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=== FA canonical penalty sweep ===
--- FA λ=1e-4 ---
Using device: cuda:0
============================================================
Seed 42
============================================================
--- FA ---
[FA] Epoch 1: loss=2.0346, train=0.2557, test=0.2909
[FA] Epoch 10: loss=1.8700, train=0.3346, test=0.3635
[FA] Epoch 20: loss=1.8495, train=0.3436, test=0.3682
[FA] Epoch 30: loss=1.8430, train=0.3521, test=0.3759
Final test acc: 0.3759
============================================================
Seed 123
============================================================
--- FA ---
[FA] Epoch 1: loss=2.0259, train=0.2600, test=0.3099
[FA] Epoch 10: loss=1.8666, train=0.3358, test=0.3532
[FA] Epoch 20: loss=1.8505, train=0.3472, test=0.3685
[FA] Epoch 30: loss=1.8391, train=0.3530, test=0.3725
Final test acc: 0.3725
============================================================
Seed 456
============================================================
--- FA ---
[FA] Epoch 1: loss=2.0371, train=0.2562, test=0.2999
[FA] Epoch 10: loss=1.8573, train=0.3373, test=0.3567
[FA] Epoch 20: loss=1.8335, train=0.3500, test=0.3831
[FA] Epoch 30: loss=1.8207, train=0.3574, test=0.3837
Final test acc: 0.3837
All results saved to results/fa_canonical_lam1e-4_30ep/results_cifar10.json
--- FA λ=1e-2 ---
Using device: cuda:0
============================================================
Seed 42
============================================================
--- FA ---
[FA] Epoch 1: loss=2.0011, train=0.2748, test=0.3237
[FA] Epoch 10: loss=1.9015, train=0.3259, test=0.3462
[FA] Epoch 20: loss=1.8762, train=0.3376, test=0.3620
[FA] Epoch 30: loss=1.8683, train=0.3472, test=0.3713
Final test acc: 0.3713
============================================================
Seed 123
============================================================
--- FA ---
[FA] Epoch 1: loss=1.9927, train=0.2807, test=0.3339
[FA] Epoch 10: loss=1.9047, train=0.3250, test=0.3513
[FA] Epoch 20: loss=1.8867, train=0.3368, test=0.3600
[FA] Epoch 30: loss=1.8784, train=0.3428, test=0.3660
Final test acc: 0.3660
============================================================
Seed 456
============================================================
--- FA ---
[FA] Epoch 1: loss=2.0075, train=0.2735, test=0.3312
[FA] Epoch 10: loss=1.9005, train=0.3261, test=0.3561
[FA] Epoch 20: loss=1.8808, train=0.3402, test=0.3682
[FA] Epoch 30: loss=1.8698, train=0.3499, test=0.3695
Final test acc: 0.3695
All results saved to results/fa_canonical_lam1e-2_30ep/results_cifar10.json
=== FA PENALTY SWEEP DONE ===
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