Using device: cuda:0

============================================================
Seed 42
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--- DFA ---
  [DFA] Epoch 1: loss=2.0412, train=0.2521, test=0.2899
  [DFA] Epoch 10: loss=2.0028, train=0.2715, test=0.2862
  [DFA] Epoch 20: loss=1.9912, train=0.2790, test=0.3047
  [DFA] Epoch 30: loss=1.9860, train=0.2825, test=0.3070
  Final test acc: 0.3070

============================================================
Seed 123
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--- DFA ---
  [DFA] Epoch 1: loss=2.0435, train=0.2482, test=0.2683
  [DFA] Epoch 10: loss=1.9956, train=0.2738, test=0.2943
  [DFA] Epoch 20: loss=1.9844, train=0.2785, test=0.2986
  [DFA] Epoch 30: loss=1.9814, train=0.2828, test=0.2985
  Final test acc: 0.2985

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

--- DFA ---
  [DFA] Epoch 1: loss=2.0539, train=0.2465, test=0.2591
  [DFA] Epoch 10: loss=2.0115, train=0.2637, test=0.2887
  [DFA] Epoch 20: loss=1.9990, train=0.2728, test=0.2941
  [DFA] Epoch 30: loss=1.9955, train=0.2767, test=0.2966
  Final test acc: 0.2966

All results saved to results/dfa_no_penalty_30ep/results_cifar10.json
=== DONE ===