 ===
consensus_distance=9.496



=== Log clique consensus distance @ E14B20 ===
clique1_consensus_distance=0.164
clique2_consensus_distance=18.164



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.3381 top1= 12.1494


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=25.6806 top1= 33.5637


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3676 top1= 12.7103

Train epoch 15
[E15B0  |    384/60000 (  1%) ] Loss: 1.6440 top1= 53.4091

=== Log global consensus distance @ E15B0 ===
consensus_distance=7.876



=== Log clique consensus distance @ E15B0 ===
clique1_consensus_distance=0.196
clique2_consensus_distance=11.008


[E15B10 |   4224/60000 (  7%) ] Loss: 1.7989 top1= 54.5455

=== Log global consensus distance @ E15B10 ===
consensus_distance=7.008



=== Log clique consensus distance @ E15B10 ===
clique1_consensus_distance=0.222
clique2_consensus_distance=7.136


[E15B20 |   8064/60000 ( 13%) ] Loss: 2.1913 top1= 47.1591

=== Log global consensus distance @ E15B20 ===
consensus_distance=6.584



=== Log clique consensus distance @ E15B20 ===
clique1_consensus_distance=0.242
clique2_consensus_distance=5.189



=> Averaged model (Global Average Validation Accuracy) | Eval Loss=3.5236 top1=  9.7456


=> Averaged model (Clique1 Average Validation Accuracy) | Eval Loss=12.7828 top1= 20.1122


=> Averaged model (Clique2 Average Validation Accuracy) | Eval Loss=3.3199 top1= 10.3466

