Using device: cuda:0

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Seed 42
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--- DFA ---
  [DFA] Epoch 1: loss=1.9962, train=0.2802, test=0.3313
  [DFA] Epoch 10: loss=1.9151, train=0.3238, test=0.3476
  [DFA] Epoch 20: loss=1.8987, train=0.3316, test=0.3590
  [DFA] Epoch 30: loss=1.8923, train=0.3405, test=0.3607
  Final test acc: 0.3607

All results saved to results/round41_dfa_penalty_30ep/results_cifar10.json