Using device: cuda:0

============================================================
Seed 456
============================================================

--- DFA ---
  [DFA] Epoch 1: loss=1.9882, train=0.2782, test=0.3368
  [DFA] Epoch 10: loss=1.9104, train=0.3209, test=0.3606
  [DFA] Epoch 20: loss=1.9019, train=0.3310, test=0.3629
  [DFA] Epoch 30: loss=1.8953, train=0.3350, test=0.3614
  Final test acc: 0.3614

All results saved to results/round41_dfa_penalty_30ep_s456/results_cifar10.json